From eec7963f6f88ef38ad81ee737444fca67ecce947 Mon Sep 17 00:00:00 2001
From: Bjarke Madsen <bjarke@nordu.net>
Date: Fri, 20 Dec 2024 15:17:02 +0100
Subject: [PATCH 1/8] Add test data

---
 .../presentation_models_data/AlienWave.json   |  2762 ++
 .../presentation_models_data/BudgetEntry.json |  2408 ++
 .../presentation_models_data/Capacity.json    |  1990 +
 .../CentralProcurement.json                   |   786 +
 .../CertificateProviders.json                 |   906 +
 .../ChargingStructure.json                    |   968 +
 .../CommercialChargingLevel.json              |  1834 +
 .../CommercialConnectivity.json               |  2532 ++
 .../ConnectedProportion.json                  | 19512 ++++++++++
 .../ConnectionCarrier.json                    |  8892 +++++
 .../ConnectivityGrowth.json                   |  7065 ++++
 .../ConnectivityLevel.json                    | 14825 ++++++++
 .../ConnectivityLoad.json                     |  6302 ++++
 .../CrisisExercises.json                      |   643 +
 .../DarkFibreInstalled.json                   |  1507 +
 .../DarkFibreLease.json                       |  2414 ++
 .../presentation_models_data/ECProject.json   |  6116 +++
 .../EOSCListings.json                         |   328 +
 .../ExternalConnections.json                  | 16256 ++++++++
 .../presentation_models_data/FibreLight.json  |  1784 +
 .../FundingSource.json                        |  2212 ++
 .../InstitutionURLs.json                      |  2481 ++
 .../MonitoringTools.json                      |  3131 ++
 test/data/presentation_models_data/NREN.json  |   222 +
 .../presentation_models_data/NRENService.json | 21749 +++++++++++
 .../NetworkAutomation.json                    |  1624 +
 .../NetworkFunctionVirtualisation.json        |  2827 ++
 .../NetworkMapUrls.json                       |  1948 +
 .../presentation_models_data/NonREPeers.json  |  1544 +
 .../presentation_models_data/NrenStaff.json   |  2522 ++
 .../OpsAutomation.json                        |   730 +
 .../ParentOrganization.json                   |   290 +
 .../PassiveMonitoring.json                    |   737 +
 .../presentation_models_data/PertTeam.json    |  2162 ++
 .../data/presentation_models_data/Policy.json |  2745 ++
 .../RemoteCampuses.json                       |   815 +
 .../SecurityControls.json                     |  1599 +
 .../ServiceManagement.json                    |  1563 +
 .../ServiceUserTypes.json                     | 31355 ++++++++++++++++
 .../presentation_models_data/SiemVendors.json |   370 +
 .../presentation_models_data/Standards.json   |  2802 ++
 .../SubOrganization.json                      |   240 +
 .../TrafficRatio.json                         |   163 +
 .../TrafficStatistics.json                    |  3719 ++
 .../TrafficVolume.json                        |  1892 +
 .../presentation_models_data/WeatherMap.json  |  1934 +
 test/data/service-matrix-services.json        |     2 +-
 47 files changed, 193207 insertions(+), 1 deletion(-)
 create mode 100644 test/data/presentation_models_data/AlienWave.json
 create mode 100644 test/data/presentation_models_data/BudgetEntry.json
 create mode 100644 test/data/presentation_models_data/Capacity.json
 create mode 100644 test/data/presentation_models_data/CentralProcurement.json
 create mode 100644 test/data/presentation_models_data/CertificateProviders.json
 create mode 100644 test/data/presentation_models_data/ChargingStructure.json
 create mode 100644 test/data/presentation_models_data/CommercialChargingLevel.json
 create mode 100644 test/data/presentation_models_data/CommercialConnectivity.json
 create mode 100644 test/data/presentation_models_data/ConnectedProportion.json
 create mode 100644 test/data/presentation_models_data/ConnectionCarrier.json
 create mode 100644 test/data/presentation_models_data/ConnectivityGrowth.json
 create mode 100644 test/data/presentation_models_data/ConnectivityLevel.json
 create mode 100644 test/data/presentation_models_data/ConnectivityLoad.json
 create mode 100644 test/data/presentation_models_data/CrisisExercises.json
 create mode 100644 test/data/presentation_models_data/DarkFibreInstalled.json
 create mode 100644 test/data/presentation_models_data/DarkFibreLease.json
 create mode 100644 test/data/presentation_models_data/ECProject.json
 create mode 100644 test/data/presentation_models_data/EOSCListings.json
 create mode 100644 test/data/presentation_models_data/ExternalConnections.json
 create mode 100644 test/data/presentation_models_data/FibreLight.json
 create mode 100644 test/data/presentation_models_data/FundingSource.json
 create mode 100644 test/data/presentation_models_data/InstitutionURLs.json
 create mode 100644 test/data/presentation_models_data/MonitoringTools.json
 create mode 100644 test/data/presentation_models_data/NREN.json
 create mode 100644 test/data/presentation_models_data/NRENService.json
 create mode 100644 test/data/presentation_models_data/NetworkAutomation.json
 create mode 100644 test/data/presentation_models_data/NetworkFunctionVirtualisation.json
 create mode 100644 test/data/presentation_models_data/NetworkMapUrls.json
 create mode 100644 test/data/presentation_models_data/NonREPeers.json
 create mode 100644 test/data/presentation_models_data/NrenStaff.json
 create mode 100644 test/data/presentation_models_data/OpsAutomation.json
 create mode 100644 test/data/presentation_models_data/ParentOrganization.json
 create mode 100644 test/data/presentation_models_data/PassiveMonitoring.json
 create mode 100644 test/data/presentation_models_data/PertTeam.json
 create mode 100644 test/data/presentation_models_data/Policy.json
 create mode 100644 test/data/presentation_models_data/RemoteCampuses.json
 create mode 100644 test/data/presentation_models_data/SecurityControls.json
 create mode 100644 test/data/presentation_models_data/ServiceManagement.json
 create mode 100644 test/data/presentation_models_data/ServiceUserTypes.json
 create mode 100644 test/data/presentation_models_data/SiemVendors.json
 create mode 100644 test/data/presentation_models_data/Standards.json
 create mode 100644 test/data/presentation_models_data/SubOrganization.json
 create mode 100644 test/data/presentation_models_data/TrafficRatio.json
 create mode 100644 test/data/presentation_models_data/TrafficStatistics.json
 create mode 100644 test/data/presentation_models_data/TrafficVolume.json
 create mode 100644 test/data/presentation_models_data/WeatherMap.json

diff --git a/test/data/presentation_models_data/AlienWave.json b/test/data/presentation_models_data/AlienWave.json
new file mode 100644
index 00000000..bde3f483
--- /dev/null
+++ b/test/data/presentation_models_data/AlienWave.json
@@ -0,0 +1,2762 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2015,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 3,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 2,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 2,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "alien_wave_third_party": null,
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": 0,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": 0,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": 0,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": 0,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": 0,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 10,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2018,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2019,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2020,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": 0,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 5,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 5,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 2,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 2,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 3,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 5,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 5,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "alien_wave_third_party": null,
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2016,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2017,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 18,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 18,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 24,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 24,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 5,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": 5,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2015,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2016,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 2,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 4,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 4,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 10,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 2,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 2,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 2,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 2,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": 0,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": 0,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": 0,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 10,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "alien_wave_third_party": null,
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 7,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 7,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "alien_wave_third_party": null,
+    "nr_of_alien_wave_third_party_services": 9,
+    "alien_wave_internal": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 2,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 2,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 3,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 7,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 15,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 25,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 25,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 35,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 5,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 5,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 5,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 5,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 5,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 8,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 8,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2015,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2016,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2015,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "alien_wave_third_party": "planned",
+    "nr_of_alien_wave_third_party_services": null,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "alien_wave_third_party": "yes",
+    "nr_of_alien_wave_third_party_services": 1,
+    "alien_wave_internal": true
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": 0,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": 0,
+    "alien_wave_internal": false
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "alien_wave_third_party": "no",
+    "nr_of_alien_wave_third_party_services": 0,
+    "alien_wave_internal": false
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/BudgetEntry.json b/test/data/presentation_models_data/BudgetEntry.json
new file mode 100644
index 00000000..e6023751
--- /dev/null
+++ b/test/data/presentation_models_data/BudgetEntry.json
@@ -0,0 +1,2408 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "budget": 5.5,
+    "year": 2012
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "budget": 5.6,
+    "year": 2013
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "budget": 5.6,
+    "year": 2014
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "budget": 5.6,
+    "year": 2015
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "budget": 5.7,
+    "year": 2016
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "budget": 5.7,
+    "year": 2017
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "budget": 6.1,
+    "year": 2018
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "budget": 6.1,
+    "year": 2019
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "budget": 6.4,
+    "year": 2020
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "budget": 6.7,
+    "year": 2022
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "budget": 6.7,
+    "year": 2023
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "budget": 4.0,
+    "year": 2012
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "budget": 1.5,
+    "year": 2013
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "budget": 1.0,
+    "year": 2014
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "budget": 1.4,
+    "year": 2015
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "budget": 1.77,
+    "year": 2016
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "budget": 1.77,
+    "year": 2017
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "budget": 2.02,
+    "year": 2018
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "budget": 2.47,
+    "year": 2019
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "budget": 2.35,
+    "year": 2020
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "budget": 3.1,
+    "year": 2022
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "budget": 2.46,
+    "year": 2023
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "budget": 5.4,
+    "year": 2012
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "budget": 4.9,
+    "year": 2013
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "budget": 4.9,
+    "year": 2014
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "budget": 5.4,
+    "year": 2015
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "budget": 5.6,
+    "year": 2016
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "budget": 6.0,
+    "year": 2017
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "budget": 7.5,
+    "year": 2018
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "budget": 8.0,
+    "year": 2019
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "budget": 9.0,
+    "year": 2020
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "budget": 9.6,
+    "year": 2022
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "budget": 10.5,
+    "year": 2023
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "budget": 0.0,
+    "year": 2016
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "budget": 0.15,
+    "year": 2017
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "budget": 0.25,
+    "year": 2018
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "budget": 0.48,
+    "year": 2019
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "budget": 0.48,
+    "year": 2020
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "budget": 0.5,
+    "year": 2022
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "budget": 0.5,
+    "year": 2023
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "budget": 0.0,
+    "year": 2016
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "budget": 0.0,
+    "year": 2017
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "budget": 2.0,
+    "year": 2018
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "budget": 1.2,
+    "year": 2019
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "budget": 1.2,
+    "year": 2020
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "budget": 0.5,
+    "year": 2023
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "budget": 0.3,
+    "year": 2012
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "budget": 0.4,
+    "year": 2013
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "budget": 0.6,
+    "year": 2014
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "budget": 0.4,
+    "year": 2015
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "budget": 0.42,
+    "year": 2016
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "budget": 0.82,
+    "year": 2017
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "budget": 0.72,
+    "year": 2018
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "budget": 0.92,
+    "year": 2019
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "budget": 0.94,
+    "year": 2020
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "budget": 0.55,
+    "year": 2022
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "budget": 0.413,
+    "year": 2023
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "budget": 13.97,
+    "year": 2012
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "budget": 13.05,
+    "year": 2013
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "budget": 18.45,
+    "year": 2014
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "budget": 16.46,
+    "year": 2015
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "budget": 13.57,
+    "year": 2016
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "budget": 15.52,
+    "year": 2018
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "budget": 14.48,
+    "year": 2019
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "budget": 13.85,
+    "year": 2020
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "budget": 18.6,
+    "year": 2022
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "budget": 22.2,
+    "year": 2023
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "budget": 1.0,
+    "year": 2012
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "budget": 1.0,
+    "year": 2013
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "budget": 1.0,
+    "year": 2015
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "budget": 10.5,
+    "year": 2012
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "budget": 10.01,
+    "year": 2013
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "budget": 10.0,
+    "year": 2014
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "budget": 11.6,
+    "year": 2015
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "budget": 31.96,
+    "year": 2016
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "budget": 34.73,
+    "year": 2017
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "budget": 20.1,
+    "year": 2018
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "budget": 36.45,
+    "year": 2019
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "budget": 30.31,
+    "year": 2020
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "budget": 85.936,
+    "year": 2022
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "budget": 87.418,
+    "year": 2023
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "budget": 24.41,
+    "year": 2012
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "budget": 22.98,
+    "year": 2013
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "budget": 13.0,
+    "year": 2014
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "budget": 22.86,
+    "year": 2015
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "budget": 14.7,
+    "year": 2016
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "budget": 14.7,
+    "year": 2017
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "budget": 17.88,
+    "year": 2018
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "budget": 18.97,
+    "year": 2019
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "budget": 18.86,
+    "year": 2020
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "budget": 26.5,
+    "year": 2022
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "budget": 28.7,
+    "year": 2023
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "budget": 7.0,
+    "year": 2012
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "budget": 7.2,
+    "year": 2013
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "budget": 8.2,
+    "year": 2014
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "budget": 7.4,
+    "year": 2015
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "budget": 7.0,
+    "year": 2016
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "budget": 7.5,
+    "year": 2017
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "budget": 7.5,
+    "year": 2018
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "budget": 7.9,
+    "year": 2019
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "budget": 8.3,
+    "year": 2020
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "budget": 9.0,
+    "year": 2022
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "budget": 9.0,
+    "year": 2023
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "budget": 1.1,
+    "year": 2012
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "budget": 1.0,
+    "year": 2013
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "budget": 0.8,
+    "year": 2014
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "budget": 0.4,
+    "year": 2015
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "budget": 0.87,
+    "year": 2016
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "budget": 0.77,
+    "year": 2017
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "budget": 3.6,
+    "year": 2018
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "budget": 0.92,
+    "year": 2019
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "budget": 0.92,
+    "year": 2020
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "budget": 0.97,
+    "year": 2022
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "budget": 0.83,
+    "year": 2023
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "budget": 6.3,
+    "year": 2012
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "budget": 6.4,
+    "year": 2013
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "budget": 6.6,
+    "year": 2014
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "budget": 7.4,
+    "year": 2015
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "budget": 7.92,
+    "year": 2016
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "budget": 7.41,
+    "year": 2018
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "budget": 7.1,
+    "year": 2019
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "budget": 7.95,
+    "year": 2020
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "budget": 9.86,
+    "year": 2022
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "budget": 9.86,
+    "year": 2023
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "budget": 40.0,
+    "year": 2012
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "budget": 43.0,
+    "year": 2013
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "budget": 43.0,
+    "year": 2014
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "budget": 40.0,
+    "year": 2015
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "budget": 49.0,
+    "year": 2016
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "budget": 45.0,
+    "year": 2017
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "budget": 42.0,
+    "year": 2018
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "budget": 42.34,
+    "year": 2019
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "budget": 50.37,
+    "year": 2020
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "budget": 56.554003,
+    "year": 2022
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "budget": 60.752,
+    "year": 2023
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "budget": 1.9,
+    "year": 2012
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "budget": 1.6,
+    "year": 2013
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "budget": 1.3,
+    "year": 2014
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "budget": 1.3,
+    "year": 2015
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "budget": 2.57,
+    "year": 2016
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "budget": 2.34,
+    "year": 2017
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "budget": 2.34,
+    "year": 2018
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "budget": 4.77,
+    "year": 2019
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "budget": 1.29,
+    "year": 2020
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "budget": 1.29,
+    "year": 2022
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "budget": 1.29,
+    "year": 2023
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "budget": 4.95,
+    "year": 2012
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "budget": 5.0,
+    "year": 2013
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "budget": 5.6,
+    "year": 2014
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "budget": 6.8,
+    "year": 2015
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "budget": 8.18,
+    "year": 2016
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "budget": 8.07,
+    "year": 2017
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "budget": 14.25,
+    "year": 2018
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "budget": 16.25,
+    "year": 2019
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "budget": 20.11,
+    "year": 2020
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "budget": 22.893541,
+    "year": 2022
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "budget": 28.527998,
+    "year": 2023
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "budget": 19.2,
+    "year": 2012
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "budget": 17.6,
+    "year": 2013
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "budget": 23.0,
+    "year": 2015
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "budget": 23.12,
+    "year": 2016
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "budget": 21.97,
+    "year": 2017
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "budget": 22.15,
+    "year": 2018
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "budget": 22.33,
+    "year": 2019
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "budget": 23.0,
+    "year": 2020
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "budget": 22.0,
+    "year": 2022
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "budget": 24.0,
+    "year": 2023
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "budget": 0.3,
+    "year": 2012
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "budget": 0.3,
+    "year": 2013
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "budget": 0.3,
+    "year": 2014
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "budget": 0.2,
+    "year": 2015
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "budget": 0.25,
+    "year": 2016
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "budget": 0.3,
+    "year": 2017
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "budget": 0.3,
+    "year": 2018
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "budget": 0.4,
+    "year": 2019
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "budget": 0.4,
+    "year": 2020
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "budget": 0.5,
+    "year": 2022
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "budget": 0.5,
+    "year": 2023
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "budget": 12.0,
+    "year": 2012
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "budget": 11.0,
+    "year": 2013
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "budget": 8.0,
+    "year": 2014
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "budget": 7.0,
+    "year": 2015
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "budget": 6.5,
+    "year": 2016
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "budget": 6.5,
+    "year": 2017
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "budget": 6.9,
+    "year": 2018
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "budget": 6.9,
+    "year": 2019
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "budget": 7.0,
+    "year": 2020
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "budget": 8.8,
+    "year": 2022
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "budget": 19.0,
+    "year": 2023
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "budget": 19.0,
+    "year": 2012
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "budget": 21.0,
+    "year": 2013
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "budget": 22.7,
+    "year": 2014
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "budget": 22.0,
+    "year": 2015
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "budget": 28.5,
+    "year": 2016
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "budget": 29.6,
+    "year": 2017
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "budget": 25.06,
+    "year": 2018
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "budget": 25.59,
+    "year": 2019
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "budget": 24.89,
+    "year": 2020
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "budget": 32.774,
+    "year": 2022
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "budget": 38.142,
+    "year": 2023
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "budget": 3.41,
+    "year": 2016
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "budget": 3.9,
+    "year": 2017
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "budget": 3.72,
+    "year": 2018
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "budget": 3.48,
+    "year": 2019
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "budget": 4.3,
+    "year": 2020
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "budget": 4.43,
+    "year": 2022
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "budget": 4.96,
+    "year": 2023
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "budget": 74.0,
+    "year": 2012
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "budget": 111.0,
+    "year": 2014
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "budget": 86.4,
+    "year": 2015
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "budget": 0.0,
+    "year": 2016
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "budget": 65.23,
+    "year": 2019
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "budget": 63.41,
+    "year": 2020
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "budget": 71.364,
+    "year": 2022
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "budget": 65.617,
+    "year": 2023
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "budget": 0.06,
+    "year": 2012
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "budget": 6.0,
+    "year": 2013
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "budget": 8.0,
+    "year": 2014
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "budget": 8.0,
+    "year": 2015
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "budget": 8.0,
+    "year": 2016
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "budget": 12.0,
+    "year": 2017
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "budget": 12.0,
+    "year": 2018
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "budget": 48.0,
+    "year": 2019
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "budget": 34.0,
+    "year": 2020
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "budget": 32.0,
+    "year": 2022
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "budget": 33.0,
+    "year": 2023
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "budget": 2.56,
+    "year": 2023
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "budget": 0.4,
+    "year": 2012
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "budget": 0.7,
+    "year": 2013
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "budget": 0.7,
+    "year": 2014
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "budget": 0.7,
+    "year": 2015
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "budget": 0.0,
+    "year": 2016
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "budget": 0.0,
+    "year": 2017
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "budget": 1.03,
+    "year": 2018
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "budget": 1.24,
+    "year": 2019
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "budget": 1.24375,
+    "year": 2022
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "budget": 1.24375,
+    "year": 2023
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "budget": 2.0,
+    "year": 2012
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "budget": 1.6,
+    "year": 2013
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "budget": 1.3,
+    "year": 2014
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "budget": 1.6,
+    "year": 2015
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "budget": 1.65,
+    "year": 2016
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "budget": 2.06,
+    "year": 2017
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "budget": 2.28,
+    "year": 2018
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "budget": 2.28,
+    "year": 2019
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "budget": 2.33,
+    "year": 2020
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "budget": 4.88,
+    "year": 2022
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "budget": 4.4,
+    "year": 2023
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "budget": 0.3,
+    "year": 2012
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "budget": 0.5,
+    "year": 2013
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "budget": 0.5,
+    "year": 2015
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "budget": 0.0,
+    "year": 2016
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "budget": 0.33,
+    "year": 2018
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "budget": 0.95,
+    "year": 2019
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "budget": 1.14,
+    "year": 2020
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "budget": 0.73,
+    "year": 2022
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "budget": 0.74,
+    "year": 2023
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "budget": 0.1,
+    "year": 2012
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "budget": 0.1,
+    "year": 2013
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "budget": 0.1,
+    "year": 2015
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "budget": 0.0,
+    "year": 2016
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "budget": 0.07,
+    "year": 2018
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "budget": 0.07,
+    "year": 2019
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "budget": 0.07,
+    "year": 2020
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "budget": 0.075,
+    "year": 2022
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "budget": 0.075,
+    "year": 2023
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "budget": 0.0,
+    "year": 2016
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "budget": 0.0,
+    "year": 2020
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "budget": 1.5,
+    "year": 2014
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "budget": 1.2,
+    "year": 2015
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "budget": 0.8,
+    "year": 2018
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "budget": 0.8,
+    "year": 2019
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "budget": 0.8,
+    "year": 2020
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "budget": 0.8,
+    "year": 2022
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "budget": 0.8,
+    "year": 2023
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "budget": 23.0,
+    "year": 2012
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "budget": 9.0,
+    "year": 2013
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "budget": 8.0,
+    "year": 2014
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "budget": 8.0,
+    "year": 2015
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "budget": 8.0,
+    "year": 2016
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "budget": 8.0,
+    "year": 2017
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "budget": 8.0,
+    "year": 2018
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "budget": 8.0,
+    "year": 2019
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "budget": 8.0,
+    "year": 2020
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "budget": 18.0,
+    "year": 2022
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "budget": 14.0,
+    "year": 2023
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "budget": 0.15,
+    "year": 2012
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "budget": 0.15,
+    "year": 2013
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "budget": 0.2,
+    "year": 2014
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "budget": 0.2,
+    "year": 2015
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "budget": 0.22,
+    "year": 2016
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "budget": 0.38,
+    "year": 2017
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "budget": 0.34,
+    "year": 2018
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "budget": 0.38,
+    "year": 2019
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "budget": 0.32,
+    "year": 2020
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "budget": 0.4,
+    "year": 2022
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "budget": 0.4,
+    "year": 2023
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "budget": 21.0,
+    "year": 2012
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "budget": 22.0,
+    "year": 2013
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "budget": 21.0,
+    "year": 2014
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "budget": 21.0,
+    "year": 2015
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "budget": 28.6,
+    "year": 2016
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "budget": 29.1,
+    "year": 2017
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "budget": 33.9,
+    "year": 2018
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "budget": 32.2,
+    "year": 2019
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "budget": 31.1,
+    "year": 2020
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "budget": 40.0,
+    "year": 2022
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "budget": 1.82,
+    "year": 2012
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "budget": 1.85,
+    "year": 2013
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "budget": 1.71,
+    "year": 2014
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "budget": 1.65,
+    "year": 2015
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "budget": 2.06,
+    "year": 2016
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "budget": 2.06,
+    "year": 2017
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "budget": 3.48,
+    "year": 2018
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "budget": 4.03,
+    "year": 2019
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "budget": 4.75,
+    "year": 2020
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "budget": 4.58,
+    "year": 2022
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "budget": 4.58,
+    "year": 2023
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "budget": 0.4,
+    "year": 2012
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "budget": 0.4,
+    "year": 2013
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "budget": 0.4,
+    "year": 2014
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "budget": 0.5,
+    "year": 2015
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "budget": 0.0,
+    "year": 2019
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "budget": 5.5,
+    "year": 2012
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "budget": 1.5,
+    "year": 2014
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "budget": 1.5,
+    "year": 2015
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "budget": 2.0,
+    "year": 2016
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "budget": 2.0,
+    "year": 2017
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "budget": 2.0,
+    "year": 2018
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "budget": 2.0,
+    "year": 2019
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "budget": 2.0,
+    "year": 2020
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "budget": 2.0,
+    "year": 2022
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "budget": 2.0,
+    "year": 2023
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "budget": 2.5,
+    "year": 2012
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "budget": 2.4,
+    "year": 2013
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "budget": 2.3,
+    "year": 2014
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "budget": 2.4,
+    "year": 2015
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "budget": 1.98,
+    "year": 2016
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "budget": 1.98,
+    "year": 2017
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "budget": 1.98,
+    "year": 2018
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "budget": 1.98,
+    "year": 2019
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "budget": 2.18,
+    "year": 2020
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "budget": 1.98,
+    "year": 2022
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "budget": 2.3,
+    "year": 2023
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "budget": 30.0,
+    "year": 2012
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "budget": 0.25,
+    "year": 2013
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "budget": 26.0,
+    "year": 2014
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "budget": 22.54,
+    "year": 2015
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "budget": 30.0,
+    "year": 2016
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "budget": 30.0,
+    "year": 2017
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "budget": 20.0,
+    "year": 2018
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "budget": 15.0,
+    "year": 2019
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "budget": 20.0,
+    "year": 2022
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "budget": 61.0,
+    "year": 2023
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "budget": 18.4,
+    "year": 2012
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "budget": 19.2,
+    "year": 2013
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "budget": 18.0,
+    "year": 2014
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "budget": 18.0,
+    "year": 2015
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "budget": 0.0,
+    "year": 2016
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "budget": 0.0,
+    "year": 2017
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "budget": 19.0,
+    "year": 2018
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "budget": 24.0,
+    "year": 2019
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "budget": 26.0,
+    "year": 2020
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "budget": 28.0,
+    "year": 2022
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "budget": 28.0,
+    "year": 2023
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "budget": 33.27,
+    "year": 2012
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "budget": 34.53,
+    "year": 2013
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "budget": 30.95,
+    "year": 2014
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "budget": 34.0,
+    "year": 2015
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "budget": 36.7,
+    "year": 2016
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "budget": 40.2,
+    "year": 2017
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "budget": 40.5,
+    "year": 2018
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "budget": 52.86,
+    "year": 2019
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "budget": 54.97,
+    "year": 2020
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "budget": 230.995,
+    "year": 2022
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "budget": 244.399,
+    "year": 2023
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "budget": 10.39,
+    "year": 2012
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "budget": 12.59,
+    "year": 2013
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "budget": 10.0,
+    "year": 2014
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "budget": 12.0,
+    "year": 2015
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "budget": 13.0,
+    "year": 2016
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "budget": 14.2,
+    "year": 2017
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "budget": 14.0,
+    "year": 2018
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "budget": 13.46,
+    "year": 2019
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "budget": 27.74,
+    "year": 2020
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "budget": 35.08,
+    "year": 2022
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "budget": 35.08,
+    "year": 2023
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "budget": 22.5,
+    "year": 2016
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "budget": 18.5,
+    "year": 2017
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "budget": 21.0,
+    "year": 2018
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "budget": 17.0,
+    "year": 2019
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "budget": 17.2,
+    "year": 2020
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "budget": 17.0,
+    "year": 2022
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "budget": 16.9,
+    "year": 2023
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "budget": 0.12,
+    "year": 2016
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "budget": 0.12,
+    "year": 2017
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "budget": 0.15,
+    "year": 2018
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "budget": 0.18,
+    "year": 2019
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "budget": 0.18,
+    "year": 2020
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "budget": 0.35,
+    "year": 2022
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "budget": 0.4,
+    "year": 2023
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/Capacity.json b/test/data/presentation_models_data/Capacity.json
new file mode 100644
index 00000000..d97d6346
--- /dev/null
+++ b/test/data/presentation_models_data/Capacity.json
@@ -0,0 +1,1990 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 1.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 1.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 1.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "largest_link_capacity": 1.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "largest_link_capacity": 1.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "largest_link_capacity": 1320.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "largest_link_capacity": 1320.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "largest_link_capacity": 3320.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "largest_link_capacity": 3320.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2018,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 2.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2019,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 2.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2020,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 2.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 2.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 2.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 2.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "largest_link_capacity": 50.0,
+    "typical_backbone_capacity": 60.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 400.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 2.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "largest_link_capacity": 6.0,
+    "typical_backbone_capacity": 2.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "largest_link_capacity": 6.0,
+    "typical_backbone_capacity": 2.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "largest_link_capacity": 8.0,
+    "typical_backbone_capacity": 4.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "largest_link_capacity": 8.0,
+    "typical_backbone_capacity": 4.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "largest_link_capacity": 300.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "largest_link_capacity": 256.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "largest_link_capacity": 256.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "largest_link_capacity": 256.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "largest_link_capacity": 256.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "largest_link_capacity": 45.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "largest_link_capacity": 800.0,
+    "typical_backbone_capacity": 800.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "largest_link_capacity": 800.0,
+    "typical_backbone_capacity": 800.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "largest_link_capacity": 30.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "largest_link_capacity": 80.0,
+    "typical_backbone_capacity": 30.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "largest_link_capacity": 80.0,
+    "typical_backbone_capacity": 30.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "largest_link_capacity": 80.0,
+    "typical_backbone_capacity": 30.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 30.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "largest_link_capacity": 100000.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "largest_link_capacity": 300.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "largest_link_capacity": 30.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "largest_link_capacity": 30.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "largest_link_capacity": 30.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 400.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "largest_link_capacity": 600.0,
+    "typical_backbone_capacity": 600.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "largest_link_capacity": 600.0,
+    "typical_backbone_capacity": 600.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "largest_link_capacity": 600.0,
+    "typical_backbone_capacity": 600.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "largest_link_capacity": 600.0,
+    "typical_backbone_capacity": 600.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "largest_link_capacity": 800.0,
+    "typical_backbone_capacity": 800.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "largest_link_capacity": 800.0,
+    "typical_backbone_capacity": 800.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "largest_link_capacity": 800.0,
+    "typical_backbone_capacity": 800.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "largest_link_capacity": 1000.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "largest_link_capacity": 1000.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "largest_link_capacity": 5.7,
+    "typical_backbone_capacity": 1.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "largest_link_capacity": 3.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "largest_link_capacity": 3.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "largest_link_capacity": 40.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "largest_link_capacity": 1.0,
+    "typical_backbone_capacity": 1.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "largest_link_capacity": 1.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "largest_link_capacity": 1.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "largest_link_capacity": 1.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "largest_link_capacity": 1.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "largest_link_capacity": 1.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "largest_link_capacity": 1.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "largest_link_capacity": 2000.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "largest_link_capacity": 2000.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "largest_link_capacity": 2000.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "largest_link_capacity": 2.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "largest_link_capacity": 80.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 80.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 80.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 80.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "largest_link_capacity": 300.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 1.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 1.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 1.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 1.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 50.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "largest_link_capacity": 70.0,
+    "typical_backbone_capacity": 30.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "largest_link_capacity": 70.0,
+    "typical_backbone_capacity": 30.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "largest_link_capacity": 120.0,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "largest_link_capacity": 120.0,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "largest_link_capacity": 120.0,
+    "typical_backbone_capacity": 60.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 500.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "largest_link_capacity": 100000000000.0,
+    "typical_backbone_capacity": 500.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "largest_link_capacity": 100000000000.0,
+    "typical_backbone_capacity": 500.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "largest_link_capacity": 400.0,
+    "typical_backbone_capacity": 500.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "largest_link_capacity": 600.0,
+    "typical_backbone_capacity": 500.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "largest_link_capacity": 600.0,
+    "typical_backbone_capacity": 400.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "largest_link_capacity": 600.0,
+    "typical_backbone_capacity": 400.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 50.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 50.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 50.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "largest_link_capacity": 400.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "largest_link_capacity": 800.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "largest_link_capacity": 200.0,
+    "typical_backbone_capacity": 100.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "largest_link_capacity": 400.0,
+    "typical_backbone_capacity": 200.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "largest_link_capacity": 60.0,
+    "typical_backbone_capacity": 30.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "largest_link_capacity": 80.0,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "largest_link_capacity": 100.0,
+    "typical_backbone_capacity": 40.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "largest_link_capacity": 160.0,
+    "typical_backbone_capacity": 60.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "largest_link_capacity": 150.0,
+    "typical_backbone_capacity": 80.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "largest_link_capacity": 250.0,
+    "typical_backbone_capacity": 80.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "largest_link_capacity": null,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "largest_link_capacity": 30000.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "largest_link_capacity": 10.0,
+    "typical_backbone_capacity": 10.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 20.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "largest_link_capacity": 20.0,
+    "typical_backbone_capacity": 10.0
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/CentralProcurement.json b/test/data/presentation_models_data/CentralProcurement.json
new file mode 100644
index 00000000..856c600e
--- /dev/null
+++ b/test/data/presentation_models_data/CentralProcurement.json
@@ -0,0 +1,786 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "central_procurement": true,
+    "amount": 208700.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "central_procurement": true,
+    "amount": 125000.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "central_procurement": true,
+    "amount": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "central_procurement": true,
+    "amount": 31750.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "central_procurement": true,
+    "amount": 31750.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "central_procurement": true,
+    "amount": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "central_procurement": true,
+    "amount": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "central_procurement": true,
+    "amount": 5359546.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "central_procurement": true,
+    "amount": 5751000.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "central_procurement": true,
+    "amount": 46000000.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "central_procurement": true,
+    "amount": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "central_procurement": true,
+    "amount": 2900000.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "central_procurement": true,
+    "amount": 2900000.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "central_procurement": true,
+    "amount": 270000.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "central_procurement": true,
+    "amount": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "central_procurement": true,
+    "amount": 100000000.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "central_procurement": true,
+    "amount": 100000000.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "central_procurement": true,
+    "amount": 110.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "central_procurement": true,
+    "amount": 110.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "central_procurement": true,
+    "amount": 115.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "central_procurement": true,
+    "amount": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "central_procurement": true,
+    "amount": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "central_procurement": true,
+    "amount": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "central_procurement": false,
+    "amount": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "central_procurement": false,
+    "amount": null
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/CertificateProviders.json b/test/data/presentation_models_data/CertificateProviders.json
new file mode 100644
index 00000000..ac763621
--- /dev/null
+++ b/test/data/presentation_models_data/CertificateProviders.json
@@ -0,0 +1,906 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "provider_names": [
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "provider_names": [
+      "Sectigo",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "provider_names": [
+      "Sectigo",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "provider_names": [
+      "ASNET-AM has implemented own ACME-based Automated Centralized Certificate Management System (more info: https://asnet.am/services.php?art=SSL_Certificates&lang=en)"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "provider_names": [
+      "ASNET-AM has implemented own ACME-based Automated Centralized Certificate Management System (more info: https://asnet.am/services.php?art=SSL_Certificates&lang=en)"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "provider_names": [
+      "ASNET-AM has implemented own ACME-based Automated Centralized Certificate Management System (more info: https://asnet.am/services.php?art=SSL_Certificates&lang=en)"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "provider_names": [
+      "ssl.com"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "provider_names": [
+      "Entrust Datacard"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "provider_names": [
+      "TCS",
+      "CESNET CA4 (own certificate authority), PostSignum (state qualified certificate authority)"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "provider_names": [
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "provider_names": [
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "provider_names": [
+      "Sectigo",
+      "TCS"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "provider_names": [
+      "TCS",
+      "DFN-PKI"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "provider_names": [
+      "TCS",
+      "DFN-PKI"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "provider_names": [
+      "TCS",
+      "DFN-PKI"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "provider_names": [
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "provider_names": [
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "provider_names": [
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "provider_names": [
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "provider_names": [
+      "TCS",
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "provider_names": [
+      "TCS",
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "provider_names": [
+      "TCS",
+      "Entrust Datacard",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "provider_names": [
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "provider_names": [
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "provider_names": [
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "provider_names": [
+      "TCS",
+      "Sectigo",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "provider_names": [
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "provider_names": [
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "provider_names": [
+      "TCS",
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "provider_names": [
+      "TCS",
+      "ACCV, FNMT"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "provider_names": [
+      "TCS",
+      "Certinomis (for legal signature)"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "provider_names": [
+      "TCS",
+      "Digicert"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "provider_names": [
+      "TCS",
+      "Digicert"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "provider_names": [
+      "TCS",
+      "Sectigo"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "provider_names": [
+      "TCS",
+      "Digicert"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "provider_names": [
+      "TCS",
+      "Digicert"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "provider_names": [
+      "TCS",
+      "Digicert"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "provider_names": [
+      "TCS",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "provider_names": [
+      "Digicert",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "provider_names": [
+      "Digicert",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "provider_names": [
+      "Digicert",
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "provider_names": [
+      "KAMU-SM "
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "provider_names": [
+      "KAMU-SM "
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "provider_names": [
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "provider_names": [
+      "Let's Encrypt"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "provider_names": [
+      "TCS"
+    ]
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/ChargingStructure.json b/test/data/presentation_models_data/ChargingStructure.json
new file mode 100644
index 00000000..b6e863eb
--- /dev/null
+++ b/test/data/presentation_models_data/ChargingStructure.json
@@ -0,0 +1,968 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "fee_type": "usage_based_fee"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "fee_type": "usage_based_fee"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "fee_type": "usage_based_fee"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "fee_type": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "fee_type": "other"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "fee_type": "other"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "fee_type": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2019,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "fee_type": "other"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "fee_type": "other"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "fee_type": "other"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "fee_type": "other"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "fee_type": "other"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "fee_type": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2019,
+    "fee_type": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "fee_type": "other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "fee_type": "usage_based_fee"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "fee_type": "other"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "fee_type": "other"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "fee_type": "other"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "fee_type": "other"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "fee_type": "other"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "fee_type": "usage_based_fee"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "fee_type": "usage_based_fee"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "fee_type": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "fee_type": "other"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "fee_type": "other"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "fee_type": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "fee_type": "usage_based_fee"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "fee_type": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "fee_type": "other"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2019,
+    "fee_type": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "fee_type": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2019,
+    "fee_type": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "fee_type": "other"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "fee_type": "other"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "fee_type": "other"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "fee_type": "no_charge"
+  },
+  {
+    "nren": "University of Malta",
+    "nren_country": "Malta",
+    "year": 2019,
+    "fee_type": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "fee_type": "other"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "fee_type": "combination"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "fee_type": "flat_fee"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "fee_type": "flat_fee"
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/CommercialChargingLevel.json b/test/data/presentation_models_data/CommercialChargingLevel.json
new file mode 100644
index 00000000..1faab2bd
--- /dev/null
+++ b/test/data/presentation_models_data/CommercialChargingLevel.json
@@ -0,0 +1,1834 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "collaboration": null,
+    "service_supplier": null,
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "collaboration": null,
+    "service_supplier": null,
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "collaboration": null,
+    "service_supplier": null,
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "collaboration": null,
+    "service_supplier": null,
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "collaboration": null,
+    "service_supplier": null,
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2016,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2017,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "collaboration": null,
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2016,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2016,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "lower_than_r_e_charges"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2016,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2016,
+    "collaboration": null,
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2016,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2016,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2016,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2016,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "collaboration": "no_charges_if_r_e_requested",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "collaboration": null,
+    "service_supplier": null,
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "lower_than_r_e_charges"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "lower_than_r_e_charges"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "lower_than_r_e_charges"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": "lower_than_r_e_charges",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "collaboration": "higher_than_r_e_charges",
+    "service_supplier": "higher_than_r_e_charges",
+    "direct_peering": "higher_than_r_e_charges"
+  },
+  {
+    "nren": "University of Malta",
+    "nren_country": "Malta",
+    "year": 2016,
+    "collaboration": null,
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "same_as_r_e_charges",
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "collaboration": "lower_than_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": null,
+    "direct_peering": "same_as_r_e_charges"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "collaboration": "same_as_r_e_charges",
+    "service_supplier": "no_charges_if_r_e_requested",
+    "direct_peering": "no_charges_if_r_e_requested"
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/CommercialConnectivity.json b/test/data/presentation_models_data/CommercialConnectivity.json
new file mode 100644
index 00000000..10fc1d0f
--- /dev/null
+++ b/test/data/presentation_models_data/CommercialConnectivity.json
@@ -0,0 +1,2532 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": null,
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": null,
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": null,
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": null,
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "commercial_r_and_e": "no_other",
+    "commercial_general": "no_other",
+    "commercial_collaboration": "no_other",
+    "commercial_service_provider": "no_other",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "commercial_r_and_e": "no_other",
+    "commercial_general": "no_other",
+    "commercial_collaboration": "no_other",
+    "commercial_service_provider": "no_other",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "commercial_r_and_e": "no_other",
+    "commercial_general": "no_other",
+    "commercial_collaboration": "no_other",
+    "commercial_service_provider": "no_other",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2016,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2017,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_if_sponsored",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_if_sponsored",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_if_sponsored",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_if_sponsored",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_if_sponsored",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_if_sponsored",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_if_sponsored",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_other",
+    "commercial_service_provider": "no_other",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_other",
+    "commercial_service_provider": "no_other",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_other",
+    "commercial_service_provider": "no_other",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_other",
+    "commercial_service_provider": "no_other",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2016,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2017,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "commercial_r_and_e": "no_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_national_nren",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_national_nren",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "commercial_r_and_e": null,
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "commercial_r_and_e": null,
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "commercial_r_and_e": "no_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "no_but_direct_peering",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "no_but_direct_peering"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_but_direct_peering",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_but_direct_peering",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_but_direct_peering",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2016,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "no_but_direct_peering"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_but_direct_peering"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_but_direct_peering"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_but_direct_peering"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "commercial_r_and_e": "no_other",
+    "commercial_general": "no_other",
+    "commercial_collaboration": "no_other",
+    "commercial_service_provider": "no_other",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "no_financial",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "no_financial",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": null,
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "commercial_r_and_e": null,
+    "commercial_general": null,
+    "commercial_collaboration": null,
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_financial",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_financial",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_financial",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_financial",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2016,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": "no_but_direct_peering",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "no_financial"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": "no_but_direct_peering",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "no_financial"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": "no_but_direct_peering",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "no_financial"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": "no_but_direct_peering",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "no_financial"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "commercial_r_and_e": "no_but_direct_peering",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2016,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "no_other"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": null,
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": null,
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "no_but_direct_peering",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "commercial_r_and_e": null,
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "commercial_r_and_e": null,
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "no_financial",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "no_financial"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_national_nren"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_national_nren"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "no_financial",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_national_nren"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2016,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "no_but_direct_peering",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "no_but_direct_peering"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_but_direct_peering",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2016,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2017,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "commercial_r_and_e": null,
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2016,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_national_nren"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_national_nren"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_national_nren"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_national_nren"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "commercial_r_and_e": "yes_national_nren",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_national_nren"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "commercial_r_and_e": null,
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "commercial_r_and_e": null,
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "commercial_r_and_e": null,
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_other",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_other",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": null,
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": null,
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": null,
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": null,
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "no_but_direct_peering"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_national_nren",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_national_nren",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_national_nren",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_national_nren",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "no_but_direct_peering",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_national_nren",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_national_nren",
+    "commercial_collaboration": "yes_national_nren",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_if_sponsored"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_incl_other",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_national_nren",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2016,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "no_policy",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "commercial_r_and_e": "no_financial",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "commercial_r_and_e": "no_financial",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "commercial_r_and_e": "no_financial",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "commercial_r_and_e": "no_policy",
+    "commercial_general": "no_policy",
+    "commercial_collaboration": "yes_if_sponsored",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "no_policy"
+  },
+  {
+    "nren": "University of Malta",
+    "nren_country": "Malta",
+    "year": 2016,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "University of Malta",
+    "nren_country": "Malta",
+    "year": 2017,
+    "commercial_r_and_e": "yes_if_sponsored",
+    "commercial_general": "yes_if_sponsored",
+    "commercial_collaboration": null,
+    "commercial_service_provider": null,
+    "university_spin_off": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "commercial_r_and_e": "no_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_if_sponsored",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "commercial_r_and_e": "no_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "yes_if_sponsored",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "commercial_r_and_e": "no_other",
+    "commercial_general": "no_other",
+    "commercial_collaboration": "no_other",
+    "commercial_service_provider": "yes_if_sponsored",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "commercial_r_and_e": "yes_incl_other",
+    "commercial_general": "yes_incl_other",
+    "commercial_collaboration": "yes_incl_other",
+    "commercial_service_provider": "no_policy",
+    "university_spin_off": "yes_incl_other"
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/ConnectedProportion.json b/test/data/presentation_models_data/ConnectedProportion.json
new file mode 100644
index 00000000..508f1ab1
--- /dev/null
+++ b/test/data/presentation_models_data/ConnectedProportion.json
@@ -0,0 +1,19512 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 40.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 40.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 32,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 32,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 15,
+    "market_share": 40.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 61,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 37,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 64,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 34,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 15,
+    "market_share": 40.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 76,
+    "market_share": 85.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 46,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 16,
+    "market_share": 40.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 38,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 16,
+    "market_share": 40.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 51,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 79,
+    "market_share": 85.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 25.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 59.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 3.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 1210,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 89,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 24,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 63,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": 3.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 420,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 89,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 24,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 63,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 8,
+    "market_share": 3.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 1210,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 420,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 517,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2795,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 8,
+    "market_share": 3.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 63,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 24,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 89,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 89,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 517,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 24,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 63,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 8,
+    "market_share": 3.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2795,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 89,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2795,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 8,
+    "market_share": 3.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 24,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 63,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 517,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 93.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 85.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 260,
+    "market_share": 87.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 62,
+    "market_share": 93.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 163,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 657,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 657,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 260,
+    "market_share": 87.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 163,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 62,
+    "market_share": 93.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 753,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 260,
+    "market_share": 87.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 62,
+    "market_share": 93.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 143,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": 753,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 62,
+    "market_share": 93.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 28,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 143,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 260,
+    "market_share": 87.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": 753,
+    "market_share": 97.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 143,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 260,
+    "market_share": 87.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 28,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 62,
+    "market_share": 93.0,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 37,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 37,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 5,
+    "market_share": 40.0,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 4,
+    "market_share": 30.0,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 4,
+    "market_share": 30.0,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 5,
+    "market_share": 45.0,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 37,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 1215
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 4,
+    "market_share": 34.0,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 37,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 5,
+    "market_share": 45.0,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 4,
+    "market_share": 34.0,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 37,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": 45.0,
+    "users_served": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 26.0,
+    "users_served": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 18,
+    "market_share": 36.0,
+    "users_served": 80000
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 35,
+    "market_share": 90.0,
+    "users_served": 7000
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": 1200
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 20,
+    "market_share": 40.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": 1200
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 40,
+    "market_share": 90.0,
+    "users_served": 9000
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 20,
+    "market_share": 40.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 40,
+    "market_share": 90.0,
+    "users_served": 9000
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": 1200
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 21,
+    "market_share": 33.0,
+    "users_served": 63
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 41,
+    "market_share": 35.0,
+    "users_served": 117
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 58,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 11,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 7,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 17,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 17,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 11,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 57,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 11,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 56,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 17,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 17,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 55,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 7,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 500
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 54,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 9,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 17,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 7,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 25.0,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": 1.0,
+    "users_served": 900
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 41,
+    "market_share": 75.0,
+    "users_served": 375
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 50,
+    "market_share": 90.0,
+    "users_served": 530282
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 5.0,
+    "users_served": 62196
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 77,
+    "market_share": 20.0,
+    "users_served": 145312
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": 1200
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 11,
+    "market_share": 5.0,
+    "users_served": 21341
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 16,
+    "market_share": 1.0,
+    "users_served": 2672
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 48,
+    "market_share": 90.0,
+    "users_served": 543947
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 42,
+    "market_share": 75.0,
+    "users_served": 375
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": 1.0,
+    "users_served": 900
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": 1.0,
+    "users_served": 2369
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": 5.0,
+    "users_served": 21791
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 6,
+    "market_share": 5.0,
+    "users_served": 61796
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 75,
+    "market_share": 20.0,
+    "users_served": 123852
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_national_nren",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": 900
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 6,
+    "market_share": 5.0,
+    "users_served": 61796
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 48,
+    "market_share": 90.0,
+    "users_served": 532300
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": 1.0,
+    "users_served": 900
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 42,
+    "market_share": 75.0,
+    "users_served": 365
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_national_nren",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": 1215
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": 1.0,
+    "users_served": 2011
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 7,
+    "market_share": 5.0,
+    "users_served": 18560
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 77,
+    "market_share": 20.0,
+    "users_served": 146036
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 48,
+    "market_share": 90.0,
+    "users_served": 498902
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": 75.0,
+    "users_served": 2788
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": 1.0,
+    "users_served": 900
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": 1.0,
+    "users_served": 2094
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": 5.0,
+    "users_served": 19560
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 7,
+    "market_share": 5.0,
+    "users_served": 61896
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 75,
+    "market_share": 20.0,
+    "users_served": 147643
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": 3088
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 9,
+    "market_share": 5.0,
+    "users_served": 21814
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 8,
+    "market_share": 5.0,
+    "users_served": 64439
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": 0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 44,
+    "market_share": 75.0,
+    "users_served": 40557
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 48,
+    "market_share": 90.0,
+    "users_served": 507337
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": 1.0,
+    "users_served": 2028
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_national_nren",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": 1215
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": 1.0,
+    "users_served": 835
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 76,
+    "market_share": 20.0,
+    "users_served": 165365
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 40,
+    "market_share": 100.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 25,
+    "market_share": 50.0,
+    "users_served": 150000
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 40,
+    "market_share": 100.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 25,
+    "market_share": 50.0,
+    "users_served": 150000
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 25,
+    "market_share": 50.0,
+    "users_served": 150000
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 40,
+    "market_share": 100.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 16.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 98.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": 1.0,
+    "users_served": 500
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 457,
+    "market_share": 98.0,
+    "users_served": 200000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 943,
+    "market_share": 98.0,
+    "users_served": 400000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 148,
+    "market_share": 100.0,
+    "users_served": 200000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 36,
+    "market_share": 98.0,
+    "users_served": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 66,
+    "market_share": 92.0,
+    "users_served": 10000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 11,
+    "market_share": 1.0,
+    "users_served": 500
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": 5.0,
+    "users_served": 50
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 445,
+    "market_share": 80.0,
+    "users_served": 50000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": 1.0,
+    "users_served": 300
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 941,
+    "market_share": 98.0,
+    "users_served": 400000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 472,
+    "market_share": 99.0,
+    "users_served": 205000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 447,
+    "market_share": 81.0,
+    "users_served": 53000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 181,
+    "market_share": 100.0,
+    "users_served": 200000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 36,
+    "market_share": 98.0,
+    "users_served": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": 10.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": 5,
+    "market_share": 1.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 89,
+    "market_share": 94.0,
+    "users_served": 14000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": 10.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 181,
+    "market_share": 100.0,
+    "users_served": 200000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 36,
+    "market_share": 98.0,
+    "users_served": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": 1.0,
+    "users_served": 300
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 89,
+    "market_share": 94.0,
+    "users_served": 14000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 941,
+    "market_share": 98.0,
+    "users_served": 400000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 472,
+    "market_share": 99.0,
+    "users_served": 205000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 447,
+    "market_share": 81.0,
+    "users_served": 53000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": 5,
+    "market_share": 1.0,
+    "users_served": 500
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 946,
+    "market_share": 99.0,
+    "users_served": 400000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": 5,
+    "market_share": 1.0,
+    "users_served": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 447,
+    "market_share": 81.0,
+    "users_served": 53000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 181,
+    "market_share": 100.0,
+    "users_served": 200000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 36,
+    "market_share": 98.0,
+    "users_served": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": 10.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": 1.0,
+    "users_served": 300
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 89,
+    "market_share": 94.0,
+    "users_served": 14000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 472,
+    "market_share": 99.0,
+    "users_served": 205000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 52,
+    "market_share": 30.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 64,
+    "market_share": 95.0,
+    "users_served": 14000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 27,
+    "market_share": 100.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 963,
+    "market_share": 99.0,
+    "users_served": 400000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 433,
+    "market_share": 99.0,
+    "users_served": 205000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 118,
+    "market_share": 100.0,
+    "users_served": 200000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": 5.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": 5,
+    "market_share": 1.0,
+    "users_served": 500
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 441,
+    "market_share": 30.0,
+    "users_served": 53000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 36,
+    "market_share": 1.0,
+    "users_served": 2600
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 54,
+    "market_share": 20.0,
+    "users_served": 3000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 68,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": 1.0,
+    "users_served": 600
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 27,
+    "market_share": 8.0,
+    "users_served": 3000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 96,
+    "market_share": 90.0,
+    "users_served": 500
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 34,
+    "market_share": 95.0,
+    "users_served": 380000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 70,
+    "market_share": 5.0,
+    "users_served": 22000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 34,
+    "market_share": 95.0,
+    "users_served": 380000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 4000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 74,
+    "market_share": 11.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 66,
+    "market_share": 5.0,
+    "users_served": 22000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 27,
+    "market_share": 1.0,
+    "users_served": 2500
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 57,
+    "market_share": 25.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": 2.0,
+    "users_served": 1600
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 26,
+    "market_share": 8.0,
+    "users_served": 4000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 98,
+    "market_share": 90.0,
+    "users_served": 500
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 27,
+    "market_share": 8.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 35,
+    "market_share": 95.0,
+    "users_served": 390000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 99,
+    "market_share": 90.0,
+    "users_served": 500
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 76,
+    "market_share": 11.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 72,
+    "market_share": 6.0,
+    "users_served": 22000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 27,
+    "market_share": 1.0,
+    "users_served": 3000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 54,
+    "market_share": 25.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 38,
+    "market_share": 2.0,
+    "users_served": 2000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 80,
+    "market_share": 11.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 78,
+    "market_share": 6.0,
+    "users_served": 23000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": 2.0,
+    "users_served": 4000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 48,
+    "market_share": 25.0,
+    "users_served": 5500
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 45,
+    "market_share": 3.0,
+    "users_served": 4000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 24,
+    "market_share": 7.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 100,
+    "market_share": 90.0,
+    "users_served": 500
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 35,
+    "market_share": 95.0,
+    "users_served": 400000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 24,
+    "market_share": 7.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 35,
+    "market_share": 95.0,
+    "users_served": 400000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 43,
+    "market_share": 3.0,
+    "users_served": 4000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": 0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 90,
+    "market_share": 11.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 50,
+    "market_share": 25.0,
+    "users_served": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 100,
+    "market_share": 97.0,
+    "users_served": 50000
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": 90.0,
+    "users_served": 500
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 44,
+    "market_share": 2.0,
+    "users_served": 4500
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 83,
+    "market_share": 6.0,
+    "users_served": 24000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 46,
+    "market_share": null,
+    "users_served": 355000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 9,
+    "market_share": null,
+    "users_served": 1000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": 13000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 9,
+    "market_share": null,
+    "users_served": 5000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 7,
+    "market_share": null,
+    "users_served": 4000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 45,
+    "market_share": null,
+    "users_served": 360000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": null,
+    "users_served": 1000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 13,
+    "market_share": null,
+    "users_served": 14000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": null,
+    "users_served": 1000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 45,
+    "market_share": null,
+    "users_served": 360000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 18,
+    "market_share": null,
+    "users_served": 24000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": null,
+    "users_served": 4000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 44,
+    "market_share": null,
+    "users_served": 370000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": null,
+    "users_served": 4000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": null,
+    "users_served": 1000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 18,
+    "market_share": null,
+    "users_served": 26000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": null,
+    "users_served": 1000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": null,
+    "users_served": 4000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 18,
+    "market_share": null,
+    "users_served": 26000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 44,
+    "market_share": null,
+    "users_served": 370000
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": 40.0,
+    "users_served": 2000
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 8,
+    "market_share": 100.0,
+    "users_served": 24700
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 7,
+    "market_share": 70.0,
+    "users_served": 580
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 9,
+    "market_share": 100.0,
+    "users_served": 50000
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 2000
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": 40.0,
+    "users_served": 2000
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 7,
+    "market_share": 70.0,
+    "users_served": 650
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 10,
+    "market_share": 100.0,
+    "users_served": 70000
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 4,
+    "market_share": 70.0,
+    "users_served": 100
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 40.0,
+    "users_served": 500
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": 1,
+    "market_share": 40.0,
+    "users_served": 600
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 10,
+    "market_share": 100.0,
+    "users_served": 80000
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 4,
+    "market_share": 70.0,
+    "users_served": 150
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 4,
+    "market_share": 70.0,
+    "users_served": 200
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 1,
+    "market_share": 15.0,
+    "users_served": 250
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 11,
+    "market_share": 95.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": 1,
+    "market_share": 40.0,
+    "users_served": 650
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 25.0,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 6.0,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 10,
+    "market_share": 1.0,
+    "users_served": 7000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": 60.0,
+    "users_served": 80000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": 5.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 4,
+    "market_share": 1.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": 100.0,
+    "users_served": 150000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": 50.0,
+    "users_served": 100
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": 62.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": 10.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 1.0,
+    "users_served": 7000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": 5.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 4,
+    "market_share": 1.0,
+    "users_served": 100
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": 100.0,
+    "users_served": 150000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": 50.0,
+    "users_served": 100
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": 33.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": 10.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": 60.0,
+    "users_served": 80000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": 10.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": 60.0,
+    "users_served": 80000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 1.0,
+    "users_served": 7000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": 5.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 4,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": 100.0,
+    "users_served": 150000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": 50.0,
+    "users_served": 100
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": 33.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": 33.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": 5.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": 60.0,
+    "users_served": 80000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": 25.0,
+    "users_served": 1200
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": 50.0,
+    "users_served": 100
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": 0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 1.0,
+    "users_served": 7000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": 100.0,
+    "users_served": 150000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 4,
+    "market_share": 1.0,
+    "users_served": 100
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": 10.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 30.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 27.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 44.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 6.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 29.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 44.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 6.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 56.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 28.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 4.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 75.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 8,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 171,
+    "market_share": 32.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 13,
+    "market_share": 68.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 46,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 147,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 21,
+    "market_share": 66.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 15,
+    "market_share": 4.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 15,
+    "market_share": 83.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 6,
+    "market_share": 4.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 213,
+    "market_share": 41.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 162,
+    "market_share": 8.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 22,
+    "market_share": 69.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 15,
+    "market_share": 4.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 60,
+    "market_share": 13.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 142,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 50,
+    "market_share": 11.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 229,
+    "market_share": 44.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 14,
+    "market_share": 9.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 16,
+    "market_share": 89.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 16,
+    "market_share": 4.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 21,
+    "market_share": 66.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 16,
+    "market_share": 89.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 16,
+    "market_share": 4.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 22,
+    "market_share": 71.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 146,
+    "market_share": 8.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 58,
+    "market_share": 13.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 247,
+    "market_share": 49.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 16,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 15,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 23,
+    "market_share": 15.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 20,
+    "market_share": 65.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 139,
+    "market_share": 8.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 17,
+    "market_share": 94.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 251,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 56,
+    "market_share": 13.0,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 1722,
+    "market_share": null,
+    "users_served": 634200
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 4586,
+    "market_share": null,
+    "users_served": 542600
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 11,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 50,
+    "market_share": null,
+    "users_served": 343600
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 27,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 20,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 3815,
+    "market_share": null,
+    "users_served": 802133
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 543,
+    "market_share": null,
+    "users_served": 297610
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 51,
+    "market_share": null,
+    "users_served": 401174
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 543,
+    "market_share": null,
+    "users_served": 297610
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 3815,
+    "market_share": null,
+    "users_served": 802133
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 52,
+    "market_share": null,
+    "users_served": 401174
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 1619,
+    "market_share": null,
+    "users_served": 566634
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 4204,
+    "market_share": null,
+    "users_served": 481890
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 56,
+    "market_share": null,
+    "users_served": 448468
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 13,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 13,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 1619,
+    "market_share": null,
+    "users_served": 566634
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 56,
+    "market_share": null,
+    "users_served": 448468
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 4204,
+    "market_share": null,
+    "users_served": 481890
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 4.7,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 0.8,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 4.4,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 0.5,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 4.7,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 0.8,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 4.4,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 0.5,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 419,
+    "market_share": 4.7,
+    "users_served": 125000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 46,
+    "market_share": 4.4,
+    "users_served": 8000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 62,
+    "market_share": 0.5,
+    "users_served": 1000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 364,
+    "market_share": 20.0,
+    "users_served": 2700
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 156,
+    "market_share": 60.0,
+    "users_served": 1500000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 107,
+    "market_share": 0.8,
+    "users_served": 36500
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 156,
+    "market_share": 60.0,
+    "users_served": 1500000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 379,
+    "market_share": 20.0,
+    "users_served": 2700
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 797,
+    "market_share": 2.0,
+    "users_served": 85000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 681,
+    "market_share": 4.6,
+    "users_served": 205000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 49,
+    "market_share": 4.4,
+    "users_served": 8000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 63,
+    "market_share": 0.5,
+    "users_served": 1000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 21,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 976,
+    "market_share": 6.6,
+    "users_served": 292700
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 1141,
+    "market_share": 2.9,
+    "users_served": 121500
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 49,
+    "market_share": 4.4,
+    "users_served": 8000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 63,
+    "market_share": 0.5,
+    "users_served": 1000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 176,
+    "market_share": 65.0,
+    "users_served": 1500000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 396,
+    "market_share": 20.0,
+    "users_served": 2800
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 49,
+    "market_share": 4.4,
+    "users_served": 8000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 66,
+    "market_share": 0.5,
+    "users_served": 1000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": 1200,
+    "market_share": 2.9,
+    "users_served": 121500
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 980,
+    "market_share": 6.6,
+    "users_served": 292700
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 35,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 416,
+    "market_share": 20.0,
+    "users_served": 2800
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 195,
+    "market_share": 65.0,
+    "users_served": 1500000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 205,
+    "market_share": 65.0,
+    "users_served": 1500000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 980,
+    "market_share": 6.6,
+    "users_served": 292700
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": 1200,
+    "market_share": 2.9,
+    "users_served": 121500
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 36,
+    "market_share": 20.0,
+    "users_served": 2800
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 423,
+    "market_share": 80.0,
+    "users_served": 30000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 49,
+    "market_share": 4.4,
+    "users_served": 8000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 66,
+    "market_share": 0.5,
+    "users_served": 1000
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "no_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "no_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_national_nren",
+    "number_connected": 7,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 16,
+    "market_share": 50.0,
+    "users_served": 2500
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 18,
+    "market_share": 60.0,
+    "users_served": 81500
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "no_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_national_nren",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 19,
+    "market_share": 50.0,
+    "users_served": 2500
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 18,
+    "market_share": 60.0,
+    "users_served": 86000
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "no_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "no_other",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 19,
+    "market_share": 62.0,
+    "users_served": 90000
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_national_nren",
+    "number_connected": 7,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 19,
+    "market_share": 50.0,
+    "users_served": 2500
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "no_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 21,
+    "market_share": 62.0,
+    "users_served": 90000
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 19,
+    "market_share": 50.0,
+    "users_served": 2500
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 7,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 21,
+    "market_share": 62.0,
+    "users_served": 90000
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 7,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 19,
+    "market_share": 50.0,
+    "users_served": 2500
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 35,
+    "market_share": 80.0,
+    "users_served": 20000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 8000,
+    "market_share": 100.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 8000,
+    "market_share": 100.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 5,
+    "market_share": 2.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": 1000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 80,
+    "market_share": 100.0,
+    "users_served": 300000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 38,
+    "market_share": 100.0,
+    "users_served": 40000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": 50.0,
+    "users_served": 20000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 20.0,
+    "users_served": 10000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 8000,
+    "market_share": 100.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": 20000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 50.0,
+    "users_served": 20000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 80,
+    "market_share": 100.0,
+    "users_served": 300000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 38,
+    "market_share": 100.0,
+    "users_served": 40000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 35,
+    "market_share": 35.0,
+    "users_served": 20000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 2.0,
+    "users_served": 10000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 8000,
+    "market_share": 100.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 5,
+    "market_share": 2.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 38,
+    "market_share": 100.0,
+    "users_served": 200
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 44,
+    "market_share": 100.0,
+    "users_served": 300000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": 1000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 8,
+    "market_share": 4.0,
+    "users_served": 2000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 8000,
+    "market_share": 100.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 8000,
+    "market_share": 100.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 42,
+    "market_share": 40.0,
+    "users_served": 25000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 15,
+    "market_share": 2.0,
+    "users_served": 12000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 50.0,
+    "users_served": 20000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 9,
+    "market_share": 4.0,
+    "users_served": 2000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 15,
+    "market_share": 2.0,
+    "users_served": 12000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 44,
+    "market_share": 40.0,
+    "users_served": 25000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 8000,
+    "market_share": 100.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 8000,
+    "market_share": 100.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 50.0,
+    "users_served": 20000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 38,
+    "market_share": 100.0,
+    "users_served": 40000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 44,
+    "market_share": 100.0,
+    "users_served": 300000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 44,
+    "market_share": 100.0,
+    "users_served": 300000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 8000,
+    "market_share": 100.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 8000,
+    "market_share": 100.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 38,
+    "market_share": 100.0,
+    "users_served": 40000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 44,
+    "market_share": 40.0,
+    "users_served": 25000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 9,
+    "market_share": 4.0,
+    "users_served": 2000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 50.0,
+    "users_served": 20000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 15,
+    "market_share": 2.0,
+    "users_served": 12000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 30.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 85.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 98.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 98.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 28,
+    "market_share": 100.0,
+    "users_served": 230000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 25,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 3200,
+    "market_share": 98.0,
+    "users_served": 450000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 800,
+    "market_share": 100.0,
+    "users_served": 350000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 3200,
+    "market_share": 98.0,
+    "users_served": 450000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 800,
+    "market_share": 100.0,
+    "users_served": 350000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 27,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 29,
+    "market_share": 100.0,
+    "users_served": 230000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 27,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 800,
+    "market_share": 100.0,
+    "users_served": 350000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 3200,
+    "market_share": 98.0,
+    "users_served": 450000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 29,
+    "market_share": 100.0,
+    "users_served": 230000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 3200,
+    "market_share": 98.0,
+    "users_served": 600000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 27,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 23,
+    "market_share": 100.0,
+    "users_served": 250000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 800,
+    "market_share": 100.0,
+    "users_served": 400000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 3200,
+    "market_share": 98.0,
+    "users_served": 600000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 16,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 27,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 26,
+    "market_share": 100.0,
+    "users_served": 250000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 800,
+    "market_share": 100.0,
+    "users_served": 400000
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 13,
+    "market_share": 50.0,
+    "users_served": 140000
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": 50.0,
+    "users_served": 140000
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": 50.0,
+    "users_served": 140000
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": 50.0,
+    "users_served": 140000
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "no_policy",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "no_other",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": 50.0,
+    "users_served": 140000
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 11,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 358,
+    "market_share": 100.0,
+    "users_served": 2500000
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 43,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 168,
+    "market_share": 100.0,
+    "users_served": 2500000
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 509,
+    "market_share": 100.0,
+    "users_served": 2500000
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": 2500000
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 11,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 499,
+    "market_share": 100.0,
+    "users_served": 2500000
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 57,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 69,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 339,
+    "market_share": 100.0,
+    "users_served": 2500000
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 177,
+    "market_share": 100.0,
+    "users_served": 2500000
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 65,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 177,
+    "market_share": 100.0,
+    "users_served": 2500000
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 65,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 339,
+    "market_share": 100.0,
+    "users_served": 2500000
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 69,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 11,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 319,
+    "market_share": 100.0,
+    "users_served": 2500000
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 59,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 53,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 171,
+    "market_share": 100.0,
+    "users_served": 2500000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 72.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 52.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 9.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 86.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 75.0,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": 3740,
+    "market_share": 99.0,
+    "users_served": 800000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 6,
+    "market_share": 5.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 26,
+    "market_share": 98.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 57,
+    "market_share": 100.0,
+    "users_served": 200
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": 10,
+    "market_share": 2.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 800,
+    "market_share": 90.0,
+    "users_served": 200000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 3,
+    "market_share": 5.0,
+    "users_served": 100
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 1870,
+    "market_share": 99.0,
+    "users_served": 1000000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 44,
+    "market_share": 80.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 500,
+    "market_share": 90.0,
+    "users_served": 200000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 8,
+    "market_share": 5.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 58,
+    "market_share": 100.0,
+    "users_served": 200
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": 10,
+    "market_share": 2.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": 3950,
+    "market_share": 96.0,
+    "users_served": 600000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 2000,
+    "market_share": 96.0,
+    "users_served": 600000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 3,
+    "market_share": 5.0,
+    "users_served": 100
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 8,
+    "market_share": 5.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": 3950,
+    "market_share": 96.0,
+    "users_served": 600000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 2000,
+    "market_share": 96.0,
+    "users_served": 600000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 3,
+    "market_share": 5.0,
+    "users_served": 100
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 44,
+    "market_share": 80.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 58,
+    "market_share": 100.0,
+    "users_served": 200
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": 10,
+    "market_share": 2.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 500,
+    "market_share": 90.0,
+    "users_served": 200000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 44,
+    "market_share": 80.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 58,
+    "market_share": 95.0,
+    "users_served": 200
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": 967,
+    "market_share": 95.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 437,
+    "market_share": 10.0,
+    "users_served": 200000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 7,
+    "market_share": 5.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 23,
+    "market_share": 1.0,
+    "users_served": 100
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 1043,
+    "market_share": 97.0,
+    "users_served": 600000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": 3420,
+    "market_share": 94.0,
+    "users_served": 600000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 949,
+    "market_share": 95.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 44,
+    "market_share": 1.0,
+    "users_served": 100
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 9,
+    "market_share": 5.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 58,
+    "market_share": 95.0,
+    "users_served": 50000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": 200
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 3282,
+    "market_share": 94.0,
+    "users_served": 600000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 1043,
+    "market_share": 97.0,
+    "users_served": 600000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 43,
+    "market_share": 80.0,
+    "users_served": 100000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": 0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 194,
+    "market_share": 10.0,
+    "users_served": 200000
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 16,
+    "market_share": null,
+    "users_served": 75000
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 107,
+    "market_share": null,
+    "users_served": 50000
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": 30
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 11,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_national_nren",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_national_nren",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 11,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 78.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 25.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 30.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 65.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 40.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 9,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 26,
+    "market_share": 9.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 477,
+    "market_share": 52.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 28,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 16,
+    "market_share": 11.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 18,
+    "market_share": 19.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 72,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 29,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 34,
+    "market_share": 83.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 11,
+    "market_share": 18.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 7,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 35,
+    "market_share": 17.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 498,
+    "market_share": 59.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 18,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 67,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 115,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 26,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 11,
+    "market_share": 18.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 35,
+    "market_share": 17.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 498,
+    "market_share": 59.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 18,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 67,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 26,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 110,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 7,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 22,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 478,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 26,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 68,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 16,
+    "market_share": 19.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 7,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 33,
+    "market_share": 16.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 110,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 18,
+    "market_share": 9.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 39,
+    "market_share": 17.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 26,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 15.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 68,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 110,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 8,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 489,
+    "market_share": 51.0,
+    "users_served": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": 40.0,
+    "users_served": 60000
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": 40.0,
+    "users_served": 60000
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": 40.0,
+    "users_served": 60000
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 6,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 6,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 99.0,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 72.0,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 19,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 19,
+    "market_share": null,
+    "users_served": 20000
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 19,
+    "market_share": null,
+    "users_served": 20000
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 19,
+    "market_share": null,
+    "users_served": 20000
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 19,
+    "market_share": null,
+    "users_served": 20000
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 81,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 198,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 219,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 53,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 20,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 233,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 167,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 234,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 59,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 104,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 21,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 221,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 196,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 168,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 73,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 173,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 259,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 103,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 24,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 219,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 203,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 25,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 225,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 78,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 200,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 172,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 330,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 100,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 229,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 209,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 381,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 99,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 26,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 172,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 78,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 4.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 13.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 74.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 7,
+    "market_share": 13.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 4,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 40,
+    "market_share": 74.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": 4.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": 4.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 4,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 40,
+    "market_share": 74.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 7,
+    "market_share": 13.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 7,
+    "market_share": 13.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 40,
+    "market_share": 74.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": 4.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 4,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": 40,
+    "market_share": 74.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 7,
+    "market_share": 13.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 2,
+    "market_share": 4.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 4,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 7,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 4,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 2,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 55.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 55.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 45.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 9000,
+    "market_share": 45.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 80,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 200,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 80,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 9000,
+    "market_share": 45.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 45.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 200,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 45.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 80,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 200,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 9000,
+    "market_share": 45.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 80,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 225,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 9000,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 80,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 9000,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 275,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 11.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 0.01,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 72.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 9.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 11.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 72.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 9.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 0.01,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 10,
+    "market_share": 9.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 10,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 0.01,
+    "users_served": 208
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": 11.0,
+    "users_served": 850
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 24,
+    "market_share": 80.0,
+    "users_served": 2900
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": 72.0,
+    "users_served": 74500
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_financial",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 10,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 10,
+    "market_share": 9.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": 11.0,
+    "users_served": 850
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 24,
+    "market_share": 80.0,
+    "users_served": 2900
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": 72.0,
+    "users_served": 74500
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_financial",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 850
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 0.01,
+    "users_served": 208
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": 72.0,
+    "users_served": 74500
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_financial",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 24,
+    "market_share": 80.0,
+    "users_served": 2900
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": 11.0,
+    "users_served": 850
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 10,
+    "market_share": 9.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 10,
+    "market_share": 7.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 0.01,
+    "users_served": 208
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": 11.0,
+    "users_served": 850
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": 3.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 0.01,
+    "users_served": 208
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 11,
+    "market_share": 65.0,
+    "users_served": 74500
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 20,
+    "market_share": 70.0,
+    "users_served": 2900
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 20,
+    "market_share": 70.0,
+    "users_served": 2900
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "yes_national_nren",
+    "number_connected": 3,
+    "market_share": 3.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": 2,
+    "market_share": 11.0,
+    "users_served": 850
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 11,
+    "market_share": 65.0,
+    "users_served": 74500
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 0.01,
+    "users_served": 208
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 374,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 422,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 331,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 21,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2000,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 19,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 21,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 403,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 357,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 326,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 18,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 8,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2000,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 23,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 408,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 383,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 335,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 21,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 9,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2000,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 420,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 24,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": 23,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": 343,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 386,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2000,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 9,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 40.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 96.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 85.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 9,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 26,
+    "market_share": 96.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 260,
+    "market_share": 85.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 66,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 15,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 24,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 38,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 67,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 263,
+    "market_share": 85.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 9,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 265,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 9,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 25,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 69,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 28,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": 27,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_national_nren",
+    "number_connected": 269,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_national_nren",
+    "number_connected": 69,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": 11,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 14,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": 41,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 30.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 30.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 30,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 56,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2500,
+    "market_share": 30.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 50,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2500,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 56,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2500,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2000,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 30,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 50,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2500,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2000,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 30,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 56,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 50,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2000,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2500,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 30,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 50,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 56,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2000,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 50,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 56,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 2500,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 30,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 40,
+    "market_share": 60.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 98.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 98.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 98.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 99.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 15.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 52.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 99.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 45.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 15.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 15.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 99.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": 3000
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 45.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 15.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 15.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 99.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 45.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 15.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 15.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 70.0,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 80.0,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_national_nren",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 44,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 42,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 14,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 44,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 12,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 43,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 15,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 15,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 15,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 15,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "unsure",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "sometimes",
+    "number_connected": 15,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 6.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 8.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 8.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 8.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 8.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 6.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 90.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": 200,
+    "market_share": 8.0,
+    "users_served": 60000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": 6.0,
+    "users_served": 30000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 39,
+    "market_share": 20.0,
+    "users_served": 10000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 62,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 45,
+    "market_share": 90.0,
+    "users_served": 430000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": 5.0,
+    "users_served": 20000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": 2.0,
+    "users_served": 10000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 50,
+    "market_share": 8.0,
+    "users_served": 60000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 39,
+    "market_share": 20.0,
+    "users_served": 10000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 62,
+    "market_share": 100.0,
+    "users_served": 750000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 45,
+    "market_share": 90.0,
+    "users_served": 430000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 3,
+    "market_share": 2.0,
+    "users_served": 430000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": 5.0,
+    "users_served": 20000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 6,
+    "market_share": 6.0,
+    "users_served": 30000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": 200,
+    "market_share": 8.0,
+    "users_served": 60000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 50,
+    "market_share": 8.0,
+    "users_served": 60000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": 5.0,
+    "users_served": 20000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 62,
+    "market_share": 100.0,
+    "users_served": 750000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 39,
+    "market_share": 20.0,
+    "users_served": 10000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 45,
+    "market_share": 90.0,
+    "users_served": 430000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 6,
+    "market_share": 6.0,
+    "users_served": 30000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": 200,
+    "market_share": 8.0,
+    "users_served": 60000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 50,
+    "market_share": 8.0,
+    "users_served": 60000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 3,
+    "market_share": 2.0,
+    "users_served": 10000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 9,
+    "market_share": 4.0,
+    "users_served": 18000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 1,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 50,
+    "market_share": 8.0,
+    "users_served": 60000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": 200,
+    "market_share": 8.0,
+    "users_served": 60000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 6,
+    "market_share": 6.0,
+    "users_served": 30000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 67,
+    "market_share": 100.0,
+    "users_served": 750000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 38,
+    "market_share": 20.0,
+    "users_served": 10000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 46,
+    "market_share": 90.0,
+    "users_served": 430000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "sometimes",
+    "number_connected": 11,
+    "market_share": 2.0,
+    "users_served": 20000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 54,
+    "market_share": 100.0,
+    "users_served": 500000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 38,
+    "market_share": 90.0,
+    "users_served": 120000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 67,
+    "market_share": 100.0,
+    "users_served": 750000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "sometimes",
+    "number_connected": 200,
+    "market_share": 8.0,
+    "users_served": 60000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "no_policy",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": 0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "sometimes",
+    "number_connected": 6,
+    "market_share": 10.0,
+    "users_served": 30000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 9,
+    "market_share": 4.0,
+    "users_served": 18000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "sometimes",
+    "number_connected": 1,
+    "market_share": 1.0,
+    "users_served": 3000
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": 20.0,
+    "users_served": 10000
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": 300
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 37,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": 3977
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": 754
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": 770
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 37,
+    "market_share": 100.0,
+    "users_served": 318663
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": 770
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 5,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": 770
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 46,
+    "market_share": 100.0,
+    "users_served": 328154
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": 770
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 46,
+    "market_share": 100.0,
+    "users_served": 332051
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": 0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 46,
+    "market_share": 100.0,
+    "users_served": 343531
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": 0,
+    "market_share": null,
+    "users_served": 0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 6,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": 770
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 4,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": 0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 10,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 95.0,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 50.0,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 2.0,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 0.1,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 20.0,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 93.0,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": 0.1,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 10,
+    "market_share": 2.0,
+    "users_served": 3000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": 19,
+    "market_share": null,
+    "users_served": 5500
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 183,
+    "market_share": 94.0,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": 20.0,
+    "users_served": 14800
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 14,
+    "market_share": 2.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "no_financial",
+    "number_connected": 1,
+    "market_share": 0.1,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 20,
+    "market_share": null,
+    "users_served": 5500
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 186,
+    "market_share": 95.0,
+    "users_served": 3900000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 8,
+    "market_share": 2.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 194,
+    "market_share": 96.0,
+    "users_served": 3850000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 18,
+    "market_share": 10.0,
+    "users_served": 5500
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "no_financial",
+    "number_connected": 1,
+    "market_share": 0.1,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 25,
+    "market_share": 10.0,
+    "users_served": 5500
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 192,
+    "market_share": 96.0,
+    "users_served": 3850000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 13,
+    "market_share": 2.0,
+    "users_served": 5000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "cultural",
+    "coverage": "no_financial",
+    "number_connected": 1,
+    "market_share": 0.1,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "sometimes",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "sometimes",
+    "number_connected": 14,
+    "market_share": 2.0,
+    "users_served": 7000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 13,
+    "market_share": 10.0,
+    "users_served": 5500
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 181,
+    "market_share": 87.0,
+    "users_served": 4250000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "no_financial",
+    "number_connected": 1,
+    "market_share": 0.1,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "no_policy",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 100.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "further_education",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "government",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "hospitals",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 6.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "universities",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 35.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "institutes",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 10.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "cultural",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 5.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "coverage": "unsure",
+    "number_connected": null,
+    "market_share": 1.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": 2.0,
+    "users_served": 170
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": 1.0,
+    "users_served": 250
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 49,
+    "market_share": 30.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": 10.0,
+    "users_served": 200
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": 4.0,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": 5.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": 5.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": 10.0,
+    "users_served": 200
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 49,
+    "market_share": 30.0,
+    "users_served": 500000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": 1.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": 2.0,
+    "users_served": 170
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": 5.0,
+    "users_served": 1000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": 4.0,
+    "users_served": 180
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 1000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 170
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 500000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 200
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "further_education",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 1000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "iros",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 180
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": 1000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "coverage": "yes_incl_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "iros",
+    "coverage": "yes_national_nren",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "institutes",
+    "coverage": "yes_incl_other",
+    "number_connected": 12,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "universities",
+    "coverage": "yes_incl_other",
+    "number_connected": 23,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "hospitals",
+    "coverage": "yes_incl_other",
+    "number_connected": 2,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "government",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "further_education",
+    "coverage": "no_other",
+    "number_connected": 1,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "coverage": "yes_incl_other",
+    "number_connected": 16,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "cultural",
+    "coverage": "yes_incl_other",
+    "number_connected": 3,
+    "market_share": null,
+    "users_served": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "coverage": "no_other",
+    "number_connected": null,
+    "market_share": null,
+    "users_served": null
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/ConnectionCarrier.json b/test/data/presentation_models_data/ConnectionCarrier.json
new file mode 100644
index 00000000..3fd790d3
--- /dev/null
+++ b/test/data/presentation_models_data/ConnectionCarrier.json
@@ -0,0 +1,8892 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "regional_nren_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "man"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "other"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "government",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "government",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "iros",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "further_education",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "institutes",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "iros",
+    "carry_mechanism": "commercial_provider_backbone"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "universities",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "cultural",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "carry_mechanism": "nren_local_loops"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "hospitals",
+    "carry_mechanism": "nren_local_loops"
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/ConnectivityGrowth.json b/test/data/presentation_models_data/ConnectivityGrowth.json
new file mode 100644
index 00000000..efdaadb1
--- /dev/null
+++ b/test/data/presentation_models_data/ConnectivityGrowth.json
@@ -0,0 +1,7065 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "hospitals",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 75.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 70.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 75.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 75.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 70.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 75.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 200.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 70.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 200.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 70.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 50.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 200.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 200.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 75.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 300.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 300.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 150.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 150.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 150.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 90.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 150.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 90.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 25.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 1.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 25.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 25.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "growth": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 1.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 20.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "growth": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 1.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 20.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 1.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 10.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 20.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 40.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 80.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 80.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 40.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 40.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 80.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 80.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 40.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 80.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 20.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 300.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 300.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 300.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 100.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 100.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 400.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 100.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 300.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 172.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 72.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 72.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 172.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 200.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "growth": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 200.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "growth": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 200.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 50.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 150.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 5.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 5.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 5.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 5.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 0.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 5.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 5.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 100.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 100.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 20.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "growth": 50.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 20.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "growth": 50.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "growth": 50.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 20.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 20.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 30.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "hospitals",
+    "growth": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 12.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 15.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 15.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 15.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 15.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 15.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 15.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 15.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 100.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 90.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 90.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 90.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 90.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 20.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 10.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 10.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 200.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 120.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 120.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 200.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 120.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 200.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 200.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 120.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 5.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 5.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 5.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 0.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 0.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 0.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 0.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 20.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "hospitals",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 20.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 20.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 60.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 40.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 20.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 70.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 70.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 80.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 20.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 70.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 80.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 70.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 20.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 0.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 80.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "growth": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 80.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 80.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 80.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 80.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 80.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 60.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 500.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 500.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "hospitals",
+    "growth": 40.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 40.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 40.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 200.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 500.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 500.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 40.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 40.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 200.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 500.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 500.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 500.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 300.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 500.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 500.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 40.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 500.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 500.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 300.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 100.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 500.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 20.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 41.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 20.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 41.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 10.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 0.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "hospitals",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 20.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 20.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 20.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 10.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "hospitals",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 150.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 200.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 150.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 0.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 0.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 0.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 0.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 60.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 0.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 20.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 40.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 40.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 20.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 20.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 40.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 40.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 20.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 0.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 0.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 100.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 40.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 40.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 70.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "hospitals",
+    "growth": 40.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 30.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 10.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 30.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 60.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 30.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 20.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 5.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 5.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 1.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 5.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 5.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 5.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 1.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 5.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 10.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 400.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 400.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 400.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 220.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 220.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 30.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 80.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 80.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 80.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 30.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 30.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 80.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 150.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 150.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 150.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 30.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 0.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 0.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 30.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 50.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 20.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 5000.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 10000.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 5000.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 1000.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 2000.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 2000.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 5000.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 60.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 50.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 60.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 70.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 70.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 60.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 50.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 60.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 50.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 70.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 60.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 40.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 50.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 60.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 80.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 80.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 30.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 30.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 99.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 98.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 99.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 90.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "hospitals",
+    "growth": 1.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 40.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 1.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 80.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 75.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 50.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 45.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 15.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 40.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 75.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 1.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 70.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 0.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 15.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 0.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 0.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 175.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 1.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 0.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 20.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 75.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 20.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 15.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 1.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 30.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 75.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 30.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 75.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 50.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 75.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 10.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 100.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 10.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "hospitals",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "hospitals",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "further_education",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "further_education",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "iros",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "growth": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "growth": 35.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "further_education",
+    "growth": 30.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "universities",
+    "growth": 60.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "universities",
+    "growth": 60.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "cultural",
+    "growth": 30.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "government",
+    "growth": 50.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "institutes",
+    "growth": 50.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "government",
+    "growth": 80.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "cultural",
+    "growth": 50.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "institutes",
+    "growth": 80.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "growth": 35.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "universities",
+    "growth": 35.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "institutes",
+    "growth": 35.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "further_education",
+    "growth": 35.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "cultural",
+    "growth": 35.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "hospitals",
+    "growth": 35.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "government",
+    "growth": 35.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "growth": 35.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "growth": 35.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "universities",
+    "growth": 100.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "institutes",
+    "growth": 100.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "government",
+    "growth": 100.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "further_education",
+    "growth": 0.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "cultural",
+    "growth": 50.0
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/ConnectivityLevel.json b/test/data/presentation_models_data/ConnectivityLevel.json
new file mode 100644
index 00000000..264f49cd
--- /dev/null
+++ b/test/data/presentation_models_data/ConnectivityLevel.json
@@ -0,0 +1,14825 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": null,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": null,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 20,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 20,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 50,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 82.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 8.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 85.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 8.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 8.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 85.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 85.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "iros",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 20,
+    "highest_speed": 40,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 30,
+    "highest_speed": 40,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 20,
+    "highest_speed": 70,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 30,
+    "highest_speed": 50,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 20,
+    "highest_speed": 70,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 30,
+    "highest_speed": 50,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 40,
+    "highest_speed": 100,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 40,
+    "highest_speed": 100,
+    "highest_speed_proportion": 40.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 40,
+    "highest_speed": 100,
+    "highest_speed_proportion": 40.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 40,
+    "highest_speed": 100,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 41.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 2000,
+    "highest_speed_proportion": 21.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 48.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 9.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 40.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 40.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 9.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 48.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 40.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 62.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 43.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 11.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 40.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 43.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 63.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": null,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 20,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 2000,
+    "highest_speed": 40000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 2000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 2000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 2000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 2000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 71.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 17.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 6.25
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 21.28
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 2.39
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 28.57
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 22.85
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 6.25
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 14.28
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 2.67
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 64.28
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 14.28
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 0,
+    "highest_speed": 0,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 2.63
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 29.55
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "iros",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 6.25
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 10,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 50,
+    "highest_speed": 50,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 10,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 50,
+    "highest_speed": 50,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 9.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 16.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 59.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 50,
+    "highest_speed": 50,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 10,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 37.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 50,
+    "highest_speed": 200,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 59.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 7.53
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 4,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 10,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 7.53
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 59.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 50,
+    "highest_speed": 200,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 4,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 37.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 10,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 50,
+    "highest_speed": 200,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 37.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 10,
+    "highest_speed": 10240,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1024,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 50,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1024,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 59.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "iros",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 4,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1024,
+    "highest_speed": 10240,
+    "highest_speed_proportion": 7.53
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 10,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 80,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 200,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 200,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 20,
+    "highest_speed": 50,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 50,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 60,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 40000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 90000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 20,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 400,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 20,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 40000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 90000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 200,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 90000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 40000,
+    "highest_speed_proportion": 22.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 400,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 400,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 400,
+    "highest_speed_proportion": 13.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 200,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 12.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 40000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 400,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 200,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 7.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 12.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 40000,
+    "highest_speed_proportion": 40.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 0,
+    "highest_speed": 0,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 12.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 200,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "iros",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 400,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 55.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 11.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 11.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 90.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 17.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 22.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 22.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 20,
+    "highest_speed": 70,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 20,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 300,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 300,
+    "highest_speed": 2000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 20,
+    "highest_speed": 525,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 20,
+    "highest_speed": 70,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 300,
+    "highest_speed": 2000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 20,
+    "highest_speed": 70,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 20,
+    "highest_speed": 525,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 20,
+    "highest_speed": 525,
+    "highest_speed_proportion": 14.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 20,
+    "highest_speed": 70,
+    "highest_speed_proportion": 33.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 300,
+    "highest_speed": 2000,
+    "highest_speed_proportion": 12.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 20,
+    "highest_speed": 70,
+    "highest_speed_proportion": 33.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 300,
+    "highest_speed": 2000,
+    "highest_speed_proportion": 12.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 20,
+    "highest_speed": 525,
+    "highest_speed_proportion": 14.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 20,
+    "highest_speed": 70,
+    "highest_speed_proportion": 33.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 20,
+    "highest_speed": 525,
+    "highest_speed_proportion": 14.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 300,
+    "highest_speed": 2000,
+    "highest_speed_proportion": 12.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 70,
+    "highest_speed": 100,
+    "highest_speed_proportion": 33.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 525,
+    "highest_speed": 2000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 70,
+    "highest_speed": 525,
+    "highest_speed_proportion": 15.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": null,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": null,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": null,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": null,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "typical_speed": null,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": null,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 75.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 67.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 33.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 20000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 14.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 75.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 67.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 33.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 33.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 20000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 14.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 75.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 67.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "iros",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 20000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 14.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 75.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 33.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 67.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 20000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 10000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 10000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 32,
+    "highest_speed": 32,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 64,
+    "highest_speed": 200,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 32,
+    "highest_speed": 32,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 64,
+    "highest_speed": 200,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 32,
+    "highest_speed": 32,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 32,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 64,
+    "highest_speed": 200,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 51.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 33.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 32,
+    "highest_speed": 32,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 51.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 32,
+    "highest_speed": 32,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 64,
+    "highest_speed": 200,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 33.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 32,
+    "highest_speed": 32,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 64,
+    "highest_speed": 200,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 51.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 33.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 32,
+    "highest_speed": 32,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 51.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 64,
+    "highest_speed": 200,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 33.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 200,
+    "highest_speed": 200,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 7.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 88.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 200,
+    "highest_speed": 200,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 200,
+    "highest_speed": 2000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "iros",
+    "typical_speed": 1000,
+    "highest_speed": 200000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 200,
+    "highest_speed": 200,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 200000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 7.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 200,
+    "highest_speed": 2000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 8,
+    "highest_speed": 8,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 8,
+    "highest_speed": 8,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 8,
+    "highest_speed": 8,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "iros",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 2,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 24,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 2,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 2,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 24,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 2,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 24,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 24,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 24,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 24,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 24,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 24,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 21,
+    "highest_speed": 250,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 21,
+    "highest_speed": 250,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 21,
+    "highest_speed": 250,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 21,
+    "highest_speed": 250,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 21,
+    "highest_speed": 250,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 33,
+    "highest_speed": 250,
+    "highest_speed_proportion": 5.4
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 280,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 6.75
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 280,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 7.2
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 33,
+    "highest_speed": 250,
+    "highest_speed_proportion": 5.6
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 4.3
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 338,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 4.4
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 4.3
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 500,
+    "highest_speed_proportion": 8.13
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 400,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": null,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 300,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 300,
+    "highest_speed": 300,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": null,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 300,
+    "highest_speed": 300,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 300,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 300,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 300,
+    "highest_speed": 300,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 300,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 300,
+    "highest_speed": 300,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 12.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 300,
+    "highest_speed": 300,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 300,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 300,
+    "highest_speed": 300,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 12.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 200000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "iros",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 100000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 30,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 10,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 40,
+    "highest_speed": 250,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 100000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": null,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": null,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 250,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 250,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 110,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1700,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1700,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 110,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 250,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 250,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 110,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 250,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 250,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1700,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 800,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 250,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 250,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1700,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 110,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "iros",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 200,
+    "highest_speed": 500,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 130,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 130,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 110,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 130,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 100000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 3000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 4000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 4000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1024,
+    "highest_speed": 20480,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 20480,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1024,
+    "highest_speed": 20480,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 10240,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1024,
+    "highest_speed": 20480,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "typical_speed": null,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 20480,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20480,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 20480,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": null,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": null,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": null,
+    "highest_speed": 1024,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1024,
+    "highest_speed": 20480,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 20480,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 32.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 64.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 10240,
+    "highest_speed_proportion": 66.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 10240,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 20480,
+    "highest_speed": 20480,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 32.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1024,
+    "highest_speed": 20480,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 10240,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 20480,
+    "highest_speed": 20480,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 64.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 10240,
+    "highest_speed_proportion": 66.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 20480,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 10240,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1024,
+    "highest_speed": 20480,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 20480,
+    "highest_speed": 20480,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 20480,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 16.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 20480,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 10240,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1024,
+    "highest_speed": 20480,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 20480,
+    "highest_speed": 20480,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1024,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 30,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1024,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1024,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 30,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 40.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 30,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 40.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": null,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 30,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": null,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": null,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": null,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 100,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10,
+    "highest_speed": 10,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10,
+    "highest_speed": 10,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 10,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 10,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 10,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "iros",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 30,
+    "highest_speed": 50,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 10,
+    "highest_speed": 30,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 30,
+    "highest_speed": 50,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 10,
+    "highest_speed": 30,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 30,
+    "highest_speed": 50,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 10,
+    "highest_speed": 30,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 10,
+    "highest_speed": 30,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 30,
+    "highest_speed": 50,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 10,
+    "highest_speed": 30,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 30,
+    "highest_speed": 50,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 100,
+    "highest_speed": 200,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 50,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 200,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 200,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": null,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": null,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 90.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": null,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": null,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": null,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": null,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 95.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 90.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 90.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 90.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 90.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 3000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 60000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 31.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 3000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 31.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 3000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 3000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 23.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 8.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": null,
+    "highest_speed": 3000,
+    "highest_speed_proportion": 9.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 66.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": null,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 100,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 22.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": null,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 22.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 500,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 500,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 35.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 7.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 2.5
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 12.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 2,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 30000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 2,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 2,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 30000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 2,
+    "highest_speed": 100,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 40000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 2,
+    "highest_speed": 100,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 30000,
+    "highest_speed_proportion": 29.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 2,
+    "highest_speed": 100,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 30000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 2,
+    "highest_speed": 100,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 70.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 2,
+    "highest_speed": 100,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 200000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1,
+    "highest_speed": 1,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 1,
+    "highest_speed": 1,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 1,
+    "highest_speed": 1,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1,
+    "highest_speed": 1,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 20000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 39.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 44.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 20000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 39.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 44.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": null,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": null,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": null,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": null,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": null,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": null,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": null,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 100000,
+    "highest_speed": 200000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 100000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 100000,
+    "highest_speed": 200000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": null,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 2000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 2000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 2000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 2000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 16.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 8.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 8.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 8.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 8.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 6.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 2000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 16.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 3.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 2000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 44.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 8.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 8.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "iros",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 400000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 8.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 0,
+    "highest_speed": 0,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "typical_speed": 1000,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 8.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 75.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "further_education",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 75.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "further_education",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 60.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 200000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 200000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 75.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 10000,
+    "highest_speed": 100000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 75.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 10000,
+    "highest_speed": 200000,
+    "highest_speed_proportion": 5.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 10000,
+    "highest_speed": 200000,
+    "highest_speed_proportion": 10.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "further_education",
+    "typical_speed": 10000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 80.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 100,
+    "highest_speed": 4000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 300,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 20,
+    "highest_speed": 20,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 20,
+    "highest_speed": 30,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 200,
+    "highest_speed": 2000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 20,
+    "highest_speed": 20,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 300,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 20,
+    "highest_speed": 20,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 200,
+    "highest_speed": 2000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 400,
+    "highest_speed": 4000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 300,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 500,
+    "highest_speed": 4000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 20,
+    "highest_speed": 20,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 20,
+    "highest_speed": 20,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 5000,
+    "highest_speed_proportion": 2.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 20,
+    "highest_speed": 20,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 500,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 30.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "institutes",
+    "typical_speed": 300,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 40.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "cultural",
+    "typical_speed": 20,
+    "highest_speed": 20,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "government",
+    "typical_speed": 200,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 25.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "universities",
+    "typical_speed": 2000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.5
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "government",
+    "typical_speed": 300,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 21.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "cultural",
+    "typical_speed": 20,
+    "highest_speed": 20,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "universities",
+    "typical_speed": 2000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 1.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "government",
+    "typical_speed": 500,
+    "highest_speed": 2000,
+    "highest_speed_proportion": 14.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 20,
+    "highest_speed": 20,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 2500,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 200,
+    "highest_speed": 600,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "government",
+    "typical_speed": 200,
+    "highest_speed": 300,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 3000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "institutes",
+    "typical_speed": 300,
+    "highest_speed": 300,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 200,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 200,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 200,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "institutes",
+    "typical_speed": 300,
+    "highest_speed": 300,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 200,
+    "highest_speed": 600,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "government",
+    "typical_speed": 200,
+    "highest_speed": 300,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "universities",
+    "typical_speed": 2000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "cultural",
+    "typical_speed": 200,
+    "highest_speed": 2000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "hospitals",
+    "typical_speed": 2000,
+    "highest_speed": 20000,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "government",
+    "typical_speed": 400,
+    "highest_speed": 600,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 400,
+    "highest_speed": 1200,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "institutes",
+    "typical_speed": 600,
+    "highest_speed": 600,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "further_education",
+    "typical_speed": 200,
+    "highest_speed": 400,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "further_education",
+    "typical_speed": 100,
+    "highest_speed": 200,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "iros",
+    "typical_speed": null,
+    "highest_speed": null,
+    "highest_speed_proportion": 100.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "government",
+    "typical_speed": 200,
+    "highest_speed": 300,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "universities",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 4.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "institutes",
+    "typical_speed": 300,
+    "highest_speed": 300,
+    "highest_speed_proportion": 9.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 200,
+    "highest_speed": 600,
+    "highest_speed_proportion": 20.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "hospitals",
+    "typical_speed": 1000,
+    "highest_speed": 10000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "cultural",
+    "typical_speed": 100,
+    "highest_speed": 1000,
+    "highest_speed_proportion": 50.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "iros",
+    "typical_speed": 10,
+    "highest_speed": 10,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "cultural",
+    "typical_speed": 1,
+    "highest_speed": 1,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "institutes",
+    "typical_speed": 1,
+    "highest_speed": 10,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "hospitals",
+    "typical_speed": 1,
+    "highest_speed": 1,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "universities",
+    "typical_speed": 1,
+    "highest_speed": 10,
+    "highest_speed_proportion": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "typical_speed": 1,
+    "highest_speed": 10,
+    "highest_speed_proportion": null
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/ConnectivityLoad.json b/test/data/presentation_models_data/ConnectivityLoad.json
new file mode 100644
index 00000000..206953ce
--- /dev/null
+++ b/test/data/presentation_models_data/ConnectivityLoad.json
@@ -0,0 +1,6302 @@
+[
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 350,
+    "average_load_to_institutions": 400,
+    "peak_load_from_institutions": 400,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": 15,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 17,
+    "peak_load_to_institutions": 11
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 250,
+    "peak_load_from_institutions": 220,
+    "peak_load_to_institutions": 275
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 300,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 330,
+    "peak_load_to_institutions": 220
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 350,
+    "average_load_to_institutions": 400,
+    "peak_load_from_institutions": 400,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 15,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 17,
+    "peak_load_to_institutions": 11
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 250,
+    "peak_load_from_institutions": 220,
+    "peak_load_to_institutions": 275
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 300,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 330,
+    "peak_load_to_institutions": 220
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 250,
+    "peak_load_from_institutions": 220,
+    "peak_load_to_institutions": 275
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 350,
+    "average_load_to_institutions": 400,
+    "peak_load_from_institutions": 400,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 15,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 17,
+    "peak_load_to_institutions": 11
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 300,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 330,
+    "peak_load_to_institutions": 220
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "iros",
+    "average_load_from_institutions": 350,
+    "average_load_to_institutions": 400,
+    "peak_load_from_institutions": 400,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 300,
+    "average_load_to_institutions": 250,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 250
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 240,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 260,
+    "peak_load_to_institutions": 220
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 250,
+    "peak_load_from_institutions": 220,
+    "peak_load_to_institutions": 275
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 15,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 17,
+    "peak_load_to_institutions": 11
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 700,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 2000,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 2000,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 2000,
+    "peak_load_to_institutions": 600
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 300,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 400
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 70,
+    "average_load_to_institutions": 1560,
+    "peak_load_from_institutions": 70,
+    "peak_load_to_institutions": 230
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": 170,
+    "average_load_to_institutions": 210,
+    "peak_load_from_institutions": 38,
+    "peak_load_to_institutions": 280
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 153,
+    "average_load_to_institutions": 490,
+    "peak_load_from_institutions": 480,
+    "peak_load_to_institutions": 630
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 430,
+    "average_load_to_institutions": 1900,
+    "peak_load_from_institutions": 630,
+    "peak_load_to_institutions": 4100
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "user_category": "government",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 150,
+    "peak_load_from_institutions": 110,
+    "peak_load_to_institutions": 195
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 145,
+    "average_load_to_institutions": 510,
+    "peak_load_from_institutions": 390,
+    "peak_load_to_institutions": 580
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 450,
+    "average_load_to_institutions": 2100,
+    "peak_load_from_institutions": 620,
+    "peak_load_to_institutions": 3900
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 60,
+    "average_load_to_institutions": 1430,
+    "peak_load_from_institutions": 74,
+    "peak_load_to_institutions": 190
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": 115,
+    "average_load_to_institutions": 135,
+    "peak_load_from_institutions": 158,
+    "peak_load_to_institutions": 160
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 190,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 56,
+    "peak_load_to_institutions": 230
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 138,
+    "average_load_to_institutions": 157,
+    "peak_load_from_institutions": 170,
+    "peak_load_to_institutions": 210
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 78,
+    "average_load_to_institutions": 1250,
+    "peak_load_from_institutions": 95,
+    "peak_load_to_institutions": 1400
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 310,
+    "average_load_to_institutions": 205,
+    "peak_load_from_institutions": 930,
+    "peak_load_to_institutions": 350
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 178,
+    "average_load_to_institutions": 520,
+    "peak_load_from_institutions": 450,
+    "peak_load_to_institutions": 620
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 490,
+    "average_load_to_institutions": 2800,
+    "peak_load_from_institutions": 754,
+    "peak_load_to_institutions": 4300
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 510,
+    "average_load_to_institutions": 3100,
+    "peak_load_from_institutions": 800,
+    "peak_load_to_institutions": 4500
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 510,
+    "average_load_to_institutions": 250,
+    "peak_load_from_institutions": 925,
+    "peak_load_to_institutions": 300
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 160,
+    "average_load_to_institutions": 540,
+    "peak_load_from_institutions": 430,
+    "peak_load_to_institutions": 780
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 160,
+    "average_load_to_institutions": 230,
+    "peak_load_from_institutions": 140,
+    "peak_load_to_institutions": 190
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 85,
+    "average_load_to_institutions": 1280,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 1500
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 6,
+    "average_load_to_institutions": 8,
+    "peak_load_from_institutions": 145,
+    "peak_load_to_institutions": 98
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 2,
+    "average_load_to_institutions": 9,
+    "peak_load_from_institutions": 10,
+    "peak_load_to_institutions": 96
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 82,
+    "average_load_to_institutions": 643,
+    "peak_load_from_institutions": 491,
+    "peak_load_to_institutions": 4244
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 1,
+    "average_load_to_institutions": 6,
+    "peak_load_from_institutions": 7,
+    "peak_load_to_institutions": 47
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 25,
+    "peak_load_from_institutions": 81,
+    "peak_load_to_institutions": 172
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 236,
+    "average_load_to_institutions": 489,
+    "peak_load_from_institutions": 925,
+    "peak_load_to_institutions": 1600
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 16,
+    "average_load_to_institutions": 79,
+    "peak_load_from_institutions": 138,
+    "peak_load_to_institutions": 1109
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": 67,
+    "average_load_to_institutions": 118,
+    "peak_load_from_institutions": 299,
+    "peak_load_to_institutions": 398
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 6020,
+    "average_load_to_institutions": 7770,
+    "peak_load_from_institutions": 19600,
+    "peak_load_to_institutions": 26300
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 528,
+    "average_load_to_institutions": 1231,
+    "peak_load_from_institutions": 4527,
+    "peak_load_to_institutions": 6304
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 2,
+    "peak_load_from_institutions": 23,
+    "peak_load_to_institutions": 92
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 41,
+    "average_load_to_institutions": 132,
+    "peak_load_from_institutions": 1731,
+    "peak_load_to_institutions": 3658
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 11300,
+    "average_load_to_institutions": 16500,
+    "peak_load_from_institutions": 35000,
+    "peak_load_to_institutions": 64000
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 9570,
+    "average_load_to_institutions": 11400,
+    "peak_load_from_institutions": 17000,
+    "peak_load_to_institutions": 20500
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 169,
+    "average_load_to_institutions": 151,
+    "peak_load_from_institutions": 2244,
+    "peak_load_to_institutions": 2855
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 401,
+    "average_load_to_institutions": 897,
+    "peak_load_from_institutions": 1070,
+    "peak_load_to_institutions": 1720
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 12400,
+    "average_load_to_institutions": 20300,
+    "peak_load_from_institutions": 51200,
+    "peak_load_to_institutions": 109000
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": 71,
+    "average_load_to_institutions": 133,
+    "peak_load_from_institutions": 185,
+    "peak_load_to_institutions": 357
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 56,
+    "average_load_to_institutions": 184,
+    "peak_load_from_institutions": 1050,
+    "peak_load_to_institutions": 1476
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 1,
+    "average_load_to_institutions": 4,
+    "peak_load_from_institutions": 4,
+    "peak_load_to_institutions": 17
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 3089,
+    "average_load_to_institutions": 4605,
+    "peak_load_from_institutions": 21065,
+    "peak_load_to_institutions": 38230
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 493,
+    "average_load_to_institutions": 271,
+    "peak_load_from_institutions": 1527,
+    "peak_load_to_institutions": 829
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 64,
+    "average_load_to_institutions": 120,
+    "peak_load_from_institutions": 432,
+    "peak_load_to_institutions": 847
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 5498,
+    "average_load_to_institutions": 6782,
+    "peak_load_from_institutions": 20832,
+    "peak_load_to_institutions": 27181
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 737,
+    "average_load_to_institutions": 864,
+    "peak_load_from_institutions": 2663,
+    "peak_load_to_institutions": 3257
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "iros",
+    "average_load_from_institutions": 75,
+    "average_load_to_institutions": 25,
+    "peak_load_from_institutions": 524,
+    "peak_load_to_institutions": 244
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 64,
+    "average_load_to_institutions": 184,
+    "peak_load_from_institutions": 847,
+    "peak_load_to_institutions": 1476
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 15930,
+    "average_load_to_institutions": 29148,
+    "peak_load_from_institutions": 52793,
+    "peak_load_to_institutions": 72174
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 400,
+    "average_load_to_institutions": 1200,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 200,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 12500,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 40000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 480,
+    "average_load_to_institutions": 22000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 40000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 80,
+    "average_load_to_institutions": 300,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 2000,
+    "average_load_to_institutions": 18000,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": 400,
+    "average_load_to_institutions": 1200,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 480,
+    "average_load_to_institutions": 22000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 40000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 400,
+    "average_load_to_institutions": 1200,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": 400,
+    "average_load_to_institutions": 1200,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 12500,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 40000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 2000,
+    "average_load_to_institutions": 18000,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 80,
+    "average_load_to_institutions": 300,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 200,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 480,
+    "average_load_to_institutions": 22000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 40000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 12500,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 40000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "iros",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 2000,
+    "average_load_to_institutions": 18000,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 200,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 80,
+    "average_load_to_institutions": 300,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 400,
+    "average_load_to_institutions": 1200,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 400,
+    "average_load_to_institutions": 1200,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 800,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "government",
+    "average_load_from_institutions": 42,
+    "average_load_to_institutions": 81,
+    "peak_load_from_institutions": 536,
+    "peak_load_to_institutions": 655
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 673,
+    "average_load_to_institutions": 1246,
+    "peak_load_from_institutions": 1635,
+    "peak_load_to_institutions": 2242
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 2820,
+    "average_load_to_institutions": 5660,
+    "peak_load_from_institutions": 6340,
+    "peak_load_to_institutions": 14610
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": 68,
+    "average_load_to_institutions": 57,
+    "peak_load_from_institutions": 1017,
+    "peak_load_to_institutions": 570
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 2000,
+    "peak_load_from_institutions": 2000,
+    "peak_load_to_institutions": 4000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 6000,
+    "peak_load_from_institutions": 6000,
+    "peak_load_to_institutions": 12000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 500,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 1500,
+    "average_load_to_institutions": 2000,
+    "peak_load_from_institutions": 2000,
+    "peak_load_to_institutions": 4000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 4000,
+    "average_load_to_institutions": 7000,
+    "peak_load_from_institutions": 8000,
+    "peak_load_to_institutions": 14000
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 8,
+    "average_load_to_institutions": 43,
+    "peak_load_from_institutions": 98,
+    "peak_load_to_institutions": 590
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "further_education",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 13,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 71
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 116,
+    "average_load_to_institutions": 458,
+    "peak_load_from_institutions": 676,
+    "peak_load_to_institutions": 1438
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "further_education",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 13,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 71
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 8,
+    "average_load_to_institutions": 43,
+    "peak_load_from_institutions": 98,
+    "peak_load_to_institutions": 590
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 116,
+    "average_load_to_institutions": 458,
+    "peak_load_from_institutions": 676,
+    "peak_load_to_institutions": 1438
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 13,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 71
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 116,
+    "average_load_to_institutions": 458,
+    "peak_load_from_institutions": 676,
+    "peak_load_to_institutions": 1438
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 8,
+    "average_load_to_institutions": 43,
+    "peak_load_from_institutions": 98,
+    "peak_load_to_institutions": 590
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 180,
+    "average_load_to_institutions": 600,
+    "peak_load_from_institutions": 700,
+    "peak_load_to_institutions": 1600
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 75,
+    "peak_load_from_institutions": 75,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 150,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 600
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 150,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 600
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 600,
+    "peak_load_from_institutions": 700,
+    "peak_load_to_institutions": 1600
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 75,
+    "peak_load_from_institutions": 75,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 2000,
+    "average_load_to_institutions": 4000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "user_category": "further_education",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 4500
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 4500
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 2000,
+    "average_load_to_institutions": 4000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 4500
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 2000,
+    "average_load_to_institutions": 5000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 2000,
+    "average_load_to_institutions": 5000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "iros",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 4500
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 4000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "further_education",
+    "average_load_from_institutions": 24,
+    "average_load_to_institutions": 71,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 24,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 52,
+    "average_load_to_institutions": 170,
+    "peak_load_from_institutions": 1500,
+    "peak_load_to_institutions": 6000
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 96,
+    "average_load_to_institutions": 441,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 12000
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 2,
+    "average_load_to_institutions": 16,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 52,
+    "average_load_to_institutions": 170,
+    "peak_load_from_institutions": 1500,
+    "peak_load_to_institutions": 6000
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "further_education",
+    "average_load_from_institutions": 24,
+    "average_load_to_institutions": 71,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 2,
+    "average_load_to_institutions": 16,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 96,
+    "average_load_to_institutions": 441,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 12000
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 24,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": 12,
+    "average_load_to_institutions": 86,
+    "peak_load_from_institutions": 49,
+    "peak_load_to_institutions": 289
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 2,
+    "average_load_to_institutions": 3,
+    "peak_load_from_institutions": 18,
+    "peak_load_to_institutions": 251
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 16300,
+    "peak_load_to_institutions": 17400
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 70,
+    "average_load_to_institutions": 90,
+    "peak_load_from_institutions": 2150,
+    "peak_load_to_institutions": 2560
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": 63,
+    "peak_load_to_institutions": 264
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 30,
+    "peak_load_to_institutions": 218
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 15,
+    "peak_load_from_institutions": 78,
+    "peak_load_to_institutions": 118
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "iros",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "government",
+    "average_load_from_institutions": 565,
+    "average_load_to_institutions": 1537,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 387,
+    "average_load_to_institutions": 8183,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 1913,
+    "average_load_to_institutions": 5232,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 467,
+    "average_load_to_institutions": 1270,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 922,
+    "average_load_to_institutions": 2400,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 386,
+    "average_load_to_institutions": 2410,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 45,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 2580,
+    "average_load_to_institutions": 6830,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 79,
+    "average_load_to_institutions": 83,
+    "peak_load_from_institutions": 269,
+    "peak_load_to_institutions": 403
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 3780,
+    "average_load_to_institutions": 6477,
+    "peak_load_from_institutions": 8928,
+    "peak_load_to_institutions": 23211
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 863,
+    "average_load_to_institutions": 4826,
+    "peak_load_from_institutions": 3137,
+    "peak_load_to_institutions": 27467
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 625,
+    "average_load_to_institutions": 1314,
+    "peak_load_from_institutions": 3924,
+    "peak_load_to_institutions": 8723
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 3850,
+    "average_load_to_institutions": 6904,
+    "peak_load_from_institutions": 24323,
+    "peak_load_to_institutions": 54621
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 887,
+    "average_load_to_institutions": 4974,
+    "peak_load_from_institutions": 5586,
+    "peak_load_to_institutions": 46099
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 354,
+    "average_load_to_institutions": 305,
+    "peak_load_from_institutions": 2250,
+    "peak_load_to_institutions": 2403
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 580,
+    "average_load_to_institutions": 1540,
+    "peak_load_from_institutions": 10323,
+    "peak_load_to_institutions": 13346
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 580,
+    "average_load_to_institutions": 1540,
+    "peak_load_from_institutions": 10323,
+    "peak_load_to_institutions": 13346
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 354,
+    "average_load_to_institutions": 305,
+    "peak_load_from_institutions": 2250,
+    "peak_load_to_institutions": 2403
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 3850,
+    "average_load_to_institutions": 6904,
+    "peak_load_from_institutions": 24323,
+    "peak_load_to_institutions": 54621
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 887,
+    "average_load_to_institutions": 4974,
+    "peak_load_from_institutions": 5586,
+    "peak_load_to_institutions": 46099
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "iros",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 0,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": 42,
+    "average_load_to_institutions": 49,
+    "peak_load_from_institutions": 1454,
+    "peak_load_to_institutions": 1118
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 143,
+    "average_load_to_institutions": 513,
+    "peak_load_from_institutions": 2879,
+    "peak_load_to_institutions": 4161
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "government",
+    "average_load_from_institutions": 38,
+    "average_load_to_institutions": 29,
+    "peak_load_from_institutions": 392,
+    "peak_load_to_institutions": 308
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 375,
+    "average_load_to_institutions": 945,
+    "peak_load_from_institutions": 11317,
+    "peak_load_to_institutions": 8254
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 753,
+    "average_load_to_institutions": 2281,
+    "peak_load_from_institutions": 12080,
+    "peak_load_to_institutions": 48571
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 5452,
+    "average_load_to_institutions": 15673,
+    "peak_load_from_institutions": 31980,
+    "peak_load_to_institutions": 94037
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 753,
+    "average_load_to_institutions": 2281,
+    "peak_load_from_institutions": 12080,
+    "peak_load_to_institutions": 48571
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 83,
+    "average_load_to_institutions": 274,
+    "peak_load_from_institutions": 3801,
+    "peak_load_to_institutions": 13330
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 375,
+    "average_load_to_institutions": 715,
+    "peak_load_from_institutions": 5323,
+    "peak_load_to_institutions": 8109
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 27,
+    "average_load_to_institutions": 42,
+    "peak_load_from_institutions": 2519,
+    "peak_load_to_institutions": 1530
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 7445,
+    "average_load_to_institutions": 11463,
+    "peak_load_from_institutions": 80667,
+    "peak_load_to_institutions": 81162
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 811,
+    "average_load_to_institutions": 1218,
+    "peak_load_from_institutions": 11419,
+    "peak_load_to_institutions": 10867
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": 14,
+    "average_load_to_institutions": 11,
+    "peak_load_from_institutions": 235,
+    "peak_load_to_institutions": 426
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 83,
+    "average_load_to_institutions": 274,
+    "peak_load_from_institutions": 3801,
+    "peak_load_to_institutions": 13330
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 508,
+    "average_load_to_institutions": 1520,
+    "peak_load_from_institutions": 10035,
+    "peak_load_to_institutions": 39689
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 508,
+    "average_load_to_institutions": 1520,
+    "peak_load_from_institutions": 10035,
+    "peak_load_to_institutions": 39689
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 9,
+    "average_load_to_institutions": 14,
+    "peak_load_from_institutions": 579,
+    "peak_load_to_institutions": 659
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 741,
+    "average_load_to_institutions": 1533,
+    "peak_load_from_institutions": 96669,
+    "peak_load_to_institutions": 95040
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 9001,
+    "average_load_to_institutions": 15142,
+    "peak_load_from_institutions": 67169,
+    "peak_load_to_institutions": 126896
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 598,
+    "average_load_to_institutions": 927,
+    "peak_load_from_institutions": 7223,
+    "peak_load_to_institutions": 9665
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 33,
+    "average_load_to_institutions": 58,
+    "peak_load_from_institutions": 1604,
+    "peak_load_to_institutions": 2356
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 11,
+    "average_load_to_institutions": 25,
+    "peak_load_from_institutions": 536,
+    "peak_load_to_institutions": 939
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 636,
+    "average_load_to_institutions": 1047,
+    "peak_load_from_institutions": 10115,
+    "peak_load_to_institutions": 20051
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 10511,
+    "average_load_to_institutions": 21135,
+    "peak_load_from_institutions": 102262,
+    "peak_load_to_institutions": 309280
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 464,
+    "average_load_to_institutions": 1980,
+    "peak_load_from_institutions": 10035,
+    "peak_load_to_institutions": 45017
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 16323,
+    "average_load_to_institutions": 11315,
+    "peak_load_from_institutions": 63464,
+    "peak_load_to_institutions": 99636
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 464,
+    "average_load_to_institutions": 1980,
+    "peak_load_from_institutions": 10035,
+    "peak_load_to_institutions": 45017
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 60,
+    "average_load_to_institutions": 76,
+    "peak_load_from_institutions": 1786,
+    "peak_load_to_institutions": 2194
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 58674,
+    "average_load_to_institutions": 83444,
+    "peak_load_from_institutions": 515507,
+    "peak_load_to_institutions": 589047
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 344,
+    "average_load_to_institutions": 2215,
+    "peak_load_from_institutions": 6261,
+    "peak_load_to_institutions": 50539
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 344,
+    "average_load_to_institutions": 2215,
+    "peak_load_from_institutions": 6261,
+    "peak_load_to_institutions": 50539
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 17,
+    "average_load_to_institutions": 37,
+    "peak_load_from_institutions": 1550,
+    "peak_load_to_institutions": 830
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "iros",
+    "average_load_from_institutions": 17991,
+    "average_load_to_institutions": 2846,
+    "peak_load_from_institutions": 65079,
+    "peak_load_to_institutions": 19725
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 682,
+    "average_load_to_institutions": 1251,
+    "peak_load_from_institutions": 8183,
+    "peak_load_to_institutions": 10821
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 11802,
+    "average_load_to_institutions": 25496,
+    "peak_load_from_institutions": 379455,
+    "peak_load_to_institutions": 847940
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 78,
+    "average_load_to_institutions": 108,
+    "peak_load_from_institutions": 2097,
+    "peak_load_to_institutions": 2685
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "government",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 300,
+    "peak_load_from_institutions": 1400,
+    "peak_load_to_institutions": 500
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 15,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 300,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 400
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 30,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 30,
+    "peak_load_from_institutions": 120,
+    "peak_load_to_institutions": 40
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 300,
+    "peak_load_from_institutions": 1500,
+    "peak_load_to_institutions": 400
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 30,
+    "peak_load_from_institutions": 150,
+    "peak_load_to_institutions": 40
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 30
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 30
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 30,
+    "peak_load_from_institutions": 150,
+    "peak_load_to_institutions": 40
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 1300,
+    "average_load_to_institutions": 400,
+    "peak_load_from_institutions": 1800,
+    "peak_load_to_institutions": 500
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 30,
+    "peak_load_from_institutions": 120,
+    "peak_load_to_institutions": 40
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 40,
+    "peak_load_to_institutions": 150
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 40,
+    "peak_load_to_institutions": 150
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "iros",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 40,
+    "peak_load_to_institutions": 150
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 40,
+    "peak_load_to_institutions": 150
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 40,
+    "average_load_to_institutions": 150,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 2000,
+    "peak_load_from_institutions": 600,
+    "peak_load_to_institutions": 3000
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 40,
+    "peak_load_to_institutions": 150
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 4500,
+    "average_load_to_institutions": 7500,
+    "peak_load_from_institutions": 8700,
+    "peak_load_to_institutions": 15000
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 300,
+    "average_load_to_institutions": 550,
+    "peak_load_from_institutions": 1600,
+    "peak_load_to_institutions": 2900
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 180,
+    "average_load_to_institutions": 1170,
+    "peak_load_from_institutions": 750,
+    "peak_load_to_institutions": 6750
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 130,
+    "peak_load_from_institutions": 65,
+    "peak_load_to_institutions": 585
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 550,
+    "peak_load_from_institutions": 400,
+    "peak_load_to_institutions": 1500
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 15,
+    "average_load_to_institutions": 90,
+    "peak_load_from_institutions": 45,
+    "peak_load_to_institutions": 220
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 256,
+    "average_load_to_institutions": 406,
+    "peak_load_from_institutions": 628,
+    "peak_load_to_institutions": 922
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 65,
+    "average_load_to_institutions": 453,
+    "peak_load_from_institutions": 166,
+    "peak_load_to_institutions": 676
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 2350,
+    "average_load_to_institutions": 3720,
+    "peak_load_from_institutions": 3600,
+    "peak_load_to_institutions": 8510
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 127,
+    "average_load_to_institutions": 768,
+    "peak_load_from_institutions": 399,
+    "peak_load_to_institutions": 2010
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 42,
+    "peak_load_from_institutions": 35,
+    "peak_load_to_institutions": 450
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 7,
+    "average_load_to_institutions": 22,
+    "peak_load_from_institutions": 19,
+    "peak_load_to_institutions": 53
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 22,
+    "peak_load_from_institutions": 23,
+    "peak_load_to_institutions": 88
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 21,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 508,
+    "peak_load_to_institutions": 214
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 3120,
+    "average_load_to_institutions": 3940,
+    "peak_load_from_institutions": 5500,
+    "peak_load_to_institutions": 8130
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 15,
+    "average_load_to_institutions": 90,
+    "peak_load_from_institutions": 78,
+    "peak_load_to_institutions": 430
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 239,
+    "average_load_to_institutions": 743,
+    "peak_load_from_institutions": 830,
+    "peak_load_to_institutions": 2300
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 80,
+    "average_load_to_institutions": 556,
+    "peak_load_from_institutions": 171,
+    "peak_load_to_institutions": 829
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 20,
+    "peak_load_from_institutions": 14,
+    "peak_load_to_institutions": 45
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 23,
+    "average_load_to_institutions": 176,
+    "peak_load_from_institutions": 151,
+    "peak_load_to_institutions": 994
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 54,
+    "average_load_to_institutions": 67,
+    "peak_load_from_institutions": 552,
+    "peak_load_to_institutions": 199
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 178,
+    "average_load_to_institutions": 909,
+    "peak_load_from_institutions": 365,
+    "peak_load_to_institutions": 3126
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 467,
+    "average_load_to_institutions": 787,
+    "peak_load_from_institutions": 916,
+    "peak_load_to_institutions": 1550
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": 4,
+    "average_load_to_institutions": 21,
+    "peak_load_from_institutions": 8,
+    "peak_load_to_institutions": 72
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 4,
+    "average_load_to_institutions": 12,
+    "peak_load_from_institutions": 44,
+    "peak_load_to_institutions": 65
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 22,
+    "average_load_to_institutions": 115,
+    "peak_load_from_institutions": 46,
+    "peak_load_to_institutions": 395
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 3015,
+    "average_load_to_institutions": 5112,
+    "peak_load_from_institutions": 4491,
+    "peak_load_to_institutions": 11470
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 3468,
+    "average_load_to_institutions": 6536,
+    "peak_load_from_institutions": 5192,
+    "peak_load_to_institutions": 14320
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 94,
+    "average_load_to_institutions": 114,
+    "peak_load_from_institutions": 690,
+    "peak_load_to_institutions": 196
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 25,
+    "average_load_to_institutions": 39,
+    "peak_load_from_institutions": 68,
+    "peak_load_to_institutions": 88
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 12,
+    "average_load_to_institutions": 24,
+    "peak_load_from_institutions": 76,
+    "peak_load_to_institutions": 93
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 199,
+    "average_load_to_institutions": 860,
+    "peak_load_from_institutions": 361,
+    "peak_load_to_institutions": 1184
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 600,
+    "average_load_to_institutions": 978,
+    "peak_load_from_institutions": 1326,
+    "peak_load_to_institutions": 1642
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 31,
+    "average_load_to_institutions": 149,
+    "peak_load_from_institutions": 65,
+    "peak_load_to_institutions": 428
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 232,
+    "average_load_to_institutions": 1144,
+    "peak_load_from_institutions": 484,
+    "peak_load_to_institutions": 3868
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 4,
+    "average_load_to_institutions": 13,
+    "peak_load_from_institutions": 6,
+    "peak_load_to_institutions": 19
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 75,
+    "average_load_to_institutions": 46,
+    "peak_load_from_institutions": 1526,
+    "peak_load_to_institutions": 1195
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 52,
+    "average_load_to_institutions": 222,
+    "peak_load_from_institutions": 556,
+    "peak_load_to_institutions": 1382
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 1,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 2
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "user_category": "further_education",
+    "average_load_from_institutions": 1,
+    "average_load_to_institutions": 4,
+    "peak_load_from_institutions": 83,
+    "peak_load_to_institutions": 271
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 4,
+    "average_load_to_institutions": 23,
+    "peak_load_from_institutions": 7,
+    "peak_load_to_institutions": 29
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 70,
+    "average_load_to_institutions": 178,
+    "peak_load_from_institutions": 1249,
+    "peak_load_to_institutions": 1301
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 2,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 3
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 57,
+    "average_load_to_institutions": 231,
+    "peak_load_from_institutions": 638,
+    "peak_load_to_institutions": 1579
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "user_category": "further_education",
+    "average_load_from_institutions": 1,
+    "average_load_to_institutions": 6,
+    "peak_load_from_institutions": 134,
+    "peak_load_to_institutions": 360
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": 2,
+    "average_load_to_institutions": 7,
+    "peak_load_from_institutions": 103,
+    "peak_load_to_institutions": 198
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 36,
+    "average_load_to_institutions": 171,
+    "peak_load_from_institutions": 1361,
+    "peak_load_to_institutions": 2061
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 59,
+    "average_load_to_institutions": 160,
+    "peak_load_from_institutions": 701,
+    "peak_load_to_institutions": 1282
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 3,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 6
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 7,
+    "average_load_to_institutions": 24,
+    "peak_load_from_institutions": 10,
+    "peak_load_to_institutions": 53
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 111,
+    "average_load_to_institutions": 30,
+    "peak_load_from_institutions": 813,
+    "peak_load_to_institutions": 1416
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": 2,
+    "average_load_to_institutions": 8,
+    "peak_load_from_institutions": 127,
+    "peak_load_to_institutions": 249
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 80,
+    "average_load_to_institutions": 202,
+    "peak_load_from_institutions": 923,
+    "peak_load_to_institutions": 1671
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 0,
+    "average_load_to_institutions": 4,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 8
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 29,
+    "peak_load_from_institutions": 6,
+    "peak_load_to_institutions": 63
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 85,
+    "average_load_to_institutions": 35,
+    "peak_load_from_institutions": 580,
+    "peak_load_to_institutions": 1416
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 2,
+    "average_load_to_institutions": 13,
+    "peak_load_from_institutions": 122,
+    "peak_load_to_institutions": 369
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 1,
+    "average_load_to_institutions": 6,
+    "peak_load_from_institutions": 1,
+    "peak_load_to_institutions": 14
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 7,
+    "average_load_to_institutions": 35,
+    "peak_load_from_institutions": 10,
+    "peak_load_to_institutions": 79
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 90,
+    "average_load_to_institutions": 291,
+    "peak_load_from_institutions": 1041,
+    "peak_load_to_institutions": 2180
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 150,
+    "peak_load_to_institutions": 300
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 700,
+    "average_load_to_institutions": 2500,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 8000
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 24,
+    "average_load_to_institutions": 41,
+    "peak_load_from_institutions": 193,
+    "peak_load_to_institutions": 300
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 2900,
+    "average_load_to_institutions": 4600,
+    "peak_load_from_institutions": 9200,
+    "peak_load_to_institutions": 16000
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 387,
+    "peak_load_to_institutions": 489
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 3100,
+    "average_load_to_institutions": 5970,
+    "peak_load_from_institutions": 14310,
+    "peak_load_to_institutions": 23690
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 39,
+    "average_load_to_institutions": 43,
+    "peak_load_from_institutions": 294,
+    "peak_load_to_institutions": 309
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 92,
+    "peak_load_from_institutions": 511,
+    "peak_load_to_institutions": 606
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 37,
+    "average_load_to_institutions": 47,
+    "peak_load_from_institutions": 288,
+    "peak_load_to_institutions": 300
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 92,
+    "peak_load_from_institutions": 511,
+    "peak_load_to_institutions": 606
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 3010,
+    "average_load_to_institutions": 3940,
+    "peak_load_from_institutions": 13460,
+    "peak_load_to_institutions": 25310
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 4000,
+    "average_load_to_institutions": 8000,
+    "peak_load_from_institutions": 7000,
+    "peak_load_to_institutions": 26000
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 35,
+    "average_load_to_institutions": 48,
+    "peak_load_from_institutions": 307,
+    "peak_load_to_institutions": 313
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 37,
+    "average_load_to_institutions": 78,
+    "peak_load_from_institutions": 676,
+    "peak_load_to_institutions": 920
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 765,
+    "peak_load_to_institutions": 610
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 60,
+    "average_load_to_institutions": 20,
+    "peak_load_from_institutions": 850,
+    "peak_load_to_institutions": 300
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "further_education",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 1,
+    "peak_load_from_institutions": 95,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "government",
+    "average_load_from_institutions": 11,
+    "average_load_to_institutions": 3,
+    "peak_load_from_institutions": 310,
+    "peak_load_to_institutions": 60
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 1,
+    "average_load_to_institutions": 1,
+    "peak_load_from_institutions": 10,
+    "peak_load_to_institutions": 15
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 4,
+    "average_load_to_institutions": 2,
+    "peak_load_from_institutions": 60,
+    "peak_load_to_institutions": 50
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 1,
+    "peak_load_from_institutions": 68,
+    "peak_load_to_institutions": 14
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": 4,
+    "average_load_to_institutions": 3,
+    "peak_load_from_institutions": 85,
+    "peak_load_to_institutions": 50
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 13,
+    "average_load_to_institutions": 80,
+    "peak_load_from_institutions": 76,
+    "peak_load_to_institutions": 460
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 161,
+    "average_load_to_institutions": 135,
+    "peak_load_from_institutions": 928,
+    "peak_load_to_institutions": 787
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 81,
+    "average_load_to_institutions": 99,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 310,
+    "average_load_to_institutions": 810,
+    "peak_load_from_institutions": 26500,
+    "peak_load_to_institutions": 30600
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 160,
+    "average_load_to_institutions": 370,
+    "peak_load_from_institutions": 3136,
+    "peak_load_to_institutions": 4897
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 69,
+    "average_load_to_institutions": 124,
+    "peak_load_from_institutions": 384,
+    "peak_load_to_institutions": 607
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": 25,
+    "average_load_to_institutions": 300,
+    "peak_load_from_institutions": 968,
+    "peak_load_to_institutions": 1200
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 636,
+    "average_load_to_institutions": 757,
+    "peak_load_from_institutions": 34108,
+    "peak_load_to_institutions": 59041
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 636,
+    "average_load_to_institutions": 757,
+    "peak_load_from_institutions": 34108,
+    "peak_load_to_institutions": 59041
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 13,
+    "average_load_to_institutions": 80,
+    "peak_load_from_institutions": 76,
+    "peak_load_to_institutions": 460
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 69,
+    "average_load_to_institutions": 124,
+    "peak_load_from_institutions": 384,
+    "peak_load_to_institutions": 607
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 161,
+    "average_load_to_institutions": 135,
+    "peak_load_from_institutions": 928,
+    "peak_load_to_institutions": 787
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 310,
+    "average_load_to_institutions": 810,
+    "peak_load_from_institutions": 26500,
+    "peak_load_to_institutions": 30600
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 81,
+    "average_load_to_institutions": 99,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 160,
+    "average_load_to_institutions": 370,
+    "peak_load_from_institutions": 3136,
+    "peak_load_to_institutions": 4897
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": 25,
+    "average_load_to_institutions": 300,
+    "peak_load_from_institutions": 968,
+    "peak_load_to_institutions": 1200
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 160,
+    "average_load_to_institutions": 370,
+    "peak_load_from_institutions": 3136,
+    "peak_load_to_institutions": 4897
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 25,
+    "average_load_to_institutions": 300,
+    "peak_load_from_institutions": 968,
+    "peak_load_to_institutions": 1200
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 310,
+    "average_load_to_institutions": 810,
+    "peak_load_from_institutions": 26500,
+    "peak_load_to_institutions": 30800
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 13,
+    "average_load_to_institutions": 80,
+    "peak_load_from_institutions": 76,
+    "peak_load_to_institutions": 480
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 636,
+    "average_load_to_institutions": 757,
+    "peak_load_from_institutions": 34108,
+    "peak_load_to_institutions": 59041
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 69,
+    "average_load_to_institutions": 124,
+    "peak_load_from_institutions": 384,
+    "peak_load_to_institutions": 607
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 164,
+    "average_load_to_institutions": 135,
+    "peak_load_from_institutions": 928,
+    "peak_load_to_institutions": 787
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 81,
+    "average_load_to_institutions": 99,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "further_education",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "user_category": "hospitals",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "further_education",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 3000,
+    "peak_load_from_institutions": 5000,
+    "peak_load_to_institutions": 5000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": 20000,
+    "average_load_to_institutions": 20000,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 3000,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 3000,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 20000,
+    "average_load_to_institutions": 20000,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 3000,
+    "peak_load_from_institutions": 5000,
+    "peak_load_to_institutions": 5000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 3000,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 3000,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 20000,
+    "average_load_to_institutions": 20000,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 3000,
+    "peak_load_from_institutions": 5000,
+    "peak_load_to_institutions": 5000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 3000,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 3000,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 3000,
+    "peak_load_from_institutions": 5000,
+    "peak_load_to_institutions": 5000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 20000,
+    "average_load_to_institutions": 20000,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 3000,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 3000,
+    "average_load_to_institutions": 3000,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 2000,
+    "peak_load_to_institutions": 2000
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 500,
+    "peak_load_from_institutions": 2000,
+    "peak_load_to_institutions": 2000
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "user_category": "government",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 200,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 2000,
+    "peak_load_to_institutions": 2000
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 200,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 500,
+    "peak_load_from_institutions": 2000,
+    "peak_load_to_institutions": 2000
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 500,
+    "peak_load_from_institutions": 4000,
+    "peak_load_to_institutions": 4000
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 500,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 4000,
+    "peak_load_to_institutions": 4000
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 200,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 200,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 4000,
+    "peak_load_to_institutions": 4000
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 500,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 500,
+    "peak_load_from_institutions": 4000,
+    "peak_load_to_institutions": 4000
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 500,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 500,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 500,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 500,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 50
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 150
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "government",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 50
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 50
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 80,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 50
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 60,
+    "average_load_to_institutions": 130,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 150
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 60,
+    "average_load_to_institutions": 130,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 150
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 80,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 50
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 50
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 80,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 50
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 60,
+    "average_load_to_institutions": 130,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 150
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 50
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 60,
+    "average_load_to_institutions": 130,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 150
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 50
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 80,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 50
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "further_education",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": 75,
+    "peak_load_to_institutions": 2
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "government",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 3,
+    "peak_load_from_institutions": 30,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 2,
+    "peak_load_from_institutions": 30,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 400,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 250
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "further_education",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 2,
+    "peak_load_from_institutions": 30,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 400,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 250
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": 75,
+    "peak_load_to_institutions": 2
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 3,
+    "peak_load_from_institutions": 30,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 400,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 600,
+    "peak_load_to_institutions": 250
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 3,
+    "peak_load_from_institutions": 30,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 2,
+    "peak_load_from_institutions": 30,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": 75,
+    "peak_load_to_institutions": 2
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 400,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 600,
+    "peak_load_to_institutions": 250
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 3,
+    "peak_load_from_institutions": 30,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 2,
+    "peak_load_from_institutions": 30,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": 75,
+    "peak_load_to_institutions": 2
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 2,
+    "peak_load_from_institutions": 30,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 600,
+    "peak_load_to_institutions": 250
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 3,
+    "peak_load_from_institutions": 30,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": 80,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": 75,
+    "peak_load_to_institutions": 2
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 30,
+    "average_load_to_institutions": 160,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "further_education",
+    "average_load_from_institutions": 42,
+    "average_load_to_institutions": 90,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 42,
+    "average_load_to_institutions": 196,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 52,
+    "average_load_to_institutions": 220,
+    "peak_load_from_institutions": 350,
+    "peak_load_to_institutions": 980
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "further_education",
+    "average_load_from_institutions": 42,
+    "average_load_to_institutions": 120,
+    "peak_load_from_institutions": 275,
+    "peak_load_to_institutions": 770
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 56,
+    "average_load_to_institutions": 108,
+    "peak_load_from_institutions": 250,
+    "peak_load_to_institutions": 790
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 56,
+    "average_load_to_institutions": 108,
+    "peak_load_from_institutions": 250,
+    "peak_load_to_institutions": 790
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": 42,
+    "average_load_to_institutions": 120,
+    "peak_load_from_institutions": 275,
+    "peak_load_to_institutions": 770
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 52,
+    "average_load_to_institutions": 220,
+    "peak_load_from_institutions": 350,
+    "peak_load_to_institutions": 980
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 325,
+    "average_load_to_institutions": 543,
+    "peak_load_from_institutions": 560,
+    "peak_load_to_institutions": 980
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 62,
+    "average_load_to_institutions": 270,
+    "peak_load_from_institutions": 360,
+    "peak_load_to_institutions": 988
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 97,
+    "average_load_to_institutions": 189,
+    "peak_load_from_institutions": 350,
+    "peak_load_to_institutions": 790
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 55,
+    "average_load_to_institutions": 250,
+    "peak_load_from_institutions": 290,
+    "peak_load_to_institutions": 789
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": 42,
+    "average_load_to_institutions": 120,
+    "peak_load_from_institutions": 270,
+    "peak_load_to_institutions": 570
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 59,
+    "average_load_to_institutions": 154,
+    "peak_load_from_institutions": 255,
+    "peak_load_to_institutions": 890
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 121,
+    "peak_load_to_institutions": 323
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 42,
+    "average_load_to_institutions": 120,
+    "peak_load_from_institutions": 270,
+    "peak_load_to_institutions": 570
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 55,
+    "average_load_to_institutions": 250,
+    "peak_load_from_institutions": 290,
+    "peak_load_to_institutions": 789
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 97,
+    "average_load_to_institutions": 189,
+    "peak_load_from_institutions": 350,
+    "peak_load_to_institutions": 790
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "iros",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 0,
+    "peak_load_to_institutions": 0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 121,
+    "peak_load_to_institutions": 323
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 325,
+    "average_load_to_institutions": 543,
+    "peak_load_from_institutions": 560,
+    "peak_load_to_institutions": 980
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 62,
+    "average_load_to_institutions": 270,
+    "peak_load_from_institutions": 360,
+    "peak_load_to_institutions": 988
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 59,
+    "average_load_to_institutions": 154,
+    "peak_load_from_institutions": 255,
+    "peak_load_to_institutions": 890
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 100200,
+    "peak_load_to_institutions": 500750
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 75,
+    "average_load_to_institutions": 150,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 850
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 150,
+    "peak_load_from_institutions": 250,
+    "peak_load_to_institutions": 1200
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 600,
+    "average_load_to_institutions": 1100,
+    "peak_load_from_institutions": 1700,
+    "peak_load_to_institutions": 2800
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 1300,
+    "peak_load_from_institutions": 900,
+    "peak_load_to_institutions": 3700
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 36000,
+    "peak_load_to_institutions": 36000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 10000,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 900,
+    "peak_load_to_institutions": 900
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 500
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 40000,
+    "peak_load_to_institutions": 40000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 300
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "user_category": "further_education",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 500
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 900,
+    "peak_load_to_institutions": 900
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 60000,
+    "peak_load_to_institutions": 60000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 20000,
+    "peak_load_to_institutions": 20000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 300
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 300
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 60000,
+    "peak_load_to_institutions": 60000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 500
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 40000,
+    "peak_load_to_institutions": 40000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 900,
+    "peak_load_to_institutions": 900
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 500,
+    "peak_load_to_institutions": 500
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 300
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 60000,
+    "peak_load_to_institutions": 60000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 900,
+    "peak_load_to_institutions": 900
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 50000,
+    "peak_load_to_institutions": 50000
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": null,
+    "average_load_to_institutions": null,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 1000
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 327,
+    "average_load_to_institutions": 2270,
+    "peak_load_from_institutions": 2410,
+    "peak_load_to_institutions": 18930
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 1080,
+    "peak_load_from_institutions": 2230,
+    "peak_load_to_institutions": 4780
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 3270,
+    "average_load_to_institutions": 3450,
+    "peak_load_from_institutions": 10210,
+    "peak_load_to_institutions": 11740
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 20000,
+    "average_load_to_institutions": 38000,
+    "peak_load_from_institutions": 44210,
+    "peak_load_to_institutions": 87990
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "iros",
+    "average_load_from_institutions": 9,
+    "average_load_to_institutions": 1,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 18047,
+    "average_load_to_institutions": 33872,
+    "peak_load_from_institutions": 54570,
+    "peak_load_to_institutions": 134070
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 10802,
+    "average_load_to_institutions": 13372,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 239,
+    "average_load_to_institutions": 2004,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 632,
+    "average_load_to_institutions": 1296,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 737,
+    "average_load_to_institutions": 740,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 8,
+    "average_load_to_institutions": 12,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 694,
+    "average_load_to_institutions": 157,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 859,
+    "average_load_to_institutions": 681,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 15215,
+    "average_load_to_institutions": 19751,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "further_education",
+    "average_load_from_institutions": 1283,
+    "average_load_to_institutions": 7738,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 816,
+    "average_load_to_institutions": 423,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 5823,
+    "average_load_to_institutions": 4804,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 64,
+    "average_load_to_institutions": 271,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": 276,
+    "average_load_to_institutions": 319,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 8041,
+    "average_load_to_institutions": 17635,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 605,
+    "average_load_to_institutions": 3648,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 19,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "further_education",
+    "average_load_from_institutions": 1014,
+    "average_load_to_institutions": 6546,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 669,
+    "average_load_to_institutions": 3388,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 15057,
+    "average_load_to_institutions": 23525,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 687,
+    "average_load_to_institutions": 229,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "further_education",
+    "average_load_from_institutions": 1518,
+    "average_load_to_institutions": 4610,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 3069,
+    "average_load_to_institutions": 3286,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 830,
+    "average_load_to_institutions": 3336,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 145,
+    "average_load_to_institutions": 446,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 354,
+    "average_load_to_institutions": 349,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 11290,
+    "average_load_to_institutions": 13809,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "further_education",
+    "average_load_from_institutions": 2540,
+    "average_load_to_institutions": 6618,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 352,
+    "average_load_to_institutions": 358,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 2325,
+    "average_load_to_institutions": 2118,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 18484,
+    "average_load_to_institutions": 26384,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 300,
+    "average_load_to_institutions": 610,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 1047,
+    "average_load_to_institutions": 4042,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 333,
+    "average_load_to_institutions": 386,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "further_education",
+    "average_load_from_institutions": 2724,
+    "average_load_to_institutions": 9649,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 5829,
+    "average_load_to_institutions": 6212,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 233,
+    "average_load_to_institutions": 313,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "iros",
+    "average_load_from_institutions": 9100,
+    "average_load_to_institutions": 7542,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "average_load_from_institutions": 1259,
+    "average_load_to_institutions": 6247,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 18120,
+    "average_load_to_institutions": 29466,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 800,
+    "average_load_to_institutions": 1224,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 57753,
+    "average_load_to_institutions": 59923,
+    "peak_load_from_institutions": null,
+    "peak_load_to_institutions": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 81362,
+    "average_load_to_institutions": 83570,
+    "peak_load_from_institutions": 255598,
+    "peak_load_to_institutions": 254686
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 85522,
+    "average_load_to_institutions": 87163,
+    "peak_load_from_institutions": 237706,
+    "peak_load_to_institutions": 231840
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "government",
+    "average_load_from_institutions": 300,
+    "average_load_to_institutions": 2000,
+    "peak_load_from_institutions": 3500,
+    "peak_load_to_institutions": 5000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 20,
+    "peak_load_from_institutions": 10,
+    "peak_load_to_institutions": 25
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "further_education",
+    "average_load_from_institutions": 2,
+    "average_load_to_institutions": 5,
+    "peak_load_from_institutions": 5,
+    "peak_load_to_institutions": 10
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 3500,
+    "peak_load_from_institutions": 3000,
+    "peak_load_to_institutions": 5000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 11200,
+    "average_load_to_institutions": 69800,
+    "peak_load_from_institutions": 22500,
+    "peak_load_to_institutions": 107000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": 300,
+    "average_load_to_institutions": 1750,
+    "peak_load_from_institutions": 1500,
+    "peak_load_to_institutions": 3000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 12500,
+    "average_load_to_institutions": 74000,
+    "peak_load_from_institutions": 25000,
+    "peak_load_to_institutions": 115000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 5,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 1500,
+    "average_load_to_institutions": 4000,
+    "peak_load_from_institutions": 3500,
+    "peak_load_to_institutions": 6500
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "universities",
+    "average_load_from_institutions": 22000,
+    "average_load_to_institutions": 65000,
+    "peak_load_from_institutions": 35000,
+    "peak_load_to_institutions": 120000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "government",
+    "average_load_from_institutions": 250,
+    "average_load_to_institutions": 1500,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 2800
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "institutes",
+    "average_load_from_institutions": 2000,
+    "average_load_to_institutions": 4500,
+    "peak_load_from_institutions": 3000,
+    "peak_load_to_institutions": 7000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "cultural",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 5,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "cultural",
+    "average_load_from_institutions": 3,
+    "average_load_to_institutions": 10,
+    "peak_load_from_institutions": 5,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "government",
+    "average_load_from_institutions": 240,
+    "average_load_to_institutions": 1680,
+    "peak_load_from_institutions": 2392,
+    "peak_load_to_institutions": 5424
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "institutes",
+    "average_load_from_institutions": 2043,
+    "average_load_to_institutions": 12712,
+    "peak_load_from_institutions": 7060,
+    "peak_load_to_institutions": 38590
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "universities",
+    "average_load_from_institutions": 11055,
+    "average_load_to_institutions": 77385,
+    "peak_load_from_institutions": 22597,
+    "peak_load_to_institutions": 248733
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "institutes",
+    "average_load_from_institutions": 3500,
+    "average_load_to_institutions": 18920,
+    "peak_load_from_institutions": 39260,
+    "peak_load_to_institutions": 48300
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "universities",
+    "average_load_from_institutions": 26250,
+    "average_load_to_institutions": 132000,
+    "peak_load_from_institutions": 223500,
+    "peak_load_to_institutions": 352000
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "cultural",
+    "average_load_from_institutions": 2,
+    "average_load_to_institutions": 8,
+    "peak_load_from_institutions": 6,
+    "peak_load_to_institutions": 20
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "government",
+    "average_load_from_institutions": 650,
+    "average_load_to_institutions": 2850,
+    "peak_load_from_institutions": 5450,
+    "peak_load_to_institutions": 8750
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "further_education",
+    "average_load_from_institutions": 40,
+    "average_load_to_institutions": 120,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 1000,
+    "peak_load_from_institutions": 200,
+    "peak_load_to_institutions": 4000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "universities",
+    "average_load_from_institutions": 1000,
+    "average_load_to_institutions": 8000,
+    "peak_load_from_institutions": 2000,
+    "peak_load_to_institutions": 10000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "cultural",
+    "average_load_from_institutions": 10,
+    "average_load_to_institutions": 100,
+    "peak_load_from_institutions": 400,
+    "peak_load_to_institutions": 400
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "institutes",
+    "average_load_from_institutions": 600,
+    "average_load_to_institutions": 600,
+    "peak_load_from_institutions": 600,
+    "peak_load_to_institutions": 600
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "government",
+    "average_load_from_institutions": 200,
+    "average_load_to_institutions": 400,
+    "peak_load_from_institutions": 140,
+    "peak_load_to_institutions": 400
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 40,
+    "average_load_to_institutions": 600,
+    "peak_load_from_institutions": 400,
+    "peak_load_to_institutions": 1200
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "institutes",
+    "average_load_from_institutions": 300,
+    "average_load_to_institutions": 300,
+    "peak_load_from_institutions": 300,
+    "peak_load_to_institutions": 300
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "hospitals",
+    "average_load_from_institutions": 50,
+    "average_load_to_institutions": 500,
+    "peak_load_from_institutions": 100,
+    "peak_load_to_institutions": 2000
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "government",
+    "average_load_from_institutions": 100,
+    "average_load_to_institutions": 200,
+    "peak_load_from_institutions": 70,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "cultural",
+    "average_load_from_institutions": 5,
+    "average_load_to_institutions": 50,
+    "peak_load_from_institutions": 200,
+    "peak_load_to_institutions": 200
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "for_profit_orgs",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 300,
+    "peak_load_from_institutions": 200,
+    "peak_load_to_institutions": 600
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "further_education",
+    "average_load_from_institutions": 20,
+    "average_load_to_institutions": 60,
+    "peak_load_from_institutions": 50,
+    "peak_load_to_institutions": 100
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "user_category": "universities",
+    "average_load_from_institutions": 500,
+    "average_load_to_institutions": 4000,
+    "peak_load_from_institutions": 1000,
+    "peak_load_to_institutions": 5000
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/CrisisExercises.json b/test/data/presentation_models_data/CrisisExercises.json
new file mode 100644
index 00000000..6350faa5
--- /dev/null
+++ b/test/data/presentation_models_data/CrisisExercises.json
@@ -0,0 +1,643 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "exercise_descriptions": [
+      "real_crisis",
+      "none"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "exercise_descriptions": [
+      "other_excercises",
+      "national_excercises",
+      "simulation_excercises"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "tabletop_exercises",
+      "other_excercises",
+      "real_crisis"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "tabletop_exercises",
+      "national_excercises",
+      "simulation_excercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "simulation_excercises",
+      "real_crisis"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "simulation_excercises",
+      "real_crisis"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "exercise_descriptions": [
+      "national_excercises",
+      "tabletop_exercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "exercise_descriptions": [
+      "national_excercises",
+      "tabletop_exercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "tabletop_exercises",
+      "simulation_excercises"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "tabletop_exercises",
+      "simulation_excercises"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "tabletop_exercises"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "tabletop_exercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "exercise_descriptions": [
+      "tabletop_exercises",
+      "simulation_excercises",
+      "other_excercises",
+      "real_crisis"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "exercise_descriptions": [
+      "tabletop_exercises",
+      "simulation_excercises",
+      "other_excercises",
+      "real_crisis"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "exercise_descriptions": [
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "exercise_descriptions": [
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "tabletop_exercises",
+      "simulation_excercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "tabletop_exercises",
+      "simulation_excercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "exercise_descriptions": [
+      "real_crisis",
+      "tabletop_exercises"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "exercise_descriptions": [
+      "simulation_excercises",
+      "other_excercises",
+      "real_crisis"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "exercise_descriptions": [
+      "simulation_excercises",
+      "other_excercises",
+      "real_crisis"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "exercise_descriptions": [
+      "national_excercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "exercise_descriptions": [
+      "national_excercises",
+      "other_excercises",
+      "geant_workshops"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "exercise_descriptions": [
+      "national_excercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "exercise_descriptions": [
+      "national_excercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "exercise_descriptions": [
+      "real_crisis"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "simulation_excercises"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "simulation_excercises"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "exercise_descriptions": [
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises",
+      "other_excercises",
+      "tabletop_exercises"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "exercise_descriptions": [
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "exercise_descriptions": [
+      "national_excercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "exercise_descriptions": [
+      "other_excercises",
+      "geant_workshops"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "exercise_descriptions": [
+      "other_excercises",
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "exercise_descriptions": [
+      "geant_workshops",
+      "national_excercises",
+      "tabletop_exercises",
+      "simulation_excercises",
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "exercise_descriptions": [
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "exercise_descriptions": [
+      "other_excercises"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "exercise_descriptions": [
+      "national_excercises",
+      "real_crisis"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "exercise_descriptions": [
+      "none"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "exercise_descriptions": [
+      "real_crisis"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "exercise_descriptions": [
+      "real_crisis"
+    ]
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/DarkFibreInstalled.json b/test/data/presentation_models_data/DarkFibreInstalled.json
new file mode 100644
index 00000000..747701ce
--- /dev/null
+++ b/test/data/presentation_models_data/DarkFibreInstalled.json
@@ -0,0 +1,1507 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "installed": true,
+    "fibre_length_in_country": 2
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 2
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 2
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 2025
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 1400
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 1400
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 1400
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 1400
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 10
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 10
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 10
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 10
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 10
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 10
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 10
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 2
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 2
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 220
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 220
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 250
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 300
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 320
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 328
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 5
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 5
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 5
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "installed": true,
+    "fibre_length_in_country": 1000
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 1000
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 1000
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 1000
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 1000
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 1000
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 1000
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 1000
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 55
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 70
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 70
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 80
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 85
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 85
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 90
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "installed": true,
+    "fibre_length_in_country": 1350
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 646
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 646
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 646
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 646
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 646
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 646
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 646
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2016,
+    "installed": true,
+    "fibre_length_in_country": 20
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 20
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 20
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 20
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 1
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 1
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 1
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 1
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 1
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 1
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2016,
+    "installed": true,
+    "fibre_length_in_country": 5635
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 6823
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 5653
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 5682
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 5682
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 5682
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 5709
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 62
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 62
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 62
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 62
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 62
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 10
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 165
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 165
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 165
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 165
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 165
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 165
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 165
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 30
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 30
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 30
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 30
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 30
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 30
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 2
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 3
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 3
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 3
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 3
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "installed": true,
+    "fibre_length_in_country": 50
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 50
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 50
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 50
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 50
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 50
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 50
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 50
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2016,
+    "installed": true,
+    "fibre_length_in_country": 100
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 100
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 100
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 100
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 250
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 360
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 250
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 360
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "installed": true,
+    "fibre_length_in_country": 540
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 540
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 540
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 540
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 540
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 500
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 500
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 500
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "installed": true,
+    "fibre_length_in_country": 10761
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 11063
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 11575
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 8896
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "installed": false,
+    "fibre_length_in_country": 0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2016,
+    "installed": true,
+    "fibre_length_in_country": 215
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 217
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 217
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 220
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 220
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "installed": true,
+    "fibre_length_in_country": 230
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "installed": true,
+    "fibre_length_in_country": 240
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": 247
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "installed": true,
+    "fibre_length_in_country": 303
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "installed": true,
+    "fibre_length_in_country": 310
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "installed": true,
+    "fibre_length_in_country": 310
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "installed": true,
+    "fibre_length_in_country": 310
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "installed": true,
+    "fibre_length_in_country": 310
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "installed": true,
+    "fibre_length_in_country": null
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/DarkFibreLease.json b/test/data/presentation_models_data/DarkFibreLease.json
new file mode 100644
index 00000000..c872da51
--- /dev/null
+++ b/test/data/presentation_models_data/DarkFibreLease.json
@@ -0,0 +1,2414 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2200,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2200,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2200,
+    "fibre_length_outside_country": null,
+    "iru_duration": 5.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2200,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 5.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2200,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 5.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2200,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2200,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 4000,
+    "fibre_length_outside_country": 50,
+    "iru_duration": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 4000,
+    "fibre_length_outside_country": 50,
+    "iru_duration": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 4000,
+    "fibre_length_outside_country": 50,
+    "iru_duration": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 4000,
+    "fibre_length_outside_country": 50,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 4000,
+    "fibre_length_outside_country": 50,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 4000,
+    "fibre_length_outside_country": 50,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 4000,
+    "fibre_length_outside_country": 50,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 4000,
+    "fibre_length_outside_country": 50,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1660,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2025,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2025,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2025,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2025,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2033,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2033,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2100,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 57,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 50,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 50,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 50,
+    "fibre_length_outside_country": null,
+    "iru_duration": 5.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 50,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 5.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 50,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 5.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 50,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 5.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 50,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 5.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2264,
+    "fibre_length_outside_country": 27,
+    "iru_duration": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2264,
+    "fibre_length_outside_country": 27,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2264,
+    "fibre_length_outside_country": 27,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2264,
+    "fibre_length_outside_country": 27,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2264,
+    "fibre_length_outside_country": 27,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2264,
+    "fibre_length_outside_country": 27,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 5.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 5.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 6100,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5900,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5820,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5820,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5840,
+    "fibre_length_outside_country": 130,
+    "iru_duration": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5700,
+    "fibre_length_outside_country": 130,
+    "iru_duration": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5860,
+    "fibre_length_outside_country": 130,
+    "iru_duration": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5625,
+    "fibre_length_outside_country": 105,
+    "iru_duration": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 4340,
+    "fibre_length_outside_country": 50,
+    "iru_duration": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5389,
+    "fibre_length_outside_country": 50,
+    "iru_duration": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 6400,
+    "fibre_length_outside_country": 50,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 6000,
+    "fibre_length_outside_country": 50,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 6100,
+    "fibre_length_outside_country": 100,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 6500,
+    "fibre_length_outside_country": 100,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 6500,
+    "fibre_length_outside_country": 300,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3200,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3200,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3800,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 4180,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 4281,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 4281,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10500,
+    "fibre_length_outside_country": 20,
+    "iru_duration": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10500,
+    "fibre_length_outside_country": 20,
+    "iru_duration": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10250,
+    "fibre_length_outside_country": 20,
+    "iru_duration": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10250,
+    "fibre_length_outside_country": 20,
+    "iru_duration": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10250,
+    "fibre_length_outside_country": 20,
+    "iru_duration": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10250,
+    "fibre_length_outside_country": 20,
+    "iru_duration": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10250,
+    "fibre_length_outside_country": 20,
+    "iru_duration": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10250,
+    "fibre_length_outside_country": 20,
+    "iru_duration": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 1540,
+    "iru_duration": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1540,
+    "fibre_length_outside_country": 1540,
+    "iru_duration": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1540,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1540,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1540,
+    "fibre_length_outside_country": 100,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1540,
+    "fibre_length_outside_country": 100,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1540,
+    "fibre_length_outside_country": 100,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 380,
+    "fibre_length_outside_country": 100,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1000,
+    "fibre_length_outside_country": 3,
+    "iru_duration": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 400,
+    "fibre_length_outside_country": 3,
+    "iru_duration": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 400,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 600,
+    "fibre_length_outside_country": null,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1090,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2324,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10100,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10650,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 15000,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 15700,
+    "fibre_length_outside_country": null,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 19800,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 20050,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 21370,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 22177,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 800,
+    "fibre_length_outside_country": 5600,
+    "iru_duration": 6.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 800,
+    "fibre_length_outside_country": 5600,
+    "iru_duration": 6.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10500,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10500,
+    "fibre_length_outside_country": null,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 10500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2652,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2652,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2700,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2700,
+    "fibre_length_outside_country": null,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2700,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2700,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2600,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2659,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 770,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 770,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 770,
+    "fibre_length_outside_country": null,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 770,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 770,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 770,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 770,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 9000,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 9000,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8834,
+    "fibre_length_outside_country": 230,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8440,
+    "fibre_length_outside_country": 395,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8891,
+    "fibre_length_outside_country": 395,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8891,
+    "fibre_length_outside_country": 395,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8891,
+    "fibre_length_outside_country": 395,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3500,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3500,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3520,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3520,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 8.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1410,
+    "fibre_length_outside_country": 54,
+    "iru_duration": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1410,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1410,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1410,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1410,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 20.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 1416,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1648,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1648,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2017,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 405,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 405,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 405,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 405,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 405,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 405,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 878,
+    "fibre_length_outside_country": 2453,
+    "iru_duration": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1169,
+    "fibre_length_outside_country": 2453,
+    "iru_duration": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1169,
+    "fibre_length_outside_country": 2453,
+    "iru_duration": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1249,
+    "fibre_length_outside_country": 2453,
+    "iru_duration": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1249,
+    "fibre_length_outside_country": 4080,
+    "iru_duration": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1164,
+    "fibre_length_outside_country": 4080,
+    "iru_duration": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1169,
+    "fibre_length_outside_country": 4080,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 62,
+    "fibre_length_outside_country": 74,
+    "iru_duration": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 62,
+    "fibre_length_outside_country": 74,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 62,
+    "fibre_length_outside_country": 74,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 62,
+    "fibre_length_outside_country": 74,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 62,
+    "fibre_length_outside_country": 74,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 62,
+    "fibre_length_outside_country": null,
+    "iru_duration": 8.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 14800,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 14800,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 14500,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 15000,
+    "fibre_length_outside_country": null,
+    "iru_duration": 21.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 15000,
+    "fibre_length_outside_country": null,
+    "iru_duration": 21.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 15000,
+    "fibre_length_outside_country": null,
+    "iru_duration": 21.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 16000,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 21.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 165,
+    "fibre_length_outside_country": 78,
+    "iru_duration": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 165,
+    "fibre_length_outside_country": 78,
+    "iru_duration": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 165,
+    "fibre_length_outside_country": 78,
+    "iru_duration": 16.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 165,
+    "fibre_length_outside_country": 38,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 165,
+    "fibre_length_outside_country": 38,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 165,
+    "fibre_length_outside_country": 38,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 165,
+    "fibre_length_outside_country": 38,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 12000,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 12000,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 12000,
+    "fibre_length_outside_country": null,
+    "iru_duration": 12.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 12000,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 12.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 12000,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 12.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 12000,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 12.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 680,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 685,
+    "fibre_length_outside_country": null,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 700,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 730,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 5.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 730,
+    "fibre_length_outside_country": 10,
+    "iru_duration": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5500,
+    "fibre_length_outside_country": null,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5500,
+    "fibre_length_outside_country": null,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5500,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5500,
+    "fibre_length_outside_country": 650,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 5500,
+    "fibre_length_outside_country": 650,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2260,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2260,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2260,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2260,
+    "fibre_length_outside_country": 100,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2260,
+    "fibre_length_outside_country": 100,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2260,
+    "fibre_length_outside_country": 100,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2260,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2260,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 12600,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 12600,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 12600,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 12600,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 12600,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 20.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 20.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1500,
+    "fibre_length_outside_country": 0,
+    "iru_duration": 20.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 20,
+    "iru_duration": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8200,
+    "fibre_length_outside_country": 20,
+    "iru_duration": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8500,
+    "fibre_length_outside_country": 340,
+    "iru_duration": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8500,
+    "fibre_length_outside_country": 370,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8600,
+    "fibre_length_outside_country": 390,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8600,
+    "fibre_length_outside_country": 390,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8600,
+    "fibre_length_outside_country": 390,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8700,
+    "fibre_length_outside_country": 390,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 11575,
+    "fibre_length_outside_country": 100,
+    "iru_duration": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8896,
+    "fibre_length_outside_country": 1872,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 9126,
+    "fibre_length_outside_country": 1763,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8572,
+    "fibre_length_outside_country": 2216,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8572,
+    "fibre_length_outside_country": 2216,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 8572,
+    "fibre_length_outside_country": 2216,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 94,
+    "iru_duration": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 2936,
+    "fibre_length_outside_country": 94,
+    "iru_duration": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3381,
+    "fibre_length_outside_country": 94,
+    "iru_duration": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3333,
+    "fibre_length_outside_country": 94,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3335,
+    "fibre_length_outside_country": 94,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3534,
+    "fibre_length_outside_country": 94,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3206,
+    "fibre_length_outside_country": 94,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 3254,
+    "fibre_length_outside_country": 94,
+    "iru_duration": 10.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "iru_or_lease": false,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 80,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "iru_or_lease": false,
+    "fibre_length_in_country": 0,
+    "fibre_length_outside_country": 0,
+    "iru_duration": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "iru_or_lease": true,
+    "fibre_length_in_country": 1200,
+    "fibre_length_outside_country": 600,
+    "iru_duration": 15.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "iru_or_lease": true,
+    "fibre_length_in_country": null,
+    "fibre_length_outside_country": null,
+    "iru_duration": null
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/ECProject.json b/test/data/presentation_models_data/ECProject.json
new file mode 100644
index 00000000..2be13d17
--- /dev/null
+++ b/test/data/presentation_models_data/ECProject.json
@@ -0,0 +1,6116 @@
+[
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "project": "EaP Connect"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "project": "EURid"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "project": "IKT infrastructure in schools - structural funds"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "project": "EGI"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "project": "Safer Internet"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "project": "IKT infrastructure in schools - structural funds"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "project": "EURid"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "project": "Safer Internet"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "project": "EGI"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "project": "IKT infrastructure in schools - structural funds"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "project": "EOSC"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "project": "EURid"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "project": "Safer Internet"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "project": "PRACE"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "project": "EOSC"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "project": "IKT infrastructure in schools - structural funds"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "project": "Safer Internet"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "project": "EURid"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "project": "EGI"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "project": "EURid"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "project": "Safer Internet Centres (SIC-SI)"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "project": "REACT EU"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "project": "CyberSEAS"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "project": "PRACE"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "project": "HPC CC"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "project": "CyberSEAS"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "project": "REACT EU"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "project": "NI4OS (EOSC Regional Project)"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "project": "HPC CC"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "project": "PRACE"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "project": "EURid"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "project": "Safer Internet Centres (SIC-SI)"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "project": "HPC CC"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "project": "CyberSEAS"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "project": "Safer Internet Centres (SIC-SI)"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "project": "NI4OS (EOSC Regional Project)"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "project": "PRACE"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "project": "EAP Connect"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "project": "GN4-3"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "project": "EaPConnect2"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "project": "GN5-1"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "project": "EAP Connect"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "project": "GN4-3"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "project": "EU4Digital (EaPConnect)"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "project": "EAPConnect 2"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "project": "EaPConnect2"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "project": "Not in 2021, but getting involved in EOSC, "
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "project": "EOSC Focus Project - https://eosc.eu/eosc-focus-project"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "project": "Be-QCI -> DEP Call EuroQCI Deploy national - Belgian project (official start Jan 2023)"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "project": "DEP Call EuroQCI Deploy national - Be-QCI - Belgian project - https//beqci.eu"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "project": "HE: EOSC Focus Project - https://eosc.eu/eosc-focus-project "
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "project": "Ensuring Access to Croatian Public e-services within e-Citizens Platform"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "project": "GrowCERT"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "project": "ICT Knowledge Exchange"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "project": "e-Schools: Establishing a System for Developing Digitally Mature Schools (pilot project)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "project": "Assesment of Transversal Skills 2020 (ATS2020)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "project": "SCIENTIX"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "project": "Ensuring Access to Croatian Public e-services within e-Citizens Platform"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "project": "CRISS (Demonstration of a scalable and cost-effective cloud-based digital learning infrastructure through the Certification of digital competences in primary and secondary schools)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "project": "CyberExchange"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "project": "AMED - Advancing Higher Education in Maldives through E-learning Development"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "project": "ICT Knowledge Exchange"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "project": "SCIENTIX"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "project": "Assesment of Transversal Skills 2020 (ATS2020)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "project": "e-Schools: Establishing a System for Developing Digitally Mature Schools"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "project": "Increase of National CERT capacities and enhancement of cooperation on national and European level \u00e2\u20ac\u201c GrowCERT"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "project": "Informatizacija procesa i uspostava cjelovite elektroni\u00c4\u008dke usluge upisa u odgojne i obrazovne ustanove"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "project": "CEKOM"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "project": "Ja\u00c4\u008danje kapaciteta za razvoj pristupa\u00c4\u008dnih digitalnih sadr\u00c5\u00beaja"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "project": "SCIENTIX 3"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "project": "GrowCERT"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "project": "CEF"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "project": "CyberExchange"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "project": "Zajedno smo ja\u00c4\u008di - unapre\u00c4\u2018enje suradnje unutar CARNET-a te podr\u00c5\u00a1ka u integraciji azilanata u HR dru\u00c5\u00a1tvo"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "project": "Korisnici u fokusu - Uspostava digitalnog mosta kroz u\u00c4\u008dinkovitu komunikaciju i unapre\u00c4\u2018enje postoje\u00c4\u2021ih usluga"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "project": "DOTS"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "project": "CRISS"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "project": "AMED"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "project": "Ja\u00c4\u008danje kapaciteta za razvoj pristupa\u00c4\u008dnih digitalnih sadr\u00c5\u00beaja"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "project": "Informatizacija procesa i uspostava cjelovite elektroni\u00c4\u008dke usluge upisa u odgojne i obrazovne ustanove"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "Zajedno smo ja\u00c4\u008di - unapre\u00c4\u2018enje suradnje unutar CARNET-a te podr\u00c5\u00a1ka u integraciji azilanata u HR dru\u00c5\u00a1tvo"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "AMED - Advancing Higher Education in Maldives through E-learning Development"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "Ja\u00c4\u008danje kapaciteta za razvoj pristupa\u00c4\u008dnih digitalnih sadr\u00c5\u00beaja"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "Digitalnom transformacijom internih procesa do aktivnih korisnika"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "e-Schools (Phase II)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "Korisnici u fokusu - Uspostava digitalnog mosta kroz u\u00c4\u008dinkovitu komunikaciju i unapre\u00c4\u2018enje postoje\u00c4\u2021ih usluga"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "CRISS (Demonstration of a scalable and cost-effective cloud-based digital learning infrastructure through the certification of digital competences in primary and secondary schools)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "OCRE"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "Grow2CERT"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "DOTS - Development of transversal skills in STEM"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "CyberExchange"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "SCIENTIX"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "CEKOM (Centar kompetencija) za kiberneti\u00c4\u008dku sigurnost upravlja\u00c4\u008dkih sustava"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "Informatizacija procesa i uspostava cjelovite elektroni\u00c4\u008dke usluge upisa u odgojne i obrazovne ustanove"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "HR-ZOO"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "project": "CEF"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "AMED - Advancing Higher Education in Maldives through E-learning Development"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "Stronger Together - Improved Cooperation within CARNET and Support to the Integration of Asylum Seekers into the Croatian Society"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "SCIENTIX 4"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "e-Enrolment: Process Informatisation and Establishment of an Integral Electronic Service for Enrolment in Educational Institutions"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "Through digital transformation of internal processes to more active users"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "Uninterrupted learning for all - Strengthening the capacities to provide quality tools and content for distance learning to all users"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "Users in focus - establishing a digital bridge through efficient communication and improvement of existing services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "HR-ZOO"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "DOTS\u00e2\u20ac\u00a6 Development of transversal skills in STEM"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "Increasing maturity of National CERT for stronger cooperation in cybersecurity community \u00e2\u20ac\u201c Grow2CERT"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "OCRE"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "e-Schools (Phase II)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "GEANT4-3"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "project": "CEKOM (Centar kompetencija) za kiberneti\u00c4\u008dku sigurnost upravlja\u00c4\u008dkih sustava"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "DOTS\u2026 Development of transversal skills in STEM"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "Learning from the Extremes"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "Users in focus - establishing a digital bridge through efficient communication and improvement of existing services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "ATTEND - Assistive Technology In Education"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "Open Cloud for Research Environments  - OCRE"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "e-Schools (Phase II)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "AMED - Advancing Higher Education in Maldives through E-learning Development"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "e-Enrolment: Process Informatisation and Establishment of an Integral Electronic Service for Enrolment in Educational Institutions"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "SCIENTIX 4"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "GEANT4-3"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "Uninterrupted learning for all - Strengthening the capacities to provide quality tools and content for distance learning to all users"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "HR-ZOO"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "Through digital transformation of internal processes to more active users"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "Increasing maturity of National CERT for stronger cooperation in cybersecurity community \u2013 Grow2CERT"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "CEKOM (Centar kompetencija) za kiberneti\u010dku sigurnost upravlja\u010dkih sustava"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "project": "CyberExchange"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "Development of digital competences transformation of inclusive education"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "Uninterrupted learning for all - Strengthening the capacities to provide quality tools and content for distance learning to all users"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "e-Schools (Phase II)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "Learning from the Extremes"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "Croatian quantum communication infrastructure \u2013 CroQCI"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "e-Universities"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "Complete informatization of the education system (CISOO)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "Support for the application of digital technologies in education (BrAIn)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "e-Enrolment: Process Informatisation and Establishment of an Integral Electronic Service for Enrolment in Educational Institutions"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "SCIENTIX 4"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "GEANT5-1"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "HR-ZOO"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "CEKOM (Centar kompetencija) za kiberneti\u010dku sigurnost upravlja\u010dkih sustava"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "project": "ATTEND - Assistive Technology In Education"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "project": "AARC2 "
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "project": "EOSCpilot "
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "project": "CLONETS "
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "project": "PROTECTIVE"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "project": "EOSC-hub"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "project": "ELIXIR-EXCELERATE"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "project": "DEEP-HybridDataCloud "
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "project": "COMPLETE "
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "project": "AARC2"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "project": "PROTECTIVE"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "project": "DEEp"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "project": "EUROSTAR-E10260-E41-8KSVIP - 8K studio over IP bridge"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "project": "CLONETS"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "project": "EOSCpilot"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "project": "EOSC-hub"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "project": "ELIXIR-EXCELERATE"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "project": "ELIXIR-EXCELERATE"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "project": "PaNOSC"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "project": "SPARTA"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "project": "DEEP"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "project": "EOSC-hub"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "project": "PROTECTIVE - Proactive Risk Management through Situation Awareness"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "project": "CLONETS"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "project": "SAPPAN"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "project": "EOSC-SYNERGY"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "project": "ELIXIR-EXCELERATE"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "project": "EOSCHub"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "project": "SPARTA"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "project": "EOSC-SYNERGY"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "project": "PROTECTIVE - Proactive Risk Management through Situation Awareness"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "project": "DEEP-HybridDataCloud"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "project": "PaNOSC"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "project": "SAPPAN"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "project": "CS3MESH4EOSC"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "project": "TiFOON"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "project": "CLONETS"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "C-SCALE - Copernicus - eoSC AnaLytics Engine"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "EOSC-Synergy"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "EOSC Hub"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "CLONETS-DS"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "DICE - Data Infrastructure Capacity for EOSC"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "DEEP-HybridDataCloud - Designing and Enabling E-infrastructures for intensive Processing in a Hybrid DataCloud"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "SAPPAN - Sharing and Automation for Privacy Preserving Attack Neutralization"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "PaNOSC"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "EOSC Future"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "EGI-ACE"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "PRIVILEGE - PRIVacy and homomorphIc encryption for artificiaL intElliGencE"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "TiFOON - Advanced time/frequency comparison and dissemination through optical telecommunication networks"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "SPARTA - Special projects for advanced research and technology in Europe"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "project": "CS3MESH4EOSC - Interactive and agile/responsive sharing mesh of storage, data and applications for EOSC"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "CS3MESH4EOSC - Interactive and agile/responsive sharing mesh of storage, data and applications for EOSC"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "CLONETS-DS - Clock Network Services - Design Study"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "PRIVILEGE - PRIVacy and homomorphIc encryption for artificiaL intElliGencE"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "EGI-ACE - EGI Advanced Computing for EOSC"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "C-SCALE - Copernicus - eoSC AnaLytics Engine"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "DICE - Data Infrastructure Capacity for EOSC"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "EOSC-FUTURE"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "HPLT - High Performance Language Technologies"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "interTwin - An interdisciplinary Digital Twin Engine for science"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "EuroScienceGateway - leveraging the European compute infrastructures for data-intensive research guided by FAIR principles"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "GREAT - The Green Deal Data Space Foundation and its Community of Practice"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "SPARTA - Special projects for advanced research and technology in Europe"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "PaNOSC - Photon and Neutron Open Science Cloud"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "SAPPAN - Sharing and Automation for Privacy Preserving Attack Neutralization"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "TiFOON - Advanced time/frequency comparison and dissemination through optical telecommunication networks"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "project": "EOSC-Synergy -  European Open Science Cloud - Expanding Capacities by building Capabilities"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "SEQRET - Secure and Industrialized Quantum Key Distribution for European Telecom Networks\t\t\t\t\t\t\t\t\t"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "EuroScienceGateway - leveraging the European compute infrastructures for data-intensive research guided by FAIR principles"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "interTwin - An interdisciplinary Digital Twin Engine for science"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "SOCCER - Developing and deploying SOC capabilities for the academic sector - a teamwork of Universities and RTOs in the CEE region\t\t\t\t\t\t\t\t\t"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "HPLT - High Performance Language Technologies"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "EOSC-FUTURE"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "DICE - Data Infrastructure Capacity for EOSC"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "C-SCALE - Copernicus - eoSC AnaLytics Engine"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "EGI-ACE - EGI Advanced Computing for EOSC"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "PRIVILEGE - PRIVacy and homomorphIc encryption for artificiaL intElliGencE"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "CLONETS-DS - Clock Network Services - Design Study"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "CS3MESH4EOSC - Interactive and agile/responsive sharing mesh of storage, data and applications for EOSC"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "GREAT - The Green Deal Data Space Foundation and its Community of Practice"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "SUBMERS - SUBMarine cablEs for ReSearch and Exploration\t\t\t\t\t\t\t\t\t"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "project": "GraspOS - GraspOS: next Generation Research Assessment to Promote Open Science\t\t\t\t\t\t\t\t\t"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "EUNIS"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "EOSC-Life"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "FAIRsFAIR"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "PRACE"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "SeaDataCloud"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "RDA"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "EOSC-hub"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "E-CAM - Europen HPC Centre of Excellence"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "CINECA"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "HPC-Europa3"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "H2020 BlueCloud"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "EOSC-Nordic"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "EUDAT CDI"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "EISCAT_3D"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "EOSCsecretariat.eu"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "EJP-RD"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "e-IRG"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "ELIXIR"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "EMREX"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "HPC-GIG"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "COMPLEAP"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "MaRINET2"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "PRACE-6IP"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "EU-OPENSCREEN-DRIVE"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "project": "H2020 Arrowhead Tools"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "BlueCloud"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "PHIDIAS (CEF)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "MaRINET2"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "HYTELI (ERDF)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "HPC-GIG"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "HPC-EUROPA3"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "High-Performace Digitisation"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "FAIRsFAIR"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "EU-OPENSCREEN"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "EUDAT CDI"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "RDA Europe"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "EOSC-Nordic"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "SeaDataCloud"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "EOSC-Life"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "EOSC "
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "EJP-RD"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "EISCAT_3D"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "e-IRG"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "E-CAM"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "Data analytics accelerator (ERDF)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "CINECA (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "Arrowhead Tools (ECSEL)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "project": "PRACE"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "RDA"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "PRACE"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "FAIRsFAIR"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "EUDAT CDI"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "BlueCloud "
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "EU-OPENSCREEN"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "Arrowhead Tools (ECSEL)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "EISCAT_3D"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "EJP-RD"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "PHIDIAS (CEF)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "EOSC"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "HPC-GIG"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "High-Performace Digitisation"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "SeaDataCloud"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "HPC-Europa3"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "EOSC-Life"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "EOSC-Nordic"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "E-CAM (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "Data analytics accelerator (ERDF)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "CINECA"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "e-IRG (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "MaRINET2"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "HYTELI (ERDF)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "project": "T\u00c3\u201eRY (ERDF)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "eLTER PLUS (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "EuroCC (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "HealthyCloud (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "PRACE 6th IP (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "BioDT (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "HEAP (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "Intervene (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "NOMAD-CoE (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "EOSC-Nordic (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "EOSC-Life (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "PerMedCoE (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "E-TASC-HEL (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "EOSC Focus (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "EOSC Future (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "EOSC4Cancer (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "BIGPICTURE (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "EJP-RD (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "ELIXIR-CONVERGE (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "B1MG (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "CINECA (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "BlueCloud (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "AIKA (EU regional development funding)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "FAIR-IMPACT (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "FAIRCORE4EOSC (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "OpenWebSearch.EU (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "SKILLS4EOSC (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "project": "DICE (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "NaQCI.fi"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "eLTER PLUS (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "ELIXIR-CONVERGE (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "DICE (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "BioDT (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "EOSC-Nordic (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "EOSC-Life (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "EOSC Future (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "BIGPICTURE (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "EJP-RD (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "B1MG (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "CINECA (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "HealthyCloud (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "HEAP (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "BlueCloud (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "Intervene (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "AIKA (EU regional development funding)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "NOMAD-CoE (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "PerMedCoE (H2020)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "E-TASC-HEL (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "OpenSuperQPlus100"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "EOSC Focus (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "EOSC4Cancer (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "FAIR-IMPACT (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "FAIRCORE4EOSC (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "OpenWebSearch.EU (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "SKILLS4EOSC (Horizon Europe)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "AquaINFRA"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "BioExcel-3"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "CEMIS-HYVIS"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "CEMIS-UDDA"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "ChEESE-2P"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "CLIMATE DT"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "CONVERGE"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "ECiWACE3"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "EuroCC2"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "EuroHCP LUMI"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "EuroHPC/PRACE Finland"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "Extremes DT"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "FAIR"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "FAIRCORE4EOSC"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "GDI"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "GraspOS"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "HealthyCloud"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "LIH EDIH"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "Kajaani DC Ecosystem"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "Skills4EOSC"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "Robocoast EDIH"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "Real4Reg"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "PerMedCoE"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "OpenWebSearch.EU"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "DTO-BioFlow"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "E-TASC-HEL"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "project": "EHDS2-Pilot"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "project": "Establishement of Cypriot Academic CSIRT"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "project": "Establishement of Cypriot Academic CSIRT"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "project": "EAP Connect"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "project": "Establishement of Cypriot Academic CSIRT"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "project": "EUMEDCONNECT3"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "project": "AfricaConnect 3"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "project": "EAP Connect"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "project": "AfricaConnect 3"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "project": "EUMEDConnect3"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "project": "Establishement of Cypriot Academic CSIRT"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "project": "Establishement of Cypriot Academic CSIRT"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "project": "AfricaConnect 3"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "project": "EUMEDConnect3"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "project": "OCRE"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "project": "Cyprus Quantum Communication Infrastructure"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "project": "OCRE"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "project": "EUMEDConnect3"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "project": "AfricaConnect 3"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "project": "D4S"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "project": "CS3Mesh4EOSC"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "project": "EuroQCI"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "project": "PolarConnect (under CEF-2)"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "project": "PolarConnect (under CEF-2)"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "project": "EuroQCI"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "project": "GeRDI"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "project": "AARC2"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "project": "AARC2"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "project": "OCRE"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "project": "BELLA"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "project": "EAP Connect"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "project": "Bella"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "project": "OCRE"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "project": "EAPConnect 2"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "project": "Bella"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "project": "OCRE"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "project": "EaPConnect 2"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "project": "EOSC Future (as GEANT Third Party)"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "project": "OCRE"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "project": "EaPConnect 2"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "project": "EDSSI2 (as GEANT Third Party)"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "project": "EaPConnect 2"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "project": "EOSC Future (as GEANT Third Party)"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "project": "EDSSI2 (as GEANT Third Party)"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "project": "EOSC-hub"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "project": "EOSCHub"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "project": "Safer Internet"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "project": "Bella T"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "project": "UP2U"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "project": "EuroHPC"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "project": "UP2U"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "project": "Safer Internet"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "project": "BELLA"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "project": "Cleopatra ITN"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "project": "BELLA"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "project": "EOSC-SYNERGY"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "project": "Up2U"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "project": "EuroHPC"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "project": "UP2U"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "project": "EuroHPC"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "project": "Cleopatra ITN"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "project": "Bella"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "project": "EOSC-SYNERGY"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "project": "EOSC-Synergy"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "project": "EuroHPC"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "project": "Bella"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "project": "PTQCI"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "project": "PT SIC VII"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "project": "EOSC-SINERGY"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "project": "Bella T - Securing Equal Access to Europe-Latin American Submarine Infraestruture"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "project": "EuroHPC"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "project": "EuroHPC"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "project": "PT SIC VII"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "project": "PTQCI"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "project": "SUBMERSE"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "project": "National Coordination Centre \u2013 Portugal"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "project": "BELLA S1"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "project": "AARC"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "project": "UP2U"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "project": "GN4-2"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "project": "AARC2 "
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "project": "AARC2"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "project": "UP2U"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "project": "EAPCONNECT"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "project": " GN4-2"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "project": "BELLA"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "project": "EOSC-Pillar"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "project": "UP2U"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "project": "EAPCONNECT"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "project": "AARC2"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "project": "NEANIAS"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "project": "BELLA"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "project": "Bella"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "project": "EOSC-Pillar"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "project": "EAPConnect 2"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "project": "SWING"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "project": "GN4-3N"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "project": "NEANIAS"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "project": "GN4-3"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "project": "EAP Connect"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "project": "MINDBOT"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "project": "UP2U"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "project": "BELLA S1"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "project": "NEANIAS"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "project": "MINDBOT"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "project": "SWING (Erasmus+, project number 2018-1-IT02-KA203-048546)"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "project": "BELLA T"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "project": "EOSC-Pillar"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "project": " GN4-3"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "project": "EAPCONNECT 2"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "project": "GN4-3N"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "project": "EOSC-Pillar"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "project": "GN5-IC1"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "project": "Skills4EOSC"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "project": "MINDBOT"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "project": "EAPCONNECT 2"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "project": "NEANIAS"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "project": "GN4-3"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "project": "GN4-3N"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "project": "GN4-3N (contract n.856728)"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "project": "EAPCONNECT 2 (contract n. 2019/407-452)"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "project": "GN5-IC1 (contract n. 101086099)"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "project": "Skills4EOSC (contract n. 101058527)"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "project": "VI-SEEM"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "project": "Vi-SEEM"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "project": "MENVIPRO"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "project": "EAP Connect"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "project": "MENVIPRO"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "project": "MENVIPRO"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "project": "EGI-ACE"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "project": "NI4OS-Europe"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "project": "MENVIPRO"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "project": "EGI-ACE"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "project": "Erasmus+ MICRO-GEAR"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "project": "SUBMERSE"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "project": "UP2U"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "project": "INTERREG"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "project": "EOSC-hub"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "project": "EOSCPilot"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "project": "INTERREG"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "project": "EOSC-hub"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "project": "UP2U"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "project": "PRACE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "INTERREG"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "HPC-EUROPA3"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "ICT-AGRI-FOOD"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "EOSCHub"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "SYNTHESIS+"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "EuroCC"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "ELIXIR-GR"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "eSSIF-Lab"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "OpenAIRE-Advance"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "PRIViLEDGE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "PRACE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "project": "DARE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "SYNTHESIS+"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "DCoMEX"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "EDSSI - European student card"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "EGI-ACE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "ICT-AGRI-FOOD"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "C-SCALE - Copernicus - eoSC AnaLytics Engine"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "eSSIF-Lab"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "DICE - Data Infrastructure Capacity for EOSC"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "PRACE-6IP"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "ELEDGER"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "ELIXIR-GR"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "EOSC Enhance"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "EOSC Future"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "ACROSS"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "OpenAIRE-Nexus"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "EUROCC"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "project": "EOSC Hub"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "EDSSI"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "NI4OS-EUROPE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "ICT-AGRI-FOOD"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "C-SCALE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "EIRGSP6"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "EU MASTER HPC"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "PRACE-6IP"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "DCoMEX"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "EUROCC"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "OpenAIRE-Nexus"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "ACROSS"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "ELEDGER"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "DICE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "ELIXIR-GR"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "eSSIF-Lab"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "SYNTHESIS+"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "HPC-EUROPA3"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "EOSC Future"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "project": "EGI-ACE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "EDSSI"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "OpenAIRE-Nexus"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "DCoMEX"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "ICT-AGRI-FOOD"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "DICE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "ELIXIR-GR"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "SYNTHESIS+"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "EU MASTER 4 HPC"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "C-SCALE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "ELEDGER"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "HPC-EUROPA3"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "eSSIF-Lab"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "EGI-ACE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "EOSC Future"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "NI4OS-EUROPE"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "EUROCC"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "PRACE-6IP"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "project": "ACROSS"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "project": "OCRE"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "project": "EuroHPC (Indirectly)"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "project": "EOSC"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "project": "EuroQCI"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "project": "EuroQCI"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "project": "EOSC"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "project": "EuroHPC (Indirectly)"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "project": "UP2U"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "project": "VI-SEEM"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "project": "PRACE"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "project": "UP2U"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "project": "VI-SEEM"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "project": "PRACE"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "project": "UP2U"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "project": "PRACE"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "project": "UP2U"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "project": "PRACE"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "project": "UP2U"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "project": "PRACE"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "project": "PRACE"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "project": "RDA Europe"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "project": "EOSC Future"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "project": "EOSCHub"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "project": "EGI ACE"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "project": "OpenAire Advance"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "project": "EOSC Synergy"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "project": "EOSC Hub"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "project": "EOSC Synergy"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "project": "EOSC-Hub"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "project": "EOSC Synergy"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "project": "EOSC Synergy"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "project": "EOSC-Hub"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "project": "ELITRANS"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "project": "VI-SEEM"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "project": "PRACE 5IP"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "project": "UP2U"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "project": "VI-SEEM"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "project": "Up2U"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "project": "PRACE 5IP"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "project": "ELITRANS"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "project": "Up2U"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "project": "SuperHeroes for Science"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "project": "PRACE 6IP "
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "project": "UP2U"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "project": "EuroCC"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "project": "SuperHeroes for Science"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "project": "PRACE"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "project": "EuroCC"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "project": "EOSC Future"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "project": "PRACE 6IP "
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "project": "rurAllure"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "project": "NIi4OS Europe"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "project": "GN4-3"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "project": "rurAllure"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "project": "EOSC Future"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "project": "PRACE 6IP"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "project": "EuroCC"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "project": "AI EDIH"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "project": "EuroCC2"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "project": "HPC EDIH"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "project": "QCIHungary"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "project": "GN5-1"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "project": "EOSC Future"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "project": "rurAllure"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "project": "NIi4OS Europe"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "project": "Up2U"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "project": "EAPConnect 2"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "project": "ECIU"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "project": "Local projects funded by EU funds through agencies"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "project": "EaPConnect 2"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "project": "ECIU"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "project": "Local projects funded by EU funds through agencies"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "project": "ECIU"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "project": "Local projects funded by EU funds through agencies"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "project": "EaPConnect2"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "project": "EOSC"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "project": "ECIU"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "project": "EOSC"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "project": "GN4-3"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "project": "GN4-3N"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "project": "EaPConnect2"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "project": "Local projects funded by EU funds through agencies"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "project": "Vi-SEEM"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "project": "Vi-SEEM"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "Fit4Work"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "LTDS"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "ESCAPE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "INDIGO-DataCloud"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "e-IRGSP5"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "COMPLETE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "ROAM"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "UP2U"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "CoeGSS"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "AARC"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "EUROfusion"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "EVER-EST"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "EoCOE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "WLCG"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "AirPROM"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "symbIoTe"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "EUDAT2020"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "ComPat"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "M2DC"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "eduroam"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "ImmersiaTV"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "project": "PRACE-4IP"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "project": "ComPat"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "project": "INSENSION"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "project": "M2DC"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "project": "PRACE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "project": "symbIoTe"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "project": "IMMERSIFY"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "project": "ESCAPE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "project": "Protective"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "project": "EOSC-hub"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "project": "INSENSION"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "project": "PRACE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "project": "Protective"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "project": "EOSC-hub"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "project": "M2DC"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "project": "IMMERSIFY"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "INSENSION"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "IMMERSIFY"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "ASPIDE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "CATALYST"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "EAP Connect"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "RECIPE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "DEMETER"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "EOSCHub"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "PROTECTIVE - Proactive Risk Management through Situation Awareness"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "TIFOON"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "PRACE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "OPENQKD"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "CYBELE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "project": "HIDALGO"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "EUHubs4Data"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "CLONETS-DS"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "TEXTAROSSA"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "CYBELE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "STARGATE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "SLICES"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "SIEUSOIL"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "RELIANCE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "PRACE-6IP"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "OPENKQD"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "DEMETER"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "EOSC FUTURE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "MARVEL"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "EOSC synergy"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "ILIAD"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "project": "HIDALGO"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "STARGATE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "VECMA"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "DEMETER"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "EOSC FUTURE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "RELIANCE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "CLONETS-DS"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "MARVEL"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "GN4-3N"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "SIEUSOIL"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "EUHubs4Data"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "IMMERSIFY"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "ILIAD"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "OPENKQD"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "CYBELE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "PRACE-6IP"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "SLICES"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "TEXTAROSSA"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "EAP-CONNECT"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "project": "UP-2U"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "OPENKQD"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "GN5-1"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "EUHubs4Data"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "EUROPEANA COMMON CULTURE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "AI4EOSC"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "CS3MESH4EOSC"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "VECMA"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "UP-2U"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "EAP-CONNECT2"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "TEXTAROSSA"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "STARGATE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "SLICES"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "SIEUSOIL"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "RELIANCE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "PRACE-6IP"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "EOSC FUTURE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "MARVEL"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "ILIAD"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "IMMERSIFY"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "CLONETS-DS"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "CYBELE"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "project": "DEMETER"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "project": "IPA-Smart Tour-Interreg Greece-Alban"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "project": "IPA-Smart Tour-Interreg Greece-Alban"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "project": "INFRA-EOSC-NI4OS"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "project": "IPA-Smart Tour-Interreg Greece-Alban"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "project": "INFRA-EOSC-NI4OS"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "project": "FINEXT"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "project": "BELLA"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "project": "EUMEDCONNECT3"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "project": "EOSC-SYNERGY"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "project": "BELLA"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "project": "Bella"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "project": "EOSC-SYNERGY"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "project": "EUMEDCONNECT3"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "project": "EOSC SYNERGY"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "project": "BELLA"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "project": "EUMEDCONNECT3"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "project": "BELLA"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "project": "EOSC-SYNERGY"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "project": "EUMEDCONNECT3"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "project": "VI-SEEM"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "project": "\nDG NEAR"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "project": "VI-SEEM"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "project": "DG NEAR "
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "project": "DG NEAR"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "project": "EAPConnect 2"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "project": "DG NEAR"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "project": "EaPConnect2"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "project": "NI4OS"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "project": "EaPConnect2, DG NEAR;"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "project": "H2020 NI4OS"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "project": "EaPConnect2, DG NEAR; "
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "project": "H2020 NI4OS"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "project": "MAGIC "
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "project": "AARC"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "project": "TANDEM "
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "project": "EOSC"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "project": "BELLA"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "project": "BELLA"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "project": "CLONETS"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "project": "European student card"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "project": "EOSC"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "project": "European student card"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "project": "Bella"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "project": "CLONETS"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "project": "EOSC"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "project": "BELLA"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "project": "EDSSI - European student card"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "project": "CLONETS-DS"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "project": "EDSSI - European student card"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "project": "LuCySe4RE - GA 101127864"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "project": "Lux4QCI - GA 101091508"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "project": "PROTECTIVE"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "project": "DANUBIUS"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "project": "DANUBIUS"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "project": "PROTECTIVE"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "project": "DANUBIUS"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "project": "SIMARGL"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "project": "PROTECTIVE"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "project": "DANUBIUS"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "project": "SIMARGL"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "project": "SIMARGL"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "project": "DANUBIUS"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "project": "DANUBIUS"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "project": "RoNaQCI"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "project": "DANUBIUS"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "project": "RoNaQCI"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "project": "PRACE"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2021,
+    "project": "EUDAT CDI"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "project": "EOSC-Future"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "project": "PRACE"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "project": "SSHOC Social Sciences & Humanities Open Cloud"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "project": "OCRE"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "project": "CLARIN"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "project": "CESSDA"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "project": "European Digital Student Service Infrastructure Level2 (EDSSI L2)"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "project": "Erasmus Without Paper"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "project": "OpenAIRE"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "project": "EMREX"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "project": "EuroHPC JU"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "EOSC-Future"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "EMREX"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "European Digital Student Service Infrastructure Level2 (EDSSI L2)"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "OpenAIRE"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "CESSDA"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "EuroHPC JU"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "Erasmus Without Paper"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "CLARIN"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "PRACE"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "SUBMERSE"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "OSTrails"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "SSHOC Social Sciences & Humanities Open Cloud"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "project": "Skills4EOSC"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "project": "\n\nESS"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "project": "EUMETSAT"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "project": "EISCAT3D"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "project": "EUMETSAT"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "project": "eIDAS"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "project": "LHCONE "
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "project": "ESS"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "project": "EISCAT3D"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "project": "EUMETSAT"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "project": "ESS"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "project": "eIDAS"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "project": "EISCAT3D"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "project": "LHCONE "
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "project": "EISCAT3D"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "project": "ESS"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "project": "eIDAS"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "project": "LHCONE "
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "project": "EUMETSAT"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "project": "EU Digital Wallet"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "project": "EOSC"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "project": "EOSC"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "project": "EU Digital Wallet"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "project": "Asterics and Magic"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "project": "AARC"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "project": "AARC2"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "project": "Asterics"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "project": "EOSC"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "project": "AARC2"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "project": "Asterics"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "project": "Concordia"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "project": "OCRE"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "project": "QIA"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "project": "Concordia"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "project": "OCRE"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "project": "EUDAT CDI"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "EDIH"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "EGI-ACE"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "EuroQCI"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "FAIRCORE4EOSC"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "FAIR-Impact"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "QIA"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "CS3MESH4EOSC"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "ENVRI-FAIR"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "MultiXscale"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "EOSC-Future"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "Examode"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "CompBioMed"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "ReaxPro"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "DICE"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "GREAT"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "C-Scale"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "project": "EuroCC"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "EOSC-Future"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "HEREDITARY"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "EOSC-ENTRUST"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "Spectrum"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "OSTrails"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "AARC Tree"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "Fair-Impact"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "EXA Mode"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "EPI"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "EBSI-Vector"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "DC4EU"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "Concordia"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "FAIR-Impact"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "ENVRI-FAIR"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "Examode"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "DICE"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "GREAT"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "EuroCC2"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "ReaxPro"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "CompBioMed2"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "MultiXscale"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "FAIRCORE4EOSC"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "CS3MESH4EOSC"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "C-Scale"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "EDIH"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "EuroQCI"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "QIA"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "project": "EGI-ACE"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "project": "EOSC"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "project": "EOSC"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "project": "EOSC"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "project": "EOSC"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "project": "EGI"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "project": "EOSC-hub"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "project": "EOSC-HUB"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "project": "EOSCHub"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "project": "EuroCC"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "project": "Euro-CC"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "project": "EGI-ACE"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "project": "EOSC Hub"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "project": "Euro-CC"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "project": "EOSC-Hub"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "project": "EGI-ACE"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "project": "Euro-CC"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "project": "EPOGRAHPC"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "project": "EuroScienceGateway"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "project": "IMagine"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "project": "EGI-ACE"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "project": "EUMaster4HPC"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "project": "EAPConnect"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "project": "EAP Connect"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "project": "EaPConnect"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "project": "EU4Digital"
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/EOSCListings.json b/test/data/presentation_models_data/EOSCListings.json
new file mode 100644
index 00000000..85f2b9db
--- /dev/null
+++ b/test/data/presentation_models_data/EOSCListings.json
@@ -0,0 +1,328 @@
+[
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "service_names": [
+      "Not yet..."
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "service_names": [
+      "Not yet... (planned)"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "service_names": [
+      "Not yet... (planned)"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "service_names": [
+      "https://marketplace.eosc-portal.eu/services/metacentrum-cloud"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "service_names": [
+      "https://marketplace.eosc-portal.eu/services/metacentrum-cloud",
+      "https://marketplace.eosc-portal.eu/services/datacare-object-based-storage",
+      "https://marketplace.eosc-portal.eu/services/egi-cloud-compute",
+      "https://marketplace.eosc-portal.eu/services/egi-notebooks"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "service_names": [
+      "https://marketplace.eosc-portal.eu/services/metacentrum-cloud",
+      "https://marketplace.eosc-portal.eu/services/datacare-object-based-storage",
+      "https://marketplace.eosc-portal.eu/services/egi-cloud-compute",
+      "https://marketplace.eosc-portal.eu/services/egi-notebooks"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "service_names": [
+      "https://marketplace.eosc-portal.eu/services/metacentrum-cloud",
+      "https://marketplace.eosc-portal.eu/services/datacare-object-based-storage",
+      "https://marketplace.eosc-portal.eu/services/egi-cloud-compute",
+      "https://marketplace.eosc-portal.eu/services/egi-notebooks"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "service_names": [
+      "CSC ePouta and cPouta,  Rahti Container Cloud"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "service_names": [
+      "CSC ePouta and cPouta,  Rahti Container Cloud"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "service_names": [
+      "CSC ePouta and cPouta,  Rahti Container Cloud"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "service_names": [
+      "CSC ePouta and cPouta",
+      "Rahti Container Cloud"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "service_names": [
+      "RCAAP, INCD, RNCA, RCTS, INCODE2030, "
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "service_names": [
+      "PTCRIS",
+      "CI\u00caNCIAVITAE",
+      "CI\u00caNCIA ID"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "service_names": [
+      "https://www.gcloud.ge/",
+      "https://eeghub.ge/",
+      "https://openscience.ge/"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "service_names": [
+      "https://www.gcloud.ge/",
+      "https://eeghub.ge/",
+      "https://openscience.ge/"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "service_names": [
+      "https://argoeu.github.io/index.html",
+      "https://sentinel.eosc.grnet.gr/dhus/#/home"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "service_names": [
+      "https://argoeu.github.io/index.html",
+      "https://inthub2.copernicus.eu/dhus/#/home",
+      "https://marketplace.eosc-portal.eu/providers/grnet"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "service_names": [
+      "https://marketplace.eosc-portal.eu/services?providers=174",
+      "https://marketplace.eosc-portal.eu/services/argo-monitoring-engine?from_recommendation_panel=true",
+      "https://marketplace.eosc-portal.eu/services/agora-resource-portfolio-management-tool?from_recommendation_panel=true",
+      "https://marketplace.eosc-portal.eu/services/ni4os-europe-repository-service?from_recommendation_panel=true",
+      "https://marketplace.eosc-portal.eu/services/aris",
+      "https://marketplace.eosc-portal.eu/services/aris-archival-service",
+      "https://marketplace.eosc-portal.eu/services/b2safe",
+      "https://marketplace.eosc-portal.eu/services/ni4os-europe-login",
+      "https://marketplace.eosc-portal.eu/services/ni4os-europe-repository-service"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "service_names": [
+      "https://search.marketplace.eosc-portal.eu/search/service?q=*&fq=providers:(%22National%20Infrastructures%20for%20Research%20and%20Technology%22)",
+      "https://marketplace.eosc-portal.eu/services/b2safe",
+      "https://marketplace.eosc-portal.eu/services/eosc.eudat.b2handle",
+      "https://marketplace.eosc-portal.eu/services/ni4os.grnet.aris_-_archival_service",
+      "https://marketplace.eosc-portal.eu/services/ni4os.grnet.aris",
+      "https://marketplace.eosc-portal.eu/services/ni4os.grnet.ni4os-europe_repository_service",
+      "https://marketplace.eosc-portal.eu/services/ni4os.grnet.argo_monitoring_engine",
+      "https://marketplace.eosc-portal.eu/services/ni4os.grnet.ni4os-europe_login",
+      "https://marketplace.eosc-portal.eu/services/ni4os.grnet.agora_resource_portfolio_management_tool",
+      "https://marketplace.eosc-portal.eu/services/ni4os.brfaa.chembioserver",
+      "https://marketplace.eosc-portal.eu/services/ni4os.brfaa.feprepare",
+      "https://marketplace.eosc-portal.eu/services/ni4os.brfaa.nanocrystal",
+      "https://marketplace.eosc-portal.eu/services/eosc.egi-fed.fedearthdata"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "service_names": [
+      "AWS Direct Connect",
+      " L3VPN for clients",
+      "Azure ExpressRoute"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "service_names": [
+      "Azure ExpressRoute"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "service_names": [
+      "HPC",
+      "network (including T&I)",
+      "cloud",
+      "consulting and expert services"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "service_names": [
+      "HPC"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "service_names": [
+      "ROHub",
+      "AI4EOSC"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "service_names": [
+      "https://ni4os.rash.al/en/"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "service_names": [
+      "https://ni4os.rash.al/en/"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "service_names": [
+      "https://ni4os.rash.al/en/"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "service_names": [
+      "B2SAFE"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "service_names": [
+      "SWITCHengines"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "service_names": [
+      "SWITCHengines"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "service_names": [
+      "SWITCHengines"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "service_names": [
+      "Switch Engines"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "service_names": [
+      "EGI Cloud Compute"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "service_names": [
+      "EGI Cloud Compute"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "service_names": [
+      "EGI Cloud Compute, ",
+      " Imaging AI platform for aquatic science"
+    ]
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/ExternalConnections.json b/test/data/presentation_models_data/ExternalConnections.json
new file mode 100644
index 00000000..deae8d84
--- /dev/null
+++ b/test/data/presentation_models_data/ExternalConnections.json
@@ -0,0 +1,16256 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "CESNET",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "ACOnet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "SANET",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "ACOnet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "10",
+        "from_organization": "GEANT",
+        "to_organization": "ACOnet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "VIX",
+        "capacity": "20",
+        "from_organization": "VIX",
+        "to_organization": "ACOnet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Nextlayer",
+        "capacity": "10",
+        "from_organization": "Nextlayer",
+        "to_organization": "ACOnet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "10",
+        "from_organization": "Level3",
+        "to_organization": "ACOnet",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "VIX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "CESNET",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SANET",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "VIX",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "VIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Nextlayer",
+        "capacity": "10",
+        "from_organization": "ACOnet",
+        "to_organization": "Nextlayer",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "10",
+        "from_organization": "ACOnet",
+        "to_organization": "Nextlayer",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "CESNET",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SANET",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "VIX",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "VIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Nextlayer",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "Nextlayer",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "10",
+        "from_organization": "ACOnet",
+        "to_organization": "Nextlayer",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "CESNET",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SANET",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "30",
+        "from_organization": "ACOnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "VIX",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "VIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Nextlayer",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "Nextlayer",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "CenturyLink",
+        "capacity": "10",
+        "from_organization": "ACOnet",
+        "to_organization": "Nextlayer",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "CESNET",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SANET",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "ACOnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "VIX",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "VIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Nextlayer",
+        "capacity": "40",
+        "from_organization": "ACOnet",
+        "to_organization": "Nextlayer",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Hurricane Electric",
+        "capacity": "10",
+        "from_organization": "ACOnet",
+        "to_organization": "Hurricane Electric",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "CESNET",
+        "capacity": "40",
+        "from_organization": "ACOnet",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SANET",
+        "capacity": "40",
+        "from_organization": "ACOnet",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "ACOnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "VIX",
+        "capacity": "100",
+        "from_organization": "ACOnet",
+        "to_organization": "VIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Nextlayer",
+        "capacity": "40",
+        "from_organization": "ACOnet",
+        "to_organization": "Nextlayer",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Hurricane Electric",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "Hurricane Electric",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "CESNET",
+        "capacity": "40",
+        "from_organization": "ACOnet",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SANET",
+        "capacity": "40",
+        "from_organization": "ACOnet",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "ACOnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "VIX",
+        "capacity": "200",
+        "from_organization": "ACOnet",
+        "to_organization": "VIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Nextlayer",
+        "capacity": "40",
+        "from_organization": "ACOnet",
+        "to_organization": "Nextlayer",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Hurricane Electric",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "Hurricane Electric",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "CESNET",
+        "capacity": "100",
+        "from_organization": "ACOnet",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SANET",
+        "capacity": "100",
+        "from_organization": "ACOnet",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "ACOnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "VIX",
+        "capacity": "200",
+        "from_organization": "ACOnet",
+        "to_organization": "VIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Nextlayer",
+        "capacity": "40",
+        "from_organization": "ACOnet",
+        "to_organization": "Nextlayer",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Hurricane Electric",
+        "capacity": "20",
+        "from_organization": "ACOnet",
+        "to_organization": "Hurricane Electric",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "10",
+        "from_organization": "AMRES",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "HUNGARNET",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "HUNGARNET/NIIF",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "SBB",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "SBB service provider",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "ETF",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "ETF",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ETF",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "AMRES",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Hungarnet",
+        "capacity": "10",
+        "from_organization": "AMRES",
+        "to_organization": "Hungarnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SBB",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "SBB provider",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ETF",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "UoB School of Electrical engineering",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "AMRES",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Hungarnet",
+        "capacity": "10",
+        "from_organization": "AMRES",
+        "to_organization": "Hungarnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Telekom",
+        "capacity": "10",
+        "from_organization": "AMRES",
+        "to_organization": "Telekom Srbija",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "SBB",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "SBB provider",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ETF",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "UoB School of Electrical engineering",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "AMRES",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Hungarnet",
+        "capacity": "10",
+        "from_organization": "AMRES",
+        "to_organization": "Hungarnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Telekom",
+        "capacity": "10",
+        "from_organization": "AMRES",
+        "to_organization": "Telekom Srbija",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "SBB",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "SBB provider",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ETF",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "UoB School of Electrical engineering",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "AMRES",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Hungarnet",
+        "capacity": "10",
+        "from_organization": "AMRES",
+        "to_organization": "Hungarnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Telekom",
+        "capacity": "10",
+        "from_organization": "AMRES",
+        "to_organization": "Telekom Srbija",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "SBB",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "SBB provider",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ETF",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "UoB School of Electrical engineering",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "AMRES",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Hungarnet",
+        "capacity": "10",
+        "from_organization": "AMRES",
+        "to_organization": "Hungarnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Telekom",
+        "capacity": "10",
+        "from_organization": "AMRES",
+        "to_organization": "Telekom Srbija",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "SBB",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "SBB provider",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ETF",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "UoB School of Electrical engineering",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "30",
+        "from_organization": "AMRES",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Hungarnet/KIFUt/KIFU",
+        "capacity": "40",
+        "from_organization": "AMRES",
+        "to_organization": "Hungarnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Telekom",
+        "capacity": "20",
+        "from_organization": "AMRES",
+        "to_organization": "Telekom Srbija",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "SBB",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "SBB provider",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ETF",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "UoB School of Electrical engineering",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "AMRES",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Hungarnet/KIFUt/KIFU",
+        "capacity": "40",
+        "from_organization": "AMRES",
+        "to_organization": "Hungarnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Telekom",
+        "capacity": "30",
+        "from_organization": "AMRES",
+        "to_organization": "Telekom Srbija",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "SBB",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "SBB provider",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "30",
+        "from_organization": "Arnes",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "CBF",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "GARR",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "CBF2",
+        "capacity": "1",
+        "from_organization": "Arnes",
+        "to_organization": "LightNet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "SIX",
+        "capacity": "20",
+        "from_organization": "Arnes",
+        "to_organization": "SIX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "5",
+        "from_organization": "Arnes",
+        "to_organization": "Level3",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "CIP2",
+        "capacity": "5",
+        "from_organization": "Arnes",
+        "to_organization": "Cogent",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "30",
+        "from_organization": "Arnes",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CBF",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "GARR",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "CBF2",
+        "capacity": "1",
+        "from_organization": "Arnes",
+        "to_organization": "LightNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX",
+        "capacity": "20",
+        "from_organization": "Arnes",
+        "to_organization": "SIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "5",
+        "from_organization": "Arnes",
+        "to_organization": "Level3",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "5",
+        "from_organization": "Arnes",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "50",
+        "from_organization": "Arnes",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CBF",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "GARR",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "CBF2",
+        "capacity": "1",
+        "from_organization": "Arnes",
+        "to_organization": "LightNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX",
+        "capacity": "20",
+        "from_organization": "Arnes",
+        "to_organization": "SIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "5",
+        "from_organization": "Arnes",
+        "to_organization": "Telia",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "14",
+        "from_organization": "Arnes",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "50",
+        "from_organization": "Arnes",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CBF",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "GARR",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "CBF2",
+        "capacity": "1",
+        "from_organization": "Arnes",
+        "to_organization": "LightNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX",
+        "capacity": "20",
+        "from_organization": "Arnes",
+        "to_organization": "SIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "5",
+        "from_organization": "Arnes",
+        "to_organization": "Telia",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "14",
+        "from_organization": "Arnes",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "50",
+        "from_organization": "Arnes",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CBF",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "GARR",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "CBF2",
+        "capacity": "1",
+        "from_organization": "Arnes",
+        "to_organization": "LightNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX",
+        "capacity": "20",
+        "from_organization": "Arnes",
+        "to_organization": "SIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "5",
+        "from_organization": "Arnes",
+        "to_organization": "Telia",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "14",
+        "from_organization": "Arnes",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "60",
+        "from_organization": "Arnes",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CBF",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "GARR",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "CBF2",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "LightNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX",
+        "capacity": "20",
+        "from_organization": "Arnes",
+        "to_organization": "SIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "5",
+        "from_organization": "Arnes",
+        "to_organization": "Telia",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "14",
+        "from_organization": "Arnes",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "200",
+        "from_organization": "Arnes",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CBF",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "GARR",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "CBF2",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "LightNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX",
+        "capacity": "20",
+        "from_organization": "Arnes",
+        "to_organization": "SIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "5",
+        "from_organization": "Arnes",
+        "to_organization": "Telia",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "14",
+        "from_organization": "Arnes",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "300",
+        "from_organization": "Arnes",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CBF",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "GARR",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "CBF2",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "LightNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX",
+        "capacity": "20",
+        "from_organization": "Arnes",
+        "to_organization": "SIX.SI",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "5",
+        "from_organization": "Arnes",
+        "to_organization": "Telia",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "14",
+        "from_organization": "Arnes",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "400",
+        "from_organization": "Arnes",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CBF",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "GARR",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "CBF2",
+        "capacity": "10",
+        "from_organization": "Arnes",
+        "to_organization": "LightNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX",
+        "capacity": "100",
+        "from_organization": "Arnes",
+        "to_organization": "SIX.SI",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "5",
+        "from_organization": "Arnes",
+        "to_organization": "Telia",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "14",
+        "from_organization": "Arnes",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "EaPConnect",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Geant Frankfurt PoP",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "EaPConnect",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Geant Frankfurt PoP",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "GRENA",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GRENA",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "GRENA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ARMIX",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ARMIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "UCOM",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "UCOM",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ArminCo",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ArminCo",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ArmenTel",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ArmenTel",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "EaPConnect",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Geant Frankfurt PoP",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Geant Frankfurt",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARMIX",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ARMIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "UCOM",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "UCOM",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ArminCo",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ArminCo",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ArmenTel",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ArmenTel",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "EaPConnect",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Geant Frankfurt PoP",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Geant Frankfurt",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARMIX",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ARMIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "UCOM",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "UCOM",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ArminCo",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ArminCo",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ArmenTel",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ArmenTel",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "EaPConnect",
+        "capacity": "2",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Geant Frankfurt PoP",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CenturyLink",
+        "capacity": "2",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Geant Frankfurt",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARMIX",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ARMIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Rostelecom",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Rostelecom",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Arpinet",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Arpinet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ArmenTel",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ArmenTel",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "EaPConnect",
+        "capacity": "2",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Geant Frankfurt PoP",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CenturyLink",
+        "capacity": "2",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Geant Frankfurt",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARMIX",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ARMIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Rostelecom",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Rostelecom",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Arpinet",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Arpinet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ArmenTel",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ArmenTel",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "EaPConnect",
+        "capacity": "2",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Geant Frankfurt PoP",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CenturyLink",
+        "capacity": "2",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Geant Frankfurt",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARMIX",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ARMIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Rostelecom",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Rostelecom",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Arpinet",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Arpinet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ArmenTel",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ArmenTel",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "Telecom Armenia",
+        "capacity": "2",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Telecom Armenia",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARMIX",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ARMIX",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ArmenTel",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Rostelecom",
+        "capacity": "1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Rostelecom",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Arpinet",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Arpinet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ArmenTel",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ArmenTel",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "Telecom Armenia",
+        "capacity": "2",
+        "from_organization": "ASNET-AM",
+        "to_organization": "Telecom Armenia",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMNIC",
+        "capacity": "0.1",
+        "from_organization": "ASNET-AM",
+        "to_organization": "AMNIC",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARMIX",
+        "capacity": "10",
+        "from_organization": "ASNET-AM",
+        "to_organization": "ARMIX",
+        "interconnection_method": "open_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "1",
+        "from_organization": "1",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Delta",
+        "capacity": "0.475",
+        "from_organization": "AzScienceNet",
+        "to_organization": "Delta Telecom",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "1",
+        "from_organization": "Geant",
+        "to_organization": "AzScienceNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Delta",
+        "capacity": "0.475",
+        "from_organization": "AzScienceNet",
+        "to_organization": "Delta Telecom",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Geant(Backup)",
+        "capacity": "0.5",
+        "from_organization": "Geant",
+        "to_organization": "AzScienceNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AzEduNet",
+        "capacity": "0.7",
+        "from_organization": "AzScienceNet",
+        "to_organization": "AzEduNet",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "1",
+        "from_organization": "Geant",
+        "to_organization": "AzScienceNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Delta",
+        "capacity": "0.32",
+        "from_organization": "AzScienceNet",
+        "to_organization": "Delta Telecom",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Geant(Backup)",
+        "capacity": "0.5",
+        "from_organization": "Geant",
+        "to_organization": "AzScienceNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AzEduNet",
+        "capacity": "0.7",
+        "from_organization": "AzScienceNet",
+        "to_organization": "AzEduNet",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "1",
+        "from_organization": "Geant",
+        "to_organization": "AzScienceNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Delta",
+        "capacity": "0.32",
+        "from_organization": "AzScienceNet",
+        "to_organization": "Delta Telecom",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Geant(Backup)",
+        "capacity": "0.5",
+        "from_organization": "Geant",
+        "to_organization": "AzScienceNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AzEduNet",
+        "capacity": "0.7",
+        "from_organization": "AzScienceNet",
+        "to_organization": "AzEduNet",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "3",
+        "from_organization": "Geant",
+        "to_organization": "AzScienceNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Delta",
+        "capacity": "0.32",
+        "from_organization": "AzScienceNet",
+        "to_organization": "Delta Telecom",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Geant(Backup)",
+        "capacity": "1",
+        "from_organization": "Geant",
+        "to_organization": "AzScienceNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AzEduNet",
+        "capacity": "2",
+        "from_organization": "AzScienceNet",
+        "to_organization": "AzEduNet",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "3",
+        "from_organization": "Geant",
+        "to_organization": "AzScienceNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Delta",
+        "capacity": "0.32",
+        "from_organization": "AzScienceNet",
+        "to_organization": "Delta Telecom",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Geant(Backup)",
+        "capacity": "1",
+        "from_organization": "Geant",
+        "to_organization": "AzScienceNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AzEduNet",
+        "capacity": "2",
+        "from_organization": "AzScienceNet",
+        "to_organization": "AzEduNet",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "1",
+        "from_organization": "BASNET",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Cross-border fibre to another NREN",
+        "capacity": "1.5",
+        "from_organization": "BASNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "IXP peering",
+        "capacity": "0.1",
+        "from_organization": "BASNET",
+        "to_organization": "National Centre of Traffic Exchange",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "IXP peering",
+        "capacity": "0.01",
+        "from_organization": "BASNET",
+        "to_organization": "National Centre of Traffic Exchange",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "1",
+        "from_organization": "BASNET",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cross-border fibre to another NREN",
+        "capacity": "2.5",
+        "from_organization": "BASNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "IXP peering",
+        "capacity": "0.2",
+        "from_organization": "BASNET",
+        "to_organization": "National Centre of Traffic Exchange",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "5",
+        "from_organization": "BASNET",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cross-border fibre to another NREN",
+        "capacity": "5",
+        "from_organization": "BASNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "IXP peering",
+        "capacity": "0.2",
+        "from_organization": "BASNET",
+        "to_organization": "National Centre of Traffic Exchange",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cross-border fibre to another NREN",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "IXP peering",
+        "capacity": "0.3",
+        "from_organization": "BASNET",
+        "to_organization": "National Centre of Traffic Exchange",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cross-border fibre to another NREN",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "IXP peering",
+        "capacity": "0.3",
+        "from_organization": "BASNET",
+        "to_organization": "National Centre of Traffic Exchange",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "USDTN peering",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "beCloud",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cross-border fibre to another NREN",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "IXP peering",
+        "capacity": "0.3",
+        "from_organization": "BASNET",
+        "to_organization": "National Centre of Traffic Exchange",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "USDTN peering",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "beCloud",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cross-border fibre to another NREN",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "IXP peering",
+        "capacity": "0.3",
+        "from_organization": "BASNET",
+        "to_organization": "National Traffic Exchange Center",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "USDTN peering",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "beCloud",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cross-border fibre to another NREN",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "IXP peering",
+        "capacity": "0.3",
+        "from_organization": "BASNET",
+        "to_organization": "National Traffic Exchange Center",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "USDTN peering",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "beCloud",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cross-border fibre to another NREN",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "IXP peering",
+        "capacity": "0.3",
+        "from_organization": "BASNET",
+        "to_organization": "National Traffic Exchange Center",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "URDN peering",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "beCloud",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "RDC peering",
+        "capacity": "10",
+        "from_organization": "BASNET",
+        "to_organization": "beCloud",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "10",
+        "from_organization": "Belnet",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Transit 1",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "Transit",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Transit 2",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "Level(3)",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Transit 3",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "COGENT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "BNIX",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "BNIX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "FRANCE-IX",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "LINX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "FRANCE-IX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "SURFnet",
+        "capacity": "11",
+        "from_organization": "BELNET",
+        "to_organization": "SURFNET",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "IOT@",
+        "capacity": "440",
+        "from_organization": "BELNET",
+        "to_organization": "RESTENA/RENATER",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "Belnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Transit 1",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 2",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "Level(3)",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 3",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "COGENT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "BNIX",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "BNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "FRANCE-IX",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "FRANCE-IXf",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "SURFnet",
+        "capacity": "1",
+        "from_organization": "BELNET",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "IOT@",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "RESTENA/RENATER",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "Belnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Transit 1",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 2",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "Level(3)",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 3",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "COGENT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "BNIX",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "BNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "FRANCE-IX",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "FRANCE-IXf",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "IOT@",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "RESTENA/RENATER",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "Belnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Transit 1",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 2",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "Telia",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 3",
+        "capacity": "30",
+        "from_organization": "BELNET",
+        "to_organization": "COGENT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "BNIX",
+        "capacity": "80",
+        "from_organization": "BELNET",
+        "to_organization": "BNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "FRANCE-IX",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "FRANCE-IXf",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "IOT@",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "RESTENA/RENATER",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "120",
+        "from_organization": "Belnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Transit 1",
+        "capacity": "30",
+        "from_organization": "BELNET",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 2",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "Telia",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 3",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "COGENT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "BNIX",
+        "capacity": "80",
+        "from_organization": "BELNET",
+        "to_organization": "BNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "FRANCE-IX",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "FRANCE-IXf",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "IOT@",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "RESTENA/RENATER",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "200",
+        "from_organization": "Belnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Transit 1",
+        "capacity": "100",
+        "from_organization": "BELNET",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 2",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "Telia",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 3",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "COGENT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "BNIX",
+        "capacity": "120",
+        "from_organization": "BELNET",
+        "to_organization": "BNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "60",
+        "from_organization": "BELNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "30",
+        "from_organization": "BELNET",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "FRIXANCE-",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "IOT@",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "RESTENA/RENATER",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "200",
+        "from_organization": "Belnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Transit 1",
+        "capacity": "40",
+        "from_organization": "BELNET",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 2",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "Lumen",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 3",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "COGENT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "BNIX",
+        "capacity": "120",
+        "from_organization": "BELNET",
+        "to_organization": "BNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "60",
+        "from_organization": "BELNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "30",
+        "from_organization": "BELNET",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "PNI 1",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "Amazon",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "IOT@",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "RESTENA/RENATER",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "200",
+        "from_organization": "Belnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Transit 1",
+        "capacity": "100",
+        "from_organization": "BELNET",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 2",
+        "capacity": "30",
+        "from_organization": "BELNET",
+        "to_organization": "Lumen",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 3",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "COGENT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "BNIX",
+        "capacity": "120",
+        "from_organization": "BELNET",
+        "to_organization": "BNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "60",
+        "from_organization": "BELNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "30",
+        "from_organization": "BELNET",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "PNI 1",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "Amazon",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "IOT@",
+        "capacity": "10",
+        "from_organization": "BELNET",
+        "to_organization": "RESTENA/RENATER",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "200",
+        "from_organization": "Belnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Transit 1",
+        "capacity": "100",
+        "from_organization": "BELNET",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 2",
+        "capacity": "100",
+        "from_organization": "BELNET",
+        "to_organization": "Lumen",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Transit 3",
+        "capacity": "100",
+        "from_organization": "BELNET",
+        "to_organization": "COGENT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "BNIX",
+        "capacity": "260",
+        "from_organization": "BELNET",
+        "to_organization": "BNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "100",
+        "from_organization": "BELNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "30",
+        "from_organization": "BELNET",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "PNI 1",
+        "capacity": "20",
+        "from_organization": "BELNET",
+        "to_organization": "Amazon",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "PNI",
+        "capacity": "30",
+        "from_organization": "BELNET",
+        "to_organization": "Google  Cache",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "BREN",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "BREN",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "BREN",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "BREN",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "BREN",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "BREN",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "BREN",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "BREN",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "BREN",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "BREN",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "BREN",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "BREN",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "BREN",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "BREN",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "BREN",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "BREN",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "BREN",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "BREN",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "ZG-VIE",
+        "capacity": "20",
+        "from_organization": "GEANT",
+        "to_organization": "CARNET",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "ZG-BUD",
+        "capacity": "20",
+        "from_organization": "GEANT",
+        "to_organization": "CARNET",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "BACKUP",
+        "capacity": "10",
+        "from_organization": "COGENT",
+        "to_organization": "CARNET",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "ZG-Vienna",
+        "capacity": "20",
+        "from_organization": "GEANT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ZG-Budapest",
+        "capacity": "20",
+        "from_organization": "GEANT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "COGENT",
+        "capacity": "10",
+        "from_organization": "COGENT",
+        "to_organization": "CARNet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "Telia",
+        "to_organization": "CARNet",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "ZG-Vienna",
+        "capacity": "20",
+        "from_organization": "GEANT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ZG-Budapest",
+        "capacity": "20",
+        "from_organization": "GEANT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "COGENT",
+        "capacity": "10",
+        "from_organization": "COGENT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "Telia",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "ZG-Vienna",
+        "capacity": "20",
+        "from_organization": "GEANT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ZG-Budapest",
+        "capacity": "20",
+        "from_organization": "GEANT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "COGENT",
+        "capacity": "10",
+        "from_organization": "COGENT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "Telia",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "ZG-Vienna",
+        "capacity": "40",
+        "from_organization": "GEANT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ZG-Budapest",
+        "capacity": "40",
+        "from_organization": "GEANT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "COGENT",
+        "capacity": "10",
+        "from_organization": "COGENT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "Telia",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CiX",
+        "capacity": "20",
+        "from_organization": "CARNET",
+        "to_organization": "Srce",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "ZG-Vienna",
+        "capacity": "40",
+        "from_organization": "GEANT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ZG-Budapest",
+        "capacity": "40",
+        "from_organization": "GEANT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "COGENT",
+        "capacity": "10",
+        "from_organization": "COGENT",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "Telia",
+        "to_organization": "CARNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CiX",
+        "capacity": "20",
+        "from_organization": "CARNET",
+        "to_organization": "Srce",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "ZG-Vienna",
+        "capacity": "40",
+        "from_organization": "GEANT",
+        "to_organization": "CARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ZG-GEANT",
+        "capacity": "40",
+        "from_organization": "GEANT",
+        "to_organization": "CARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ZG-COGENT",
+        "capacity": "10",
+        "from_organization": "COGENT",
+        "to_organization": "CARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "Telia",
+        "to_organization": "CARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CiX",
+        "capacity": "20",
+        "from_organization": "SRCE",
+        "to_organization": "CARNET",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "ZG-Vienna",
+        "capacity": "50",
+        "from_organization": "GEANT",
+        "to_organization": "CARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ZG-GEANT",
+        "capacity": "50",
+        "from_organization": "GEANT",
+        "to_organization": "CARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ZG-COGENT",
+        "capacity": "10",
+        "from_organization": "COGENT",
+        "to_organization": "CARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "Telia",
+        "to_organization": "CARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CiX",
+        "capacity": "20",
+        "from_organization": "SRCE",
+        "to_organization": "CARNET",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "30",
+        "from_organization": "CESNET",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Aconet",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "ACONET",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Sanet",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "SANET",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "NetherLight",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "GLIF",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Starlight",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "GLIF",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Commercial Internet",
+        "capacity": "6",
+        "from_organization": "CESNET",
+        "to_organization": "Telia",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "NIX.cz",
+        "capacity": "40",
+        "from_organization": "CESNET",
+        "to_organization": "NIX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Twaren",
+        "capacity": null,
+        "from_organization": "CESNET",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "100",
+        "from_organization": "CESNET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Aconet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "ACONET",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Sanet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "SANET",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NetherLight",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "GLIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Commercial",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "Telia",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "NIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "-",
+        "capacity": "0",
+        "from_organization": "-",
+        "to_organization": "-",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "-",
+        "capacity": "0",
+        "from_organization": "-",
+        "to_organization": "-",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "100",
+        "from_organization": "CESNET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Aconet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "ACONET",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Sanet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "SANET",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NetherLight",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "GLIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Commercial",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "Telecom Italia",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NIX",
+        "capacity": "40",
+        "from_organization": "CESNET",
+        "to_organization": "NIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "-",
+        "capacity": "0",
+        "from_organization": "-",
+        "to_organization": "-",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "-",
+        "capacity": "0",
+        "from_organization": "-",
+        "to_organization": "-",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "100",
+        "from_organization": "CESNET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Aconet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "ACONET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Sanet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NetherLight",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "GLIF",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Commercial",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "Telecom Italia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NIX",
+        "capacity": "120",
+        "from_organization": "CESNET",
+        "to_organization": "NIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "-",
+        "capacity": "0",
+        "from_organization": "-",
+        "to_organization": "-",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "100",
+        "from_organization": "CESNET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Aconet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "ACONET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Sanet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Netherlight",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "GLIF",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Commercial",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "Telecom Italia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NIX",
+        "capacity": "120",
+        "from_organization": "CESNET",
+        "to_organization": "NIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "-",
+        "capacity": "0",
+        "from_organization": "-",
+        "to_organization": "-",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "100",
+        "from_organization": "CESNET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Aconet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "ACONET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Sanet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Commercial",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "Telecom Italia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NIX",
+        "capacity": "200",
+        "from_organization": "CESNET",
+        "to_organization": "NIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Akamai",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "Akamai",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "100",
+        "from_organization": "CESNET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Aconet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "ACONET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Sanet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Commercial",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "Telecom Italia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NIX",
+        "capacity": "200",
+        "from_organization": "CESNET",
+        "to_organization": "NIX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Akamai",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "Akamai",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "100",
+        "from_organization": "CESNET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Aconet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "ACONET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Sanet",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Commercial",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "Telecom Italia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NIX",
+        "capacity": "200",
+        "from_organization": "CESNET",
+        "to_organization": "NIX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "40",
+        "from_organization": "CESNET",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Akamai",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "Akamai",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "100",
+        "from_organization": "CESNET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Aconet",
+        "capacity": "40",
+        "from_organization": "CESNET",
+        "to_organization": "ACONET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "CESNET",
+        "to_organization": "PIONIER",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Sanet",
+        "capacity": "40",
+        "from_organization": "CESNET",
+        "to_organization": "SANET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Commercial ",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "Telecom Italia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NIX",
+        "capacity": "200",
+        "from_organization": "CESNET",
+        "to_organization": "NIX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "CESNET",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "40",
+        "from_organization": "CESNET",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "NORDUnet transit",
+        "capacity": "100",
+        "from_organization": "Funet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "FICIX IXP peering",
+        "capacity": "30",
+        "from_organization": "Funet",
+        "to_organization": "FICIX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Kemi - Lule\u00e5 cross-border fiber",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "Sunet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Helsinki - Tallinn cross border fiber",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "EEnet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "TREX IXP peering",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "IXP peering",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "NOX-HEL Open exhange",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "Runnet",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "NORDUnet transit",
+        "capacity": "100",
+        "from_organization": "Funet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "FICIX IXP peering",
+        "capacity": "30",
+        "from_organization": "Funet",
+        "to_organization": "FICIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Kemi - Lule\u00e5 cross-border fiber",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "Sunet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Helsinki - Tallinn CBF",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "EEnet",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "TREX IXP peering",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "IXP peering",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NOX-HEL Open Exhange",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "Runnet",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "Utsjoki",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "UNINETT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Kemi - Lule\u00e5 cross-border fiber",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "NORDUnet transit",
+        "capacity": "100",
+        "from_organization": "Funet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "FICIX IXP peering",
+        "capacity": "30",
+        "from_organization": "Funet",
+        "to_organization": "FICIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Kemi - Kalix cross-border fiber",
+        "capacity": "20",
+        "from_organization": "Funet",
+        "to_organization": "Sunet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Helsinki - Tallinn CBF",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "EEnet",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "TREX IXP peering",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "IXP peering",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NOX-HEL Open Exhange",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "Runnet",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "Utsjoki",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "UNINETT",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "NORDUnet transit",
+        "capacity": "100",
+        "from_organization": "Funet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "FICIX IXP peering",
+        "capacity": "30",
+        "from_organization": "Funet",
+        "to_organization": "FICIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Kemi - Kalix cross-border fiber",
+        "capacity": "20",
+        "from_organization": "Funet",
+        "to_organization": "Sunet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Helsinki - Tallinn CBF",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "EEnet",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "TREX IXP peering",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "IXP peering",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NOX-HEL Open Exhange",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "Runnet",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "Utsjoki",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "UNINETT",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "NORDUnet transit",
+        "capacity": "100",
+        "from_organization": "Funet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "FICIX IXP peering",
+        "capacity": "30",
+        "from_organization": "Funet",
+        "to_organization": "FICIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Kemi - Kalix cross-border fiber",
+        "capacity": "20",
+        "from_organization": "Funet",
+        "to_organization": "Sunet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Helsinki - Tallinn CBF",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "EEnet",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "TREX IXP peering",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "IXP peering",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NOX-HEL Open Exhange",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "Runnet",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "Utsjoki",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "UNINETT",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "NORDUnet transit",
+        "capacity": "100",
+        "from_organization": "Funet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "FICIX IXP peering",
+        "capacity": "120",
+        "from_organization": "Funet",
+        "to_organization": "FICIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Kemi - Kalix cross-border fiber",
+        "capacity": "20",
+        "from_organization": "Funet",
+        "to_organization": "Sunet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Helsinki - Tallinn CBF",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "EEnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "TREX IXP peering",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "IXP peering",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NOX-HEL Open Exhange",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "Runnet",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "Utsjoki",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "UNINETT",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "NORDUnet transit",
+        "capacity": "100",
+        "from_organization": "Funet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "FICIX IXP peering",
+        "capacity": "100",
+        "from_organization": "Funet",
+        "to_organization": "FICIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Kemi - Kalix cross-border fiber",
+        "capacity": "100",
+        "from_organization": "Funet",
+        "to_organization": "Sunet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Helsinki - Tallinn CBF",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "EEnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "TREX IXP peering",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "IXP peering",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NOX-HEL Open Exhange",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "Runnet",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "Utsjoki",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "UNINETT",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "NORDUnet transit",
+        "capacity": "300",
+        "from_organization": "Funet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "FICIX IXP peering",
+        "capacity": "210",
+        "from_organization": "Funet",
+        "to_organization": "FICIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Sunet",
+        "capacity": "300",
+        "from_organization": "Funet",
+        "to_organization": "Sunet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Helsinki - Tallinn CBF",
+        "capacity": "100",
+        "from_organization": "Funet",
+        "to_organization": "EENet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "TREX IXP peering",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "IXP peering",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Sodankyl\u00e4 - Utsjoki Tundra",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "SIKT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Sodankyla - Utsjoki Tundra",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "SIKT",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "NORDUnet transit",
+        "capacity": "300",
+        "from_organization": "Funet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "FICIX IXP peering",
+        "capacity": "210",
+        "from_organization": "Funet",
+        "to_organization": "FICIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Sunet",
+        "capacity": "300",
+        "from_organization": "Funet",
+        "to_organization": "Sunet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Helsinki - Tallinn CBF",
+        "capacity": "100",
+        "from_organization": "Funet",
+        "to_organization": "EENet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "TREX IXP peering",
+        "capacity": "10",
+        "from_organization": "Funet",
+        "to_organization": "IXP peering",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "SIKT",
+        "capacity": "120",
+        "from_organization": "Funet",
+        "to_organization": "SIKT",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "1",
+        "from_organization": "Nicosia - Frankfurt",
+        "to_organization": "connect to GEANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "DWS",
+        "capacity": "0.5",
+        "from_organization": "Nicosia - Frankfurt",
+        "to_organization": "connect to the internet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Eumedconnect",
+        "capacity": "0",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "CYNET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GWS",
+        "capacity": null,
+        "from_organization": "CYNET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "CyNet AP1",
+        "capacity": "2",
+        "from_organization": "CYNET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GWS",
+        "capacity": "2",
+        "from_organization": "CYNET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CYIX",
+        "capacity": "1",
+        "from_organization": "CYNET",
+        "to_organization": "CYIX",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "CyNet AP1",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GWS",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CYIX",
+        "capacity": "2",
+        "from_organization": "CYNET",
+        "to_organization": "CYIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GR-IX",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "GR-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CyNet AP2",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CyNet AP3",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "CyNet AP1",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GWS",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CYIX",
+        "capacity": "2",
+        "from_organization": "CYNET",
+        "to_organization": "CYIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GR-IX",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "GR-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CyNet AP2",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CyNet AP3",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "CyNet AP1",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GWS",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CYIX",
+        "capacity": "2",
+        "from_organization": "CYNET",
+        "to_organization": "CYIX",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GR-IX",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "GR-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CyNet AP2",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CyNet AP3",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "CyNet AP1",
+        "capacity": "4",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GWS",
+        "capacity": "4",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CYIX",
+        "capacity": "4",
+        "from_organization": "CYNET",
+        "to_organization": "CYIX",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GR-IX",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "GR-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CyNet AP2",
+        "capacity": "4",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "CyNet AP1",
+        "capacity": "4",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GWS",
+        "capacity": "4",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CYIX",
+        "capacity": "4",
+        "from_organization": "CYNET",
+        "to_organization": "CYIX",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GR-IX",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "GR-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CyNet AP2",
+        "capacity": "4",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "CyNet AP1",
+        "capacity": "4",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GWS",
+        "capacity": "4",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CYIX",
+        "capacity": "4",
+        "from_organization": "CYNET",
+        "to_organization": "CYIX",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GR-IX",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "GR-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CyNet AP2",
+        "capacity": "4",
+        "from_organization": "GEANT",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "Nordunet1",
+        "capacity": "20",
+        "from_organization": "DeiC",
+        "to_organization": "Nordunet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Nordunet2",
+        "capacity": "20",
+        "from_organization": "DeiC",
+        "to_organization": "N",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "DIX",
+        "capacity": "10",
+        "from_organization": "DeiC",
+        "to_organization": "Commercial Internet",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "NORDUnet1",
+        "capacity": "40",
+        "from_organization": "DeiC",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NORDUnet2",
+        "capacity": "20",
+        "from_organization": "DeiC",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "DIX",
+        "capacity": "10",
+        "from_organization": "DeiC",
+        "to_organization": "Commercial Internet",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "NORDUnet1",
+        "capacity": "40",
+        "from_organization": "DeiC",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NORDUnet2",
+        "capacity": "20",
+        "from_organization": "DeiC",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "DIX",
+        "capacity": "10",
+        "from_organization": "DeiC",
+        "to_organization": "Commercial Internet",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "NORDUnet1",
+        "capacity": "100",
+        "from_organization": "DeiC",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NORDUnet2",
+        "capacity": "100",
+        "from_organization": "DeiC",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "DIX",
+        "capacity": "10",
+        "from_organization": "DeiC",
+        "to_organization": "Commercial Internet",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "NDN1",
+        "capacity": "100",
+        "from_organization": "NORDUnet",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NDN2",
+        "capacity": "100",
+        "from_organization": "NORDUnet",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "DIX",
+        "capacity": "10",
+        "from_organization": "Peering",
+        "to_organization": "DeiC",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "TelePost",
+        "capacity": "1",
+        "from_organization": "TelePost",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIT",
+        "capacity": "10",
+        "from_organization": "SIT",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "NDN1",
+        "capacity": "100",
+        "from_organization": "NORDUnet",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NDN2",
+        "capacity": "100",
+        "from_organization": "NORDUnet",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "DIX",
+        "capacity": "10",
+        "from_organization": "Peering",
+        "to_organization": "DeiC",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "TelePost",
+        "capacity": "1",
+        "from_organization": "TelePost",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIT",
+        "capacity": "10",
+        "from_organization": "SIT",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "NDN1",
+        "capacity": "100",
+        "from_organization": "NORDUnet",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NDN2",
+        "capacity": "100",
+        "from_organization": "NORDUnet",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "DIX",
+        "capacity": "10",
+        "from_organization": "Peering",
+        "to_organization": "DeiC",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Tusass",
+        "capacity": "1",
+        "from_organization": "Tusass",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIT",
+        "capacity": "10",
+        "from_organization": "SIT",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "NDN1",
+        "capacity": "100",
+        "from_organization": "NORDUnet",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NDN2",
+        "capacity": "100",
+        "from_organization": "NORDUnet",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "DIX",
+        "capacity": "10",
+        "from_organization": "Peering",
+        "to_organization": "DeiC",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Tusass",
+        "capacity": "1",
+        "from_organization": "Tusass",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIT",
+        "capacity": "10",
+        "from_organization": "SIT",
+        "to_organization": "DeiC",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT1",
+        "capacity": "100",
+        "from_organization": "Frankfurt",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GEANT2",
+        "capacity": "100",
+        "from_organization": "Hamburg",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": null,
+        "from_organization": "Frankfurt-DECIX",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "DE-Telekom1",
+        "capacity": "10",
+        "from_organization": "Hannover-DT",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "10",
+        "from_organization": "Tallinn",
+        "to_organization": "Tallinn",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "FUNET",
+        "capacity": "10",
+        "from_organization": "Tallinn",
+        "to_organization": "Helsinki",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "10",
+        "from_organization": "Tallinn",
+        "to_organization": "Helsinki",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "RUNNet",
+        "capacity": "10",
+        "from_organization": "Tallinn",
+        "to_organization": "Helsinki",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "RTIX",
+        "capacity": "10",
+        "from_organization": "Tallinn",
+        "to_organization": "Tallinn",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Elion",
+        "capacity": "1",
+        "from_organization": "Tallinn",
+        "to_organization": "Tallinn",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "10",
+        "from_organization": "Tallinn",
+        "to_organization": "Tallinn",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "FUNET",
+        "capacity": "10",
+        "from_organization": "Tallinn",
+        "to_organization": "Helsinki",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "10",
+        "from_organization": "Tallinn",
+        "to_organization": "Helsinki",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "R",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "RUNNet",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "RTIX",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "Data Communication in Public Administration ASO",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "1",
+        "from_organization": "EENet",
+        "to_organization": "Telia",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "20",
+        "from_organization": "EENet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "FUNET",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "FUNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RUNNet",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "RUNNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RTIX",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "Data Communication in Public Administration ASO",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "1",
+        "from_organization": "EENet",
+        "to_organization": "Telia",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "20",
+        "from_organization": "EENet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "FUNET",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "FUNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RUNNet",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "RUNNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RTIX",
+        "capacity": "20",
+        "from_organization": "EENet",
+        "to_organization": "Data Communication in Public Administration ASO",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "Telia",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "40",
+        "from_organization": "EENet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "FUNET",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "FUNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RUNNet",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "RUNNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RTIX",
+        "capacity": "20",
+        "from_organization": "EENet",
+        "to_organization": "Data Communication in Public Administration ASO",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "Telia",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "40",
+        "from_organization": "EENet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "FUNET",
+        "capacity": "100",
+        "from_organization": "EENet",
+        "to_organization": "FUNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "100",
+        "from_organization": "EENet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RUNNet",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "RUNNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RTIX",
+        "capacity": "20",
+        "from_organization": "EENet",
+        "to_organization": "Data Communication in Public Administration ASO",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "Telia",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "40",
+        "from_organization": "EENet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "FUNET",
+        "capacity": "100",
+        "from_organization": "EENet",
+        "to_organization": "FUNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUnet Open eXchange Helsinki",
+        "capacity": "100",
+        "from_organization": "EENet",
+        "to_organization": "NORDUnet, RUNNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "G\u00c9ANT ba",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "RTIX",
+        "capacity": "20",
+        "from_organization": "EENet",
+        "to_organization": "Data Communication in Public Administration RIA",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia Carrier",
+        "capacity": "6",
+        "from_organization": "EENet",
+        "to_organization": "Telia Carrier",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Telia Carrier",
+        "capacity": "6",
+        "from_organization": "EENet",
+        "to_organization": "Telia Carrier",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "40",
+        "from_organization": "EENet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "FUNET",
+        "capacity": "100",
+        "from_organization": "EENet",
+        "to_organization": "FUNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUnet Open eXchange Helsinki",
+        "capacity": "100",
+        "from_organization": "EENet",
+        "to_organization": "NORDUnet, RUNNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "G\u00c9ANT ba",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "RTIX",
+        "capacity": "20",
+        "from_organization": "EENet",
+        "to_organization": "Data Communication in Public Administration RIA",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia Carrier",
+        "capacity": "6",
+        "from_organization": "EENet",
+        "to_organization": "Telia Carrier",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Hurricane Electric",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "Hurricane Electric",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "40",
+        "from_organization": "EENet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "FUNET",
+        "capacity": "100",
+        "from_organization": "EENet",
+        "to_organization": "FUNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUnet Open eXchange Helsinki",
+        "capacity": "100",
+        "from_organization": "EENet",
+        "to_organization": "NORDUnet, RUNNet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "G\u00c9ANT ba",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "RTIX",
+        "capacity": "20",
+        "from_organization": "EENet",
+        "to_organization": "Data Communication in Public Administration RIA",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Hurricane Electric",
+        "capacity": "10",
+        "from_organization": "EENet",
+        "to_organization": "Hurricane Electric",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GWS (Arelion)",
+        "capacity": "6",
+        "from_organization": "EENet",
+        "to_organization": "GWS (Arelion)",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "20",
+        "from_organization": "G\u00c9ANT ASSOCIATION",
+        "to_organization": "FCT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Gigapix",
+        "capacity": "20",
+        "from_organization": "FCT",
+        "to_organization": "Local ISPs",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "RedIRIS",
+        "capacity": "20",
+        "from_organization": "FCT",
+        "to_organization": "RedIRIS",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "20",
+        "from_organization": "G\u00c9ANT ASSOCIATION",
+        "to_organization": "FCT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Gigapix",
+        "capacity": "20",
+        "from_organization": "FCT",
+        "to_organization": "Local ISPs",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RedIRIS",
+        "capacity": "20",
+        "from_organization": "FCT",
+        "to_organization": "RedIRIS",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "20",
+        "from_organization": "G\u00c9ANT ASSOCIATION",
+        "to_organization": "FCT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Gigapix",
+        "capacity": "20",
+        "from_organization": "FCT",
+        "to_organization": "Local ISPs",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RedIRIS",
+        "capacity": "20",
+        "from_organization": "FCT",
+        "to_organization": "RedIRIS",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "20",
+        "from_organization": "G\u00c9ANT ASSOCIATION",
+        "to_organization": "FCT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Gigapix",
+        "capacity": "20",
+        "from_organization": "FCT",
+        "to_organization": "Local ISPs",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RedIRIS",
+        "capacity": "20",
+        "from_organization": "FCT",
+        "to_organization": "RedIRIS",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "30",
+        "from_organization": "G\u00c9ANT ASSOCIATION",
+        "to_organization": "FCT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Gigapix",
+        "capacity": "20",
+        "from_organization": "FCT",
+        "to_organization": "Local ISPs",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RedIRIS",
+        "capacity": "30",
+        "from_organization": "FCT",
+        "to_organization": "RedIRIS",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "5",
+        "from_organization": "FCT",
+        "to_organization": "Global Internet",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "40",
+        "from_organization": "G\u00c9ANT ASSOCIATION",
+        "to_organization": "FCT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Gigapix",
+        "capacity": "200",
+        "from_organization": "FCT",
+        "to_organization": "ISPs",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RedIRIS",
+        "capacity": "30",
+        "from_organization": "FCT",
+        "to_organization": "RedIRIS",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "5",
+        "from_organization": "FCT",
+        "to_organization": "Global Internet",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "100",
+        "from_organization": "G\u00c9ANT ASSOCIATION",
+        "to_organization": "FCT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Gigapix",
+        "capacity": "200",
+        "from_organization": "FCT",
+        "to_organization": "ISPs",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RedIRIS",
+        "capacity": "30",
+        "from_organization": "FCT",
+        "to_organization": "RedIRIS",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "5",
+        "from_organization": "FCT",
+        "to_organization": "Global Internet",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "100",
+        "from_organization": "G\u00c9ANT ASSOCIATION",
+        "to_organization": "FCT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Gigapix",
+        "capacity": "200",
+        "from_organization": "FCT",
+        "to_organization": "ISPs",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RedIRIS",
+        "capacity": "30",
+        "from_organization": "FCT",
+        "to_organization": "RedIRIS",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "5",
+        "from_organization": "FCT",
+        "to_organization": "Global Internet",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "100",
+        "from_organization": "G\u00c9ANT ASSOCIATION",
+        "to_organization": "FCT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Gigapix",
+        "capacity": "200",
+        "from_organization": "FCT",
+        "to_organization": "ISPs",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RedIRIS",
+        "capacity": "30",
+        "from_organization": "FCT",
+        "to_organization": "RedIRIS",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "5",
+        "from_organization": "FCT",
+        "to_organization": "Global Internet",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT Primary+LHCONE backup",
+        "capacity": "100",
+        "from_organization": "Milan-Milan",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GEANT backup+LHCONE primary",
+        "capacity": "100",
+        "from_organization": "Milan-Geneva",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Google",
+        "capacity": "10",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Direct peering",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "MIX",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "IXP",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Namex",
+        "capacity": "20",
+        "from_organization": "Rome-Rome",
+        "to_organization": "IXP",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "Rome-Rome",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Google cache",
+        "capacity": "10",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Akamai cache",
+        "capacity": "10",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "ARNES",
+        "capacity": "10",
+        "from_organization": "Trieste-Ljubljana",
+        "to_organization": "NREN, CBF",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "GEANT Primary+LHCONE backup",
+        "capacity": "100",
+        "from_organization": "Milan-Milan",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT backup+LHCONE primary",
+        "capacity": "100",
+        "from_organization": "Milan-Geneva",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Direct peering",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "MIX",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "IXP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NAMEX",
+        "capacity": "20",
+        "from_organization": "Rome-Rome",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "Rome-Rome",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Google cache",
+        "capacity": "10",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Akamai cache",
+        "capacity": "40",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARNES",
+        "capacity": "10",
+        "from_organization": "Trieste-Ljubljana",
+        "to_organization": "NREN, CBF",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT Primary+LHCONE backup",
+        "capacity": "100",
+        "from_organization": "Milan-Milan",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT backup+LHCONE primary",
+        "capacity": "100",
+        "from_organization": "Milan-Geneva",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Direct peering",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "MIX",
+        "capacity": "30",
+        "from_organization": "Milan-Milan",
+        "to_organization": "IXP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NAMEX",
+        "capacity": "20",
+        "from_organization": "Rome-Rome",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "Rome-Rome",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Google cache",
+        "capacity": "10",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Akamai cache",
+        "capacity": "40",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARNES",
+        "capacity": "10",
+        "from_organization": "Trieste-Ljubljana",
+        "to_organization": "NREN, CBF",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT Primary+LHCONE backup",
+        "capacity": "100",
+        "from_organization": "Milan-Milan",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT backup+LHCONE primary",
+        "capacity": "100",
+        "from_organization": "Milan-Geneva",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Direct peering",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "MIX",
+        "capacity": "30",
+        "from_organization": "Milan-Milan",
+        "to_organization": "IXP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NAMEX",
+        "capacity": "20",
+        "from_organization": "Rome-Rome",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "Rome-Rome",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Google cache",
+        "capacity": "10",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Akamai cache",
+        "capacity": "40",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARNES",
+        "capacity": "10",
+        "from_organization": "Trieste-Ljubljana",
+        "to_organization": "NREN, CBF",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT Primary+LHCONE backup",
+        "capacity": "100",
+        "from_organization": "Milan-Milan",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT backup+LHCONE primary",
+        "capacity": "100",
+        "from_organization": "Milan-Geneva",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Direct peering",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "MIX",
+        "capacity": "30",
+        "from_organization": "Milan-Milan",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NAMEX",
+        "capacity": "20",
+        "from_organization": "Rome-Rome",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "Rome-Rome",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google cache",
+        "capacity": "10",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Akamai cache",
+        "capacity": "40",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARNES",
+        "capacity": "10",
+        "from_organization": "Trieste-Ljubljana",
+        "to_organization": "NREN, CBF",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT Primary+LHCONE backup",
+        "capacity": "100",
+        "from_organization": "Milan-Milan",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT backup+LHCONE primary",
+        "capacity": "100",
+        "from_organization": "Milan-Geneva",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Direct peering",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "MIX",
+        "capacity": "100",
+        "from_organization": "Milan-Milan",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NAMEX",
+        "capacity": "100",
+        "from_organization": "Rome-Rome",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "Rome-Rome",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google cache",
+        "capacity": "20",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Akamai cache",
+        "capacity": "40",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARNES",
+        "capacity": "10",
+        "from_organization": "Trieste-Ljubljana",
+        "to_organization": "NREN, CBF",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT Primary+LHCONE backup",
+        "capacity": "100",
+        "from_organization": "Milan-Milan",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT backup+LHCONE primary",
+        "capacity": "100",
+        "from_organization": "Milan-Geneva",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "40",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Direct peering",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "MIX",
+        "capacity": "100",
+        "from_organization": "Milan-Milan",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NAMEX",
+        "capacity": "100",
+        "from_organization": "Rome-Rome",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "Rome-Rome",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google cache",
+        "capacity": "30",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Akamai cache",
+        "capacity": "40",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARNES",
+        "capacity": "10",
+        "from_organization": "Trieste-Ljubljana",
+        "to_organization": "NREN, CBF",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT Primary+LHCONE backup",
+        "capacity": "200",
+        "from_organization": "Milan-Milan",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT backup+LHCONE primary",
+        "capacity": "200",
+        "from_organization": "Milan-Geneva",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "40",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Direct peering",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "MIX",
+        "capacity": "100",
+        "from_organization": "Milan-Milan",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NAMEX",
+        "capacity": "100",
+        "from_organization": "Rome-Rome",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "Rome-Rome",
+        "to_organization": "Commercial ISP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google cache",
+        "capacity": "30",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Akamai cache",
+        "capacity": "40",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARNES",
+        "capacity": "10",
+        "from_organization": "Trieste-Ljubljana",
+        "to_organization": "NREN, CBF",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT Primary+LHCONE backup",
+        "capacity": "200",
+        "from_organization": "Milan-Milan",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT backup+LHCONE primary",
+        "capacity": "200",
+        "from_organization": "Milan-Geneva",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "20",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Commercial ISP ",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "200",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Direct peering",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "MIX",
+        "capacity": "100",
+        "from_organization": "Milan-Milan",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NAMEX",
+        "capacity": "100",
+        "from_organization": "Rome-Rome",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "Rome-Rome",
+        "to_organization": "Commercial ISP ",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google cache",
+        "capacity": "30",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Akamai cache",
+        "capacity": "40",
+        "from_organization": "Bologna-Bologna",
+        "to_organization": "Cache",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ARNES",
+        "capacity": "10",
+        "from_organization": "Trieste-Ljubljana",
+        "to_organization": "NREN, CBF",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "100",
+        "from_organization": "Rome-Rome",
+        "to_organization": "Direct peering",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "100",
+        "from_organization": "Milan-Milan",
+        "to_organization": "Direct peering",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "Caucasus Online",
+        "capacity": "1",
+        "from_organization": "GRENA",
+        "to_organization": "Caucasus Online",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Silknet",
+        "capacity": "1",
+        "from_organization": "GRENA",
+        "to_organization": "Silknet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Deltanet",
+        "capacity": "1",
+        "from_organization": "GRENA",
+        "to_organization": "Deltanet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Magticom",
+        "capacity": "1",
+        "from_organization": "GRENA",
+        "to_organization": "Magticom",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Systemnet",
+        "capacity": "1",
+        "from_organization": "GRENA",
+        "to_organization": "Systemnet",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "GEANT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Level 3",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "Level 3",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ASNET AM",
+        "capacity": "0.5",
+        "from_organization": "",
+        "to_organization": "ASNET AM",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "GRENA",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT Budapest",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "GEANT Budapest",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GEANT Frankfurt",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "GEANT Frankfurt",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "Cogent",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT Budapest",
+        "capacity": "1",
+        "from_organization": "GRENA",
+        "to_organization": "GEANT Budapest",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "1",
+        "from_organization": "GRENA",
+        "to_organization": "Level3",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT Frankfurt",
+        "capacity": "1",
+        "from_organization": "GRENA",
+        "to_organization": "GEANT Frankfurt",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "1",
+        "from_organization": "GRENA",
+        "to_organization": "Cogent",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT Frankfurt",
+        "capacity": "3",
+        "from_organization": "GRENA",
+        "to_organization": "GEANT Frankfurt",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "3",
+        "from_organization": "GRENA",
+        "to_organization": "Cogent",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT Frankfurt",
+        "capacity": "3",
+        "from_organization": "GRENA",
+        "to_organization": "GEANT Frankfurt",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "3",
+        "from_organization": "GRENA",
+        "to_organization": "Cogent",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT Frankfurt",
+        "capacity": "3",
+        "from_organization": "GRENA",
+        "to_organization": "GEANT Frankfurt",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "3",
+        "from_organization": "GRENA",
+        "to_organization": "Cogent",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT Vienna",
+        "capacity": "10",
+        "from_organization": "GRENA",
+        "to_organization": "GEANT Vienna",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "GRENA",
+        "to_organization": "Cogent",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT Vienna",
+        "capacity": "10",
+        "from_organization": "GRENA",
+        "to_organization": "GEANT Vienna",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "GRENA",
+        "to_organization": "Cogent",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "https://www.noc.grnet.gr/en/node/25",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GR-IX",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "geant",
+        "capacity": "20",
+        "from_organization": "grnet",
+        "to_organization": "geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "gr-ix",
+        "capacity": "20",
+        "from_organization": "grnet",
+        "to_organization": "geant",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "geant",
+        "capacity": "30",
+        "from_organization": "grnet",
+        "to_organization": "geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "gr-ix",
+        "capacity": "20",
+        "from_organization": "grnet",
+        "to_organization": "gr-ix",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "geant",
+        "capacity": "30",
+        "from_organization": "grnet",
+        "to_organization": "geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "gr-ix",
+        "capacity": "40",
+        "from_organization": "grnet",
+        "to_organization": "gr-ix",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "geant",
+        "capacity": "30",
+        "from_organization": "grnet",
+        "to_organization": "geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "gr-ix",
+        "capacity": "40",
+        "from_organization": "grnet",
+        "to_organization": "gr-ix",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "geant",
+        "capacity": "80",
+        "from_organization": "grnet",
+        "to_organization": "geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "gr-ix",
+        "capacity": "40",
+        "from_organization": "grnet",
+        "to_organization": "gr-ix",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "geant",
+        "capacity": "80",
+        "from_organization": "grnet",
+        "to_organization": "geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "gr-ix",
+        "capacity": "40",
+        "from_organization": "grnet",
+        "to_organization": "gr-ix",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "geant",
+        "capacity": "80",
+        "from_organization": "grnet",
+        "to_organization": "geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "gr-ix",
+        "capacity": "40",
+        "from_organization": "grnet",
+        "to_organization": "gr-ix",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GTT",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "GTT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Level 3",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "Level 3",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "INEX",
+        "capacity": "20",
+        "from_organization": "HEAnet",
+        "to_organization": "INEX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "HEAnet",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "INEX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "Microsoft",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "HEAnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "JISC",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "JISC",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "Level 3",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "Level 3",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GTT",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "INEX",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "Microsoft",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "HEAnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "JISC",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "JISC",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "Century Link",
+        "capacity": "20",
+        "from_organization": "HEAnet",
+        "to_organization": "Century Link",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GTT",
+        "capacity": "20",
+        "from_organization": "HEAnet",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "INEX",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "Microsoft",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "30",
+        "from_organization": "HEAnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "JISC",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "JISC",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "Century Link",
+        "capacity": "20",
+        "from_organization": "HEAnet",
+        "to_organization": "Century Link",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GTT",
+        "capacity": "20",
+        "from_organization": "HEAnet",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "INEX",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "Microsoft",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "30",
+        "from_organization": "HEAnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "JISC",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "JISC",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "Century Link",
+        "capacity": "20",
+        "from_organization": "HEAnet",
+        "to_organization": "Century Link",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GTT",
+        "capacity": "20",
+        "from_organization": "HEAnet",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "INEX",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "Many",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "30",
+        "from_organization": "HEAnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "JISC",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "JISC",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "Lumen",
+        "capacity": "20",
+        "from_organization": "HEAnet",
+        "to_organization": "Lumen",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GTT",
+        "capacity": "20",
+        "from_organization": "HEAnet",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "INEX",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "Many",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "40",
+        "from_organization": "HEAnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "JISC",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "JISC",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "Cogent",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GTT",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "INEX",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "Many",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "JISC",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "JISC",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "Cogent",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GTT",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "GTT",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "INEX",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "Many",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "HEAnet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "JISC",
+        "capacity": "10",
+        "from_organization": "HEAnet",
+        "to_organization": "JISC",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "10",
+        "from_organization": "London to Israel",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Geant",
+        "capacity": "10",
+        "from_organization": "Frankfurt to Israel",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "IIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "IL-UK",
+        "capacity": "20",
+        "from_organization": "IUCC",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IL-DE",
+        "capacity": "20",
+        "from_organization": "IUCC",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IIX",
+        "capacity": "10",
+        "from_organization": "IUCC",
+        "to_organization": "IIX",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "IL-UK",
+        "capacity": "30",
+        "from_organization": "IUCC",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IL-DE",
+        "capacity": "30",
+        "from_organization": "IUCC",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IIX",
+        "capacity": "10",
+        "from_organization": "IUCC",
+        "to_organization": "IIX",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "IL-UK",
+        "capacity": "30",
+        "from_organization": "IUCC",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IL-DE",
+        "capacity": "30",
+        "from_organization": "IUCC",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IIX",
+        "capacity": "10",
+        "from_organization": "IUCC",
+        "to_organization": "IIX",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "IL-UK",
+        "capacity": "30",
+        "from_organization": "IUCC",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IL-DE",
+        "capacity": "30",
+        "from_organization": "IUCC",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IIX",
+        "capacity": "10",
+        "from_organization": "IUCC",
+        "to_organization": "IIX",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "IL-UK",
+        "capacity": "40",
+        "from_organization": "IUCC",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IL-DE",
+        "capacity": "40",
+        "from_organization": "IUCC",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IIX",
+        "capacity": "10",
+        "from_organization": "IUCC",
+        "to_organization": "IIX",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "IL-UK",
+        "capacity": "40",
+        "from_organization": "IUCC",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IL-DE",
+        "capacity": "40",
+        "from_organization": "IUCC",
+        "to_organization": "Geant",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IIX",
+        "capacity": "10",
+        "from_organization": "IUCC",
+        "to_organization": "IIX",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "Level 3",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "HEAnet - Glasgow",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Google",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Google - London",
+        "capacity": "80",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Akamai - Manchester",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Akamai - London",
+        "capacity": "50",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "IXManchester",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Intech - Manchester",
+        "capacity": "70",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "TiNET",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Tata",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "Level 3",
+        "capacity": "60",
+        "from_organization": "Jisc",
+        "to_organization": "Level 3",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "HEAnet - Glasgow",
+        "capacity": "10",
+        "from_organization": "Jisc",
+        "to_organization": "HEAnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "100",
+        "from_organization": "Jisc",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEant",
+        "capacity": "100",
+        "from_organization": "Jisc",
+        "to_organization": "GEANT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Akamai - Manchester",
+        "capacity": "20",
+        "from_organization": "Jisc",
+        "to_organization": "Akamai",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "100",
+        "from_organization": "Jisc",
+        "to_organization": "LINX",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "Teliasonera",
+        "capacity": "30",
+        "from_organization": "Jisc",
+        "to_organization": "Teliasonera",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Netflix",
+        "capacity": "30",
+        "from_organization": "Jisc",
+        "to_organization": "Netflix",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "20",
+        "from_organization": "Jisc",
+        "to_organization": "Microsoft EU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Amazon",
+        "capacity": "30",
+        "from_organization": "Jisc",
+        "to_organization": "Amazon",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GTT",
+        "capacity": "40",
+        "from_organization": "Jisc",
+        "to_organization": "GTT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "HEAnet - Glasgow",
+        "capacity": "10",
+        "from_organization": "Jisc",
+        "to_organization": "HEAnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "100",
+        "from_organization": "Jisc",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEant",
+        "capacity": "100",
+        "from_organization": "Jisc",
+        "to_organization": "GEANT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Akamai - Manchester",
+        "capacity": "20",
+        "from_organization": "Jisc",
+        "to_organization": "Akamai",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "100",
+        "from_organization": "Jisc",
+        "to_organization": "LINX",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "Teliasonera",
+        "capacity": "40",
+        "from_organization": "Jisc",
+        "to_organization": "Teliasonera",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Netflix",
+        "capacity": "30",
+        "from_organization": "Jisc",
+        "to_organization": "Netflix",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "20",
+        "from_organization": "Jisc",
+        "to_organization": "Microsoft EU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Amazon",
+        "capacity": "30",
+        "from_organization": "Jisc",
+        "to_organization": "Amazon",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GTT",
+        "capacity": "40",
+        "from_organization": "Jisc",
+        "to_organization": "GTT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "HEAnet - Glasgow",
+        "capacity": "10",
+        "from_organization": "Jisc",
+        "to_organization": "HEAnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "100",
+        "from_organization": "Jisc",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEant",
+        "capacity": "100",
+        "from_organization": "Jisc",
+        "to_organization": "GEANT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Akamai - Manchester",
+        "capacity": "20",
+        "from_organization": "Jisc",
+        "to_organization": "Akamai",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "100",
+        "from_organization": "Jisc",
+        "to_organization": "LINX",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "Teliasonera",
+        "capacity": "40",
+        "from_organization": "Jisc",
+        "to_organization": "Teliasonera",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Netflix",
+        "capacity": "30",
+        "from_organization": "Jisc",
+        "to_organization": "Netflix",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "20",
+        "from_organization": "Jisc",
+        "to_organization": "Microsoft EU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Amazon",
+        "capacity": "30",
+        "from_organization": "Jisc",
+        "to_organization": "Amazon",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "CentryLink",
+        "capacity": "300",
+        "from_organization": "Jisc",
+        "to_organization": "Centrylink",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Telia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "400",
+        "from_organization": "Jisc",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "400",
+        "from_organization": "Jisc",
+        "to_organization": "GEANT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Apple",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Apple",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Facebook",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Facebook",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Amazon",
+        "capacity": "50",
+        "from_organization": "Jisc",
+        "to_organization": "Amazon",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "60",
+        "from_organization": "Jisc",
+        "to_organization": "Microsoft EU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Akamai",
+        "capacity": "90",
+        "from_organization": "Jisc",
+        "to_organization": "Amazon",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "CentryLink",
+        "capacity": "300",
+        "from_organization": "Jisc",
+        "to_organization": "Centrylink",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Telia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "400",
+        "from_organization": "Jisc",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "400",
+        "from_organization": "Jisc",
+        "to_organization": "GEANT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Apple",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Apple",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Facebook",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Facebook",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Amazon",
+        "capacity": "230",
+        "from_organization": "Jisc",
+        "to_organization": "Amazon",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "160",
+        "from_organization": "Jisc",
+        "to_organization": "Microsoft EU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "BT",
+        "capacity": "130",
+        "from_organization": "Jisc",
+        "to_organization": "BT",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "CentryLink",
+        "capacity": "300",
+        "from_organization": "Jisc",
+        "to_organization": "Centrylink",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Telia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "400",
+        "from_organization": "Jisc",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "400",
+        "from_organization": "Jisc",
+        "to_organization": "GEANT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Apple",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Apple",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Facebook",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Facebook",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Amazon",
+        "capacity": "230",
+        "from_organization": "Jisc",
+        "to_organization": "Amazon",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Microsoft EU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "BT",
+        "capacity": "130",
+        "from_organization": "Jisc",
+        "to_organization": "BT",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "CentryLink",
+        "capacity": "300",
+        "from_organization": "Jisc",
+        "to_organization": "Centrylink",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Telia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "400",
+        "from_organization": "Jisc",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "400",
+        "from_organization": "Jisc",
+        "to_organization": "GEANT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Apple",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Apple",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Facebook",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Facebook",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Amazon",
+        "capacity": "230",
+        "from_organization": "Jisc",
+        "to_organization": "Amazon",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Microsoft EU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "BT",
+        "capacity": "130",
+        "from_organization": "Jisc",
+        "to_organization": "BT",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "CentryLink",
+        "capacity": "300",
+        "from_organization": "Jisc",
+        "to_organization": "Centrylink",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Telia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "400",
+        "from_organization": "Jisc",
+        "to_organization": "Google",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "400",
+        "from_organization": "Jisc",
+        "to_organization": "GEANT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Apple",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Apple",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "LINX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Facebook",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Facebook",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Amazon",
+        "capacity": "230",
+        "from_organization": "Jisc",
+        "to_organization": "Amazon",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Microsoft",
+        "capacity": "200",
+        "from_organization": "Jisc",
+        "to_organization": "Microsoft EU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "BT",
+        "capacity": "130",
+        "from_organization": "Jisc",
+        "to_organization": "BT",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "30",
+        "from_organization": "GEANT",
+        "to_organization": "NIIFI",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "BIX",
+        "capacity": "30",
+        "from_organization": "BIX",
+        "to_organization": "NIIFI",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "T-systems",
+        "capacity": "20",
+        "from_organization": "T-systems",
+        "to_organization": "NIIFI",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Invitel",
+        "capacity": "20",
+        "from_organization": "Invitel",
+        "to_organization": "NIIFI",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "UPC",
+        "capacity": "10",
+        "from_organization": "UPC",
+        "to_organization": "NIIFI",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Interware",
+        "capacity": "10",
+        "from_organization": "GTS",
+        "to_organization": "NIIFI",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "NISZ",
+        "capacity": "20",
+        "from_organization": "NISZ",
+        "to_organization": "NIIFI",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "AMRES",
+        "capacity": "1",
+        "from_organization": "AMRES",
+        "to_organization": "NIIFI",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "BT",
+        "capacity": "10",
+        "from_organization": "Digi",
+        "to_organization": "NIIFI",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Interware",
+        "capacity": "10",
+        "from_organization": "Interware",
+        "to_organization": "NIIFI",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "NIIF",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "NIIF",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Invitel",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GTS",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "NIIF",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Digi",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "40",
+        "capacity": "40",
+        "from_organization": "GEANT",
+        "to_organization": "NIIF",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "BIX",
+        "capacity": "20",
+        "from_organization": "BIX",
+        "to_organization": "NIIF",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "UPC",
+        "capacity": "20",
+        "from_organization": "UPC",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Invitel",
+        "capacity": "20",
+        "from_organization": "Invitel",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Hungarian Telekom",
+        "capacity": "20",
+        "from_organization": "Hu",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GTS",
+        "capacity": "10",
+        "from_organization": "GTS",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Interware",
+        "capacity": "10",
+        "from_organization": "Interware",
+        "to_organization": "NIIF",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Tarr",
+        "capacity": "10",
+        "from_organization": "TARR",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Digi",
+        "capacity": "10",
+        "from_organization": "Digi",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "MVM NET",
+        "capacity": "20",
+        "from_organization": "MVM NET",
+        "to_organization": "NIIF",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "40",
+        "from_organization": "GEANT",
+        "to_organization": "KIFU",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "BIX",
+        "capacity": "20",
+        "from_organization": "BIX",
+        "to_organization": "KIFU",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "UPC",
+        "capacity": "20",
+        "from_organization": "UPC",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Invitel",
+        "capacity": "20",
+        "from_organization": "Invitel",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Hungarian Telekom",
+        "capacity": "20",
+        "from_organization": "Hu",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GTS",
+        "capacity": "10",
+        "from_organization": "GTS",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Interware",
+        "capacity": "10",
+        "from_organization": "Interware",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Tarr",
+        "capacity": "10",
+        "from_organization": "TARR",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Digi",
+        "capacity": "10",
+        "from_organization": "Digi",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "MVM NET",
+        "capacity": "20",
+        "from_organization": "MVM NET",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "40",
+        "from_organization": "GEANT",
+        "to_organization": "KIFU",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "BIX",
+        "capacity": "20",
+        "from_organization": "BIX",
+        "to_organization": "KIFU",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "UPC",
+        "capacity": "20",
+        "from_organization": "UPC",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Invitel",
+        "capacity": "20",
+        "from_organization": "Invitel",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Hungarian Telekom",
+        "capacity": "20",
+        "from_organization": "Hungarian Telecom",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GTS",
+        "capacity": "10",
+        "from_organization": "GTS",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Interware",
+        "capacity": "10",
+        "from_organization": "Interware",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Tarr",
+        "capacity": "10",
+        "from_organization": "TARR",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Digi",
+        "capacity": "10",
+        "from_organization": "Digi",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "MVM NET",
+        "capacity": "20",
+        "from_organization": "MVM NET",
+        "to_organization": "KIFU",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "GEANT",
+        "to_organization": "KIFU",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "BIX",
+        "capacity": "20",
+        "from_organization": "BIX",
+        "to_organization": "KIFU",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "UPC",
+        "capacity": "20",
+        "from_organization": "UPC",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Invitel",
+        "capacity": "20",
+        "from_organization": "Invitel",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Hungarian Telekom",
+        "capacity": "20",
+        "from_organization": "Hungarian Telecom",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GTS",
+        "capacity": "10",
+        "from_organization": "GTS",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Interware",
+        "capacity": "10",
+        "from_organization": "Interware",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Tarr",
+        "capacity": "20",
+        "from_organization": "TARR",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Digi",
+        "capacity": "10",
+        "from_organization": "Digi",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "MVM NET",
+        "capacity": "20",
+        "from_organization": "MVM NET",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "GEANT",
+        "to_organization": "KIFU",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "BIX",
+        "capacity": "100",
+        "from_organization": "BIX",
+        "to_organization": "KIFU",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "UPC",
+        "capacity": "20",
+        "from_organization": "UPC",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Invitel",
+        "capacity": "20",
+        "from_organization": "Invitel",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Hungarian Telekom",
+        "capacity": "20",
+        "from_organization": "Hungarian Telecom",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GTS",
+        "capacity": "10",
+        "from_organization": "GTS",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Interware",
+        "capacity": "10",
+        "from_organization": "Interware",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Tarr",
+        "capacity": "20",
+        "from_organization": "TARR",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Digi",
+        "capacity": "10",
+        "from_organization": "Digi",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "MVM NET",
+        "capacity": "20",
+        "from_organization": "MVM NET",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "100",
+        "from_organization": "GEANT",
+        "to_organization": "KIFU",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "BIX",
+        "capacity": "100",
+        "from_organization": "BIX",
+        "to_organization": "KIFU",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Vodafone",
+        "capacity": "20",
+        "from_organization": "Vodafone",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Invitel",
+        "capacity": "20",
+        "from_organization": "Invitel",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Magyar Telekom",
+        "capacity": "20",
+        "from_organization": "Hungarian Telecom",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "MVM NET",
+        "capacity": "20",
+        "from_organization": "MVM NET",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Tarr",
+        "capacity": "20",
+        "from_organization": "TARR",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Digi",
+        "capacity": "10",
+        "from_organization": "Digi",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ZNET",
+        "capacity": "10",
+        "from_organization": "ZNET",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "MVM NET",
+        "capacity": "20",
+        "from_organization": "MVM NET",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "200",
+        "from_organization": "GEANT",
+        "to_organization": "KIFU",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "BIX",
+        "capacity": "200",
+        "from_organization": "BIX",
+        "to_organization": "KIFU",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Vodafone",
+        "capacity": "60",
+        "from_organization": "Vodafone",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Invitel",
+        "capacity": "20",
+        "from_organization": "Invitel",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Magyar Telekom",
+        "capacity": "20",
+        "from_organization": "Hungarian Telecom",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "MVM NET",
+        "capacity": "20",
+        "from_organization": "MVM NET",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Tarr",
+        "capacity": "20",
+        "from_organization": "TARR",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Digi",
+        "capacity": "10",
+        "from_organization": "Digi",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ZNET",
+        "capacity": "10",
+        "from_organization": "ZNET",
+        "to_organization": "KIFU",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT POP in zagreb",
+        "capacity": "1",
+        "from_organization": "GEANT POP",
+        "to_organization": "KREN (Kosovo Research and Education Network)",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "2.5",
+        "from_organization": "GEANT",
+        "to_organization": "SigmaNet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "LIX",
+        "capacity": "1",
+        "from_organization": "SIA Latnet Serviss",
+        "to_organization": "SigmaNet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "SMILE",
+        "capacity": "1",
+        "from_organization": "Santa Monica Networks",
+        "to_organization": "SigmaNet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Baltcom Fiber",
+        "capacity": "1",
+        "from_organization": "SIA Baltcom Fiber",
+        "to_organization": "SigmaNet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "TELIA Latvija",
+        "capacity": "0.1",
+        "from_organization": "SIA Telia Latvia",
+        "to_organization": "SigmaNet",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "Lattelecom",
+        "capacity": "1",
+        "from_organization": "IMCS UL",
+        "to_organization": "GEANT Ltd",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Lattelecom",
+        "capacity": "1",
+        "from_organization": "RTU",
+        "to_organization": "Lattelecom",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "Lattelecom",
+        "capacity": "1",
+        "from_organization": "IMCS UL",
+        "to_organization": "GEANT Ltd",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Lattelecom",
+        "capacity": "1",
+        "from_organization": "RTU",
+        "to_organization": "Lattelecom",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "Lattelecom",
+        "capacity": "1",
+        "from_organization": "IMCS UL",
+        "to_organization": "GEANT Ltd",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Lattelecom",
+        "capacity": "1",
+        "from_organization": "RTU",
+        "to_organization": "Lattelecom",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "GEANT",
+        "to_organization": "IMCS UL",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Tet",
+        "capacity": "10",
+        "from_organization": "Tet",
+        "to_organization": "IZM",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "GEANT",
+        "to_organization": "IMCS UL",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Tet",
+        "capacity": "10",
+        "from_organization": "Tet",
+        "to_organization": "IZM",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Bite",
+        "capacity": "10",
+        "from_organization": "Bite",
+        "to_organization": "IZM",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "GEANT",
+        "to_organization": "IMCS UL",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Tet",
+        "capacity": "10",
+        "from_organization": "Tet",
+        "to_organization": "IZM",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Bite",
+        "capacity": "10",
+        "from_organization": "Bite",
+        "to_organization": "IZM",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT access",
+        "capacity": "5",
+        "from_organization": "LITNET",
+        "to_organization": "KAUNAS GEANT POP",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "PIONIER",
+        "capacity": "10",
+        "from_organization": "LITNET KAUNAS POP",
+        "to_organization": "PIONIER POZNAN",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "NORDUNET peering",
+        "capacity": "10",
+        "from_organization": "LITNET KAUNAS POP",
+        "to_organization": "NORDUNET HAMBURG POP",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GEANT CBF service",
+        "capacity": "20",
+        "from_organization": "KAUNAS POP",
+        "to_organization": "POZNAN POP",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Internet second",
+        "capacity": "2",
+        "from_organization": "LITNET VU POP",
+        "to_organization": "BITE GSM",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Vilnius peerings",
+        "capacity": "10",
+        "from_organization": "LITNET VU POP",
+        "to_organization": "TEO AB",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Kaunas",
+        "capacity": "10",
+        "from_organization": "LITNET KAUNAS POP",
+        "to_organization": "TEO AB (Kaunas)",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GLIF",
+        "capacity": "10",
+        "from_organization": "LITNET KAUNAS POP",
+        "to_organization": "PIONIER POZNAN POP",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "GEANT access",
+        "capacity": "5",
+        "from_organization": "LITNET",
+        "to_organization": "KAUNAS GEANT POP",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "PIONIER",
+        "capacity": "10",
+        "from_organization": "LITNET KAUNAS POP",
+        "to_organization": "PIONIER POZNAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUNET peering",
+        "capacity": "10",
+        "from_organization": "LITNET KAUNAS POP",
+        "to_organization": "NORDUNET HAMBURG POP",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT CBF",
+        "capacity": "20",
+        "from_organization": "KAUNAS POP",
+        "to_organization": "POZNAN POP",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Internet second",
+        "capacity": "2",
+        "from_organization": "LITNET VU POP",
+        "to_organization": "BITE GSM",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Vilnius Peer",
+        "capacity": "10",
+        "from_organization": "LITNET VU POP",
+        "to_organization": "TEO AB",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "Kaunas Peer",
+        "capacity": "2",
+        "from_organization": "LITNET KAUNAS POP",
+        "to_organization": "TEO AB (Kaunas)",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GLIF",
+        "capacity": null,
+        "from_organization": "LITNET KAUNAS POP",
+        "to_organization": "PIONIER POZNAN POP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Time Lab",
+        "capacity": null,
+        "from_organization": "Vilnius",
+        "to_organization": "PIONIER",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT access",
+        "capacity": "10",
+        "from_organization": "LITNET KAUNAS POP",
+        "to_organization": "KAUNAS GEANT POP",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "PIONIER",
+        "capacity": "10",
+        "from_organization": "LITNET KAUNAS POP",
+        "to_organization": "PIONIER POZNAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUNET peering",
+        "capacity": "10",
+        "from_organization": "LITNET KAUNAS POP",
+        "to_organization": "NORDUNET HAMBURG POP",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT CBF",
+        "capacity": "20",
+        "from_organization": "KAUNAS POP",
+        "to_organization": "POZNAN POP",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Internet second",
+        "capacity": "2",
+        "from_organization": "LITNET VU POP",
+        "to_organization": "BITE Lietuva",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Vilnius Peer",
+        "capacity": "10",
+        "from_organization": "LITNET VU POP",
+        "to_organization": "Telia LT",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "Time Lab",
+        "capacity": "2",
+        "from_organization": "Vilnius",
+        "to_organization": "PIONIER",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GLIF",
+        "capacity": null,
+        "from_organization": "LITNET KAUNAS POP",
+        "to_organization": "PIONIER POZNAN POP",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Time Lab",
+        "capacity": null,
+        "from_organization": "Vilnius",
+        "to_organization": "PIONIER",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT access",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS POP)",
+        "to_organization": "GEANT (KAUNAS POP)",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "PIONIER peering",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS POP)",
+        "to_organization": "PIONIER (POZNAN)",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NORDUNET peeringas",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS)",
+        "to_organization": "NORDUNET HAMBURG",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "GEANT CBF",
+        "capacity": "20",
+        "from_organization": "GEANT (KAUNAS POP)",
+        "to_organization": "GEANT (POZNAN POP)",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Internet second",
+        "capacity": "2",
+        "from_organization": "LITNET (VILNIUS POP)",
+        "to_organization": "TELIA LT",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LIPTAM",
+        "capacity": "100",
+        "from_organization": "LITNET (VILNIUS POP)",
+        "to_organization": "LIPTAM",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "BALT-IX",
+        "capacity": "10",
+        "from_organization": "LITNET (VILNIUS_POP)",
+        "to_organization": "BALT-IX",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Time Lab",
+        "capacity": "2",
+        "from_organization": "LITNET client",
+        "to_organization": "PIONIER client",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Time Lab",
+        "capacity": "10",
+        "from_organization": "Vilnius",
+        "to_organization": "PIONIER",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT access",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS POP)",
+        "to_organization": "GEANT (KAUNAS POP)",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "PIONIER peering",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS POP)",
+        "to_organization": "PIONIER (POZNAN)",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUNET peeringas",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS)",
+        "to_organization": "NORDUNET HAMBURG",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT CBF",
+        "capacity": "40",
+        "from_organization": "GEANT (KAUNAS POP)",
+        "to_organization": "GEANT (POZNAN POP)",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Internet second",
+        "capacity": "3",
+        "from_organization": "LITNET (VILNIUS POP)",
+        "to_organization": "TELIA LT",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LIPTAM",
+        "capacity": "2",
+        "from_organization": "LITNET (VILNIUS POP)",
+        "to_organization": "LIPTAM",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "BALT-IX",
+        "capacity": "10",
+        "from_organization": "LITNET (VILNIUS_POP)",
+        "to_organization": "BALT-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Time Lab",
+        "capacity": "2",
+        "from_organization": "LITNET client",
+        "to_organization": "PIONIER client",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT access",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS POP)",
+        "to_organization": "GEANT (KAUNAS POP)",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "PIONIER peering",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS POP)",
+        "to_organization": "PIONIER (POZNAN)",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUNET peeringas",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS)",
+        "to_organization": "NORDUNET HAMBURG",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT CBF",
+        "capacity": "40",
+        "from_organization": "GEANT (KAUNAS POP)",
+        "to_organization": "GEANT (POZNAN POP)",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Internet second",
+        "capacity": "3",
+        "from_organization": "LITNET (VILNIUS POP)",
+        "to_organization": "TELIA LT",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LIPTAM",
+        "capacity": "2",
+        "from_organization": "LITNET (VILNIUS POP)",
+        "to_organization": "LIPTAM",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "BALT-IX",
+        "capacity": "10",
+        "from_organization": "LITNET (VILNIUS_POP)",
+        "to_organization": "BALT-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Time Lab",
+        "capacity": null,
+        "from_organization": "LITNET client",
+        "to_organization": "PIONIER client",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT access",
+        "capacity": "20",
+        "from_organization": "LITNET (KAUNAS POP)",
+        "to_organization": "GEANT (KAUNAS POP)",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "PIONIER peering",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS POP)",
+        "to_organization": "PIONIER (POZNAN)",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUNET peeringas",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS)",
+        "to_organization": "NORDUNET HAMBURG",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT CBF",
+        "capacity": "40",
+        "from_organization": "GEANT (KAUNAS POP)",
+        "to_organization": "GEANT (POZNAN POP)",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Internet second",
+        "capacity": "3",
+        "from_organization": "LITNET (VILNIUS POP)",
+        "to_organization": "BIT\u0116 LIETUVA",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LIPTAM",
+        "capacity": "2",
+        "from_organization": "LITNET (VILNIUS POP)",
+        "to_organization": "LIPTAM",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "BALT-IX",
+        "capacity": "10",
+        "from_organization": "LITNET (VILNIUS_POP)",
+        "to_organization": "BALT-IX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Time Lab",
+        "capacity": null,
+        "from_organization": "LITNET client",
+        "to_organization": "PIONIER client",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT access",
+        "capacity": "20",
+        "from_organization": "LITNET (KAUNAS POP)",
+        "to_organization": "GEANT (KAUNAS POP)",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "PIONIER peering",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS POP)",
+        "to_organization": "PIONIER (POZNAN)",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUNET peeringas",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS)",
+        "to_organization": "NORDUNET HAMBURG",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT CBF",
+        "capacity": "40",
+        "from_organization": "GEANT (KAUNAS POP)",
+        "to_organization": "GEANT (POZNAN POP)",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Internet second",
+        "capacity": "3",
+        "from_organization": "LITNET (VILNIUS POP)",
+        "to_organization": "TELIA LIETUVA",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LIPTAM",
+        "capacity": "2",
+        "from_organization": "LITNET (VILNIUS POP)",
+        "to_organization": "LIPTAM",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "BALT-IX",
+        "capacity": "10",
+        "from_organization": "LITNET (VILNIUS_POP)",
+        "to_organization": "BALT-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Time Lab",
+        "capacity": null,
+        "from_organization": "LITNET client",
+        "to_organization": "PIONIER client",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT access",
+        "capacity": "20",
+        "from_organization": "LITNET (KAUNAS POP)",
+        "to_organization": "GEANT (KAUNAS POP)",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "PIONIER peering",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS POP)",
+        "to_organization": "PIONIER (POZNAN)",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "NORDUNET peeringas",
+        "capacity": "10",
+        "from_organization": "LITNET (KAUNAS)",
+        "to_organization": "NORDUNET HAMBURG",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Internet second ",
+        "capacity": "3",
+        "from_organization": "LITNET (VILNIUS POP)",
+        "to_organization": "TELIA LIETUVA",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": " LIPTAM ",
+        "capacity": "2",
+        "from_organization": "LITNET (VILNIUS POP)",
+        "to_organization": "LIPTAM",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "BALT-IX ",
+        "capacity": "10",
+        "from_organization": "LITNET (VILNIUS_POP)",
+        "to_organization": "BALT-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Time Lab",
+        "capacity": null,
+        "from_organization": "LITNET client",
+        "to_organization": "PIONIER client",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "Primary",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Backup",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MARNET",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "Primary",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Backup",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MARNET",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "Primary",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Backup",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MARNET",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "Primary",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Backup",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MARNET",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "Primary",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Backup",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MARNET",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "Primary",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MARNET",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Backup",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MARNET",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": null,
+        "from_organization": "MREN",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": "0.155",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "1",
+        "from_organization": "MREN",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IXP",
+        "capacity": "1",
+        "from_organization": "MREN",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "1",
+        "from_organization": "MREN",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "IXP",
+        "capacity": "1",
+        "from_organization": "MREN",
+        "to_organization": "IXP",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MREN",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MREN",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "MREN",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Mtel",
+        "capacity": "1",
+        "from_organization": "MTEL",
+        "to_organization": "MREN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "IXP",
+        "capacity": "1",
+        "from_organization": "MREN",
+        "to_organization": "MREN",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "10",
+        "from_organization": "GEANT",
+        "to_organization": "MREN",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Mtel",
+        "capacity": "1",
+        "from_organization": "MTEL",
+        "to_organization": "MREN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "IXP",
+        "capacity": "1",
+        "from_organization": "MREN",
+        "to_organization": "MREN",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "10",
+        "from_organization": "Poznan",
+        "to_organization": "Poznan",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GEANT Plus",
+        "capacity": "20",
+        "from_organization": "Poznan",
+        "to_organization": "Poznan",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GEANT Lambda",
+        "capacity": "10",
+        "from_organization": "Poznan",
+        "to_organization": "Julich, DE",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Commercial Internet",
+        "capacity": "15",
+        "from_organization": "Poznan",
+        "to_organization": "Poznan",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "CESNET-ACONET",
+        "capacity": "10",
+        "from_organization": "Cieszyn",
+        "to_organization": "Cieszyn",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "SANET",
+        "capacity": "10",
+        "from_organization": "Bielsko-Biala, PL",
+        "to_organization": "Zilina,",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "BASNET",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "Minsk,",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "LITNET",
+        "capacity": "10",
+        "from_organization": "Bialystok",
+        "to_organization": "Kaunas, LT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "UARNET",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev,",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "as",
+        "capacity": null,
+        "from_organization": "s",
+        "to_organization": "s",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "Poznan, PL",
+        "to_organization": "Poznan",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Plus",
+        "capacity": "20",
+        "from_organization": "Poznan, PL",
+        "to_organization": "Poznan",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "20",
+        "from_organization": "Hamburg",
+        "to_organization": "Julich, DE",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GLIF",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "GLIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": "10",
+        "from_organization": "Frankfurt/M",
+        "to_organization": "DE-CIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "BASNET",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "Minsk,",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "LITNET",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "Kaunas, LT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "UARNET",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "URAN",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "Poznan, PL",
+        "to_organization": "Poznan",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Open",
+        "capacity": "10",
+        "from_organization": "Poznan, PL",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "20",
+        "from_organization": "Hamburg",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GLIF",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "GLIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": "10",
+        "from_organization": "Frankfurt/M",
+        "to_organization": "DE-CIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "London, GB",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LITNET",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "Kaunas, LT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "UARNET",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "URAN",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "Poznan, PL",
+        "to_organization": "Poznan",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Open",
+        "capacity": "10",
+        "from_organization": "Poznan, PL",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "20",
+        "from_organization": "Hamburg",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GLIF",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "GLIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": "10",
+        "from_organization": "Frankfurt/M",
+        "to_organization": "DE-CIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "London, GB",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LITNET",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "Kaunas, LT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "UARNET",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "URAN",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "Poznan, PL",
+        "to_organization": "Poznan",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Open",
+        "capacity": "10",
+        "from_organization": "Poznan, PL",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "20",
+        "from_organization": "Hamburg",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GLIF",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "GLIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": "20",
+        "from_organization": "Frankfurt/M",
+        "to_organization": "DE-CIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "London, GB",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LITNET",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "Kaunas, LT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "UARNET",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "URAN",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "Poznan, PL",
+        "to_organization": "Poznan",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Open",
+        "capacity": "10",
+        "from_organization": "Poznan, PL",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "20",
+        "from_organization": "Hamburg",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GLIF",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "GLIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": "20",
+        "from_organization": "Frankfurt/M",
+        "to_organization": "DE-CIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "London, GB",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LITNET",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "Kaunas, LT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "UARNET",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "URAN",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "Poznan, PL",
+        "to_organization": "Poznan",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Open",
+        "capacity": "10",
+        "from_organization": "Poznan, PL",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "20",
+        "from_organization": "Hamburg",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "Hamburg",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GLIF",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "GLIF",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": "20",
+        "from_organization": "Frankfurt/M",
+        "to_organization": "DE-CIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "London, GB",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "LITNET",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "Kaunas, LT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "UARNET",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "URAN",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "Poznan, PL",
+        "to_organization": "Poznan",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Open",
+        "capacity": "10",
+        "from_organization": "Poznan, PL",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "20",
+        "from_organization": "Hamburg",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "Hamburg",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GLIF",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "GLIF",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": "20",
+        "from_organization": "Frankfurt/M",
+        "to_organization": "DE-CIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "London, GB",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "LITNET",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "Kaunas, LT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "UARNET",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "URAN",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "Poznan, PL",
+        "to_organization": "Poznan",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Open",
+        "capacity": "10",
+        "from_organization": "Poznan, PL",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "20",
+        "from_organization": "Hamburg",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "Hamburg",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GLIF",
+        "capacity": "10",
+        "from_organization": "Hamburg",
+        "to_organization": "GLIF",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": "20",
+        "from_organization": "Frankfurt/M",
+        "to_organization": "DE-CIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "London, GB",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "LITNET",
+        "capacity": "10",
+        "from_organization": "Bialystok, PL",
+        "to_organization": "Kaunas, LT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "UARNET",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "URAN",
+        "capacity": "10",
+        "from_organization": "Zamosc, PL",
+        "to_organization": "Kiev, UA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "CERN",
+        "capacity": "20",
+        "from_organization": "Geneve, CH",
+        "to_organization": "CERN",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "ANA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ATU",
+        "capacity": "0.5",
+        "from_organization": "ATU",
+        "to_organization": "ANA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "AKSHI",
+        "capacity": "1",
+        "from_organization": "ANA",
+        "to_organization": "AKSHI",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "1",
+        "from_organization": "GEANT",
+        "to_organization": "ANA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ATU",
+        "capacity": "0.5",
+        "from_organization": "ATU",
+        "to_organization": "ANA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "AKSHI",
+        "capacity": "1",
+        "from_organization": "ANA",
+        "to_organization": "AKSHI",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ATU",
+        "capacity": "1",
+        "from_organization": "ATU",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ANIX",
+        "capacity": "1",
+        "from_organization": "ANIX",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ATU",
+        "capacity": "1",
+        "from_organization": "ATU",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ANIX",
+        "capacity": "1",
+        "from_organization": "ANIX",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ATU",
+        "capacity": "1",
+        "from_organization": "ATU",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ANIX",
+        "capacity": "1",
+        "from_organization": "ANIX",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ATU",
+        "capacity": "1",
+        "from_organization": "ATU",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ANIX",
+        "capacity": "1",
+        "from_organization": "ANIX",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "2",
+        "from_organization": "GEANT",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ATU",
+        "capacity": "1",
+        "from_organization": "ATU",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ANIX",
+        "capacity": "1",
+        "from_organization": "ANIX",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "GEANT",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ATU",
+        "capacity": "10",
+        "from_organization": "ATU",
+        "to_organization": "RASH",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": null,
+        "from_organization": "RedIRIS",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "ESPANIX",
+        "capacity": null,
+        "from_organization": "RedIRIS",
+        "to_organization": "ESPANIX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "FCCN-CBF",
+        "capacity": "10",
+        "from_organization": "REDIRIS",
+        "to_organization": "FCCN",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "ISP-1",
+        "capacity": null,
+        "from_organization": "REDIRIS",
+        "to_organization": "COGENT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "ISP-2",
+        "capacity": null,
+        "from_organization": "RedIRIS",
+        "to_organization": "Level3",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "IXP-2",
+        "capacity": "1",
+        "from_organization": "RedIRIS",
+        "to_organization": "CATNIX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Google Peering",
+        "capacity": "10",
+        "from_organization": "RedIRIS",
+        "to_organization": "GOOGLE",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": "60",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ISP-1",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "CATNIX",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "60",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ISP-1",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ISP-2",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GOOGLE",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "ESPANIX",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": "2",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GIGAPIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "FCCN",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ISP-1",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ISP-2",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GOOGLE",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ESPANIX",
+        "capacity": "60",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CATNIX",
+        "capacity": "2",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GIGAPIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "FCCN",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ISP-1",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ISP-2",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GOOGLE",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ESPANIX",
+        "capacity": "60",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CATNIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GIGAPIX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "FCCN",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ISP-1",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ISP-2",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GOOGLE",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ESPANIX",
+        "capacity": "60",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CATNIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GIGAPIX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "FCCN",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ISP-1",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ISP-2",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "FCCN",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ESPANIX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CATNIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GIGAPIX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GOOGLE",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ISP-1",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "ISP-2",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GOOGLE",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GIGAPIX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "FCCN",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "600",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "ISP-1",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ISP-2",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ESPANIX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Meta",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GOOGLE",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "GIGAPIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "FCCN",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "CATNIX",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "Chisinau- Iasi",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoEduNet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Chisinau",
+        "capacity": "1",
+        "from_organization": "StarNet",
+        "to_organization": "IX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Chisinau-Chisinau",
+        "capacity": "1",
+        "from_organization": "Orange",
+        "to_organization": "Cahul",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Chisinau-Chisinau",
+        "capacity": "0.1",
+        "from_organization": "Moldtelecom",
+        "to_organization": "MD-IX",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "Chisinau-Iasi",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Chisinau",
+        "capacity": "1",
+        "from_organization": "Starnet",
+        "to_organization": "IX",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau-Cahul",
+        "capacity": "1",
+        "from_organization": "Orange",
+        "to_organization": "Cahul",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau",
+        "capacity": "1",
+        "from_organization": "Moldtelecom",
+        "to_organization": "MD-IX",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "Chisinau-Iasi",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Chisinau",
+        "capacity": "1",
+        "from_organization": "Starnet",
+        "to_organization": "IX",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau-Cahul",
+        "capacity": "1",
+        "from_organization": "Orange",
+        "to_organization": "Cahul",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau",
+        "capacity": "1",
+        "from_organization": "Moldtelecom",
+        "to_organization": "MD-IX",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "Chisinau-Bucharest",
+        "capacity": "20",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Chisinau",
+        "capacity": "1",
+        "from_organization": "Starnet",
+        "to_organization": "IX",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau-Cahul",
+        "capacity": "1",
+        "from_organization": "Orange",
+        "to_organization": "Cahul",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau",
+        "capacity": "1",
+        "from_organization": "Moldtelecom",
+        "to_organization": "MD-IX",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "Chisinau-Bucharest",
+        "capacity": "20",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Chisinau",
+        "capacity": "0.1",
+        "from_organization": "Starnet",
+        "to_organization": "University Comrat",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau-Cahul",
+        "capacity": "1",
+        "from_organization": "Orange",
+        "to_organization": "Cahul",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau-Taraclia",
+        "capacity": "0.1",
+        "from_organization": "Orange",
+        "to_organization": "University Taaraclia",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "Chisinau-Bucharest",
+        "capacity": "20",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Chisinau",
+        "capacity": "0.1",
+        "from_organization": "Starnet",
+        "to_organization": "University Comrat",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau-Cahul",
+        "capacity": "1",
+        "from_organization": "Orange",
+        "to_organization": "Cahul",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau-Taraclia",
+        "capacity": "0.1",
+        "from_organization": "Orange",
+        "to_organization": "University Taaraclia",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "Chisinau-Bucharest",
+        "capacity": "20",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Chisinau",
+        "capacity": "0.1",
+        "from_organization": "Starnet",
+        "to_organization": "University Comrat",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau-Cahul",
+        "capacity": "1",
+        "from_organization": "Orange",
+        "to_organization": "Cahul",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau-Taraclia",
+        "capacity": "0.1",
+        "from_organization": "Orange",
+        "to_organization": "University Taaraclia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau-Kiev",
+        "capacity": "10",
+        "from_organization": "RETN",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "Chisinau-Bucharest",
+        "capacity": "20",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Chisinau",
+        "capacity": "0.1",
+        "from_organization": "Starnet",
+        "to_organization": "University Comrat",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau-Taraclia",
+        "capacity": "1",
+        "from_organization": "Orange",
+        "to_organization": "University Taaraclia",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Chisinau-Kiev",
+        "capacity": "10",
+        "from_organization": "RETN",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "CBF FR-LUX",
+        "capacity": null,
+        "from_organization": "Nancy - Esch",
+        "to_organization": "IP Traffic and Grid 5000",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "CBF FR-DE",
+        "capacity": "10",
+        "from_organization": "Strasbourg-Kehl",
+        "to_organization": "LHCONE/OPN and REFIMEVE+",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "IP Traffic and Grid 5000",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "LHCONE",
+        "capacity": "20",
+        "from_organization": "GEANT",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Transit",
+        "capacity": "10",
+        "from_organization": "Intelliquent",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Edgecast",
+        "capacity": "10",
+        "from_organization": "Edgecast",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "DstorageFacebook",
+        "capacity": "10",
+        "from_organization": "Dstorage",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Facebook",
+        "capacity": "10",
+        "from_organization": "Facebook",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Free",
+        "capacity": "10",
+        "from_organization": "Free",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Equinix/FranceIX/SFINX",
+        "capacity": "30",
+        "from_organization": "Equinix/FranceIX/SFINX",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Akamai",
+        "capacity": "10",
+        "from_organization": "Akamai",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "20",
+        "from_organization": "Google",
+        "to_organization": "",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "Esch",
+        "capacity": "20",
+        "from_organization": "RENATER",
+        "to_organization": "RESTENA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "10",
+        "from_organization": "RENATER",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GTT",
+        "capacity": "15",
+        "from_organization": "RENATER",
+        "to_organization": "GTT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "15",
+        "from_organization": "RENATER",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "Esch",
+        "capacity": "20",
+        "from_organization": "RENATER",
+        "to_organization": "RESTENA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "30",
+        "from_organization": "RENATER",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GTT",
+        "capacity": "60",
+        "from_organization": "RENATER",
+        "to_organization": "GTT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "RENATER@France-IX",
+        "capacity": "20",
+        "from_organization": "RENATER",
+        "to_organization": "France-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENATER@Equinix",
+        "capacity": "100",
+        "from_organization": "RENATER",
+        "to_organization": "Equinix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENATER@Lyonix",
+        "capacity": "10",
+        "from_organization": "RENATER",
+        "to_organization": "Lyonix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LHCONE-Paris",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "LHCONE",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "LHCONE-Geneva",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "LHCONE",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "Esch",
+        "capacity": "20",
+        "from_organization": "RENATER",
+        "to_organization": "RESTENA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "30",
+        "from_organization": "RENATER",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GTT",
+        "capacity": "60",
+        "from_organization": "RENATER",
+        "to_organization": "GTT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "RENATER@France-IX",
+        "capacity": "20",
+        "from_organization": "RENATER",
+        "to_organization": "France-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENATER@Equinix",
+        "capacity": "100",
+        "from_organization": "RENATER",
+        "to_organization": "Equinix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENATER@Lyonix",
+        "capacity": "10",
+        "from_organization": "RENATER",
+        "to_organization": "Lyonix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LHCONE-Paris",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "LHCONE",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "LHCONE-Geneva",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "LHCONE",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "Esch",
+        "capacity": "20",
+        "from_organization": "RENATER",
+        "to_organization": "RESTENA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "30",
+        "from_organization": "RENATER",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GTT",
+        "capacity": "60",
+        "from_organization": "RENATER",
+        "to_organization": "GTT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "RENATER@France-IX",
+        "capacity": "20",
+        "from_organization": "RENATER",
+        "to_organization": "France-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENATER@Equinix",
+        "capacity": "100",
+        "from_organization": "RENATER",
+        "to_organization": "Equinix",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "RENATER@Lyonix",
+        "capacity": "10",
+        "from_organization": "RENATER",
+        "to_organization": "Lyonix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LHCONE-Paris",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "LHCONE",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "LHCONE-Geneva",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "LHCONE",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "Esch",
+        "capacity": "20",
+        "from_organization": "RENATER",
+        "to_organization": "RESTENA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "30",
+        "from_organization": "RENATER",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GTT",
+        "capacity": "60",
+        "from_organization": "RENATER",
+        "to_organization": "GTT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "40",
+        "from_organization": "RENATER",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "100",
+        "from_organization": "RENATER",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "RENATER@France-IX",
+        "capacity": "20",
+        "from_organization": "RENATER",
+        "to_organization": "France-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENATER@Equinix",
+        "capacity": "100",
+        "from_organization": "RENATER",
+        "to_organization": "Equinix",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "RENATER@Lyonix",
+        "capacity": "20",
+        "from_organization": "RENATER",
+        "to_organization": "Lyonix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LHCONE-Paris",
+        "capacity": "100",
+        "from_organization": "RENATER",
+        "to_organization": "LHCONE",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "LHCONE-Geneva",
+        "capacity": "100",
+        "from_organization": "RENATER",
+        "to_organization": "LHCONE",
+        "interconnection_method": "geant"
+      }
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "Geant",
+        "capacity": "2.5",
+        "from_organization": "Lux-Fra  & Lux-Ams",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Transit-Post",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Transit-Level3",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "LU-CIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "ECIX",
+        "capacity": "0.5",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Renater",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Lothaire",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Belnet",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "GEANT",
+        "to_organization": "RESTENA",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "",
+        "capacity": "2",
+        "from_organization": "Post",
+        "to_organization": "RESTENA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": "1.5",
+        "from_organization": "Level3",
+        "to_organization": "RESTENA",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "LU-CIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "FranceIX",
+        "capacity": "0.1",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "10",
+        "from_organization": "RESTENA",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CenturyLink",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Post",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "LU-CIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENATER",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "BELNET",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "10",
+        "from_organization": "RESTENA",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CenturyLink",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Post",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "LU-CIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENATER",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "BELNET",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "RESTENA",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Lumen",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Post",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "LU-CIX",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENATER",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "BELNET",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "RESTENA",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Proximus",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Post",
+        "capacity": "25",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "LU-CIX",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENATER",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "BELNET",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "RESTENA",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Proximus",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Post",
+        "capacity": "25",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "LU-CIX",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENATER",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "BELNET",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "100",
+        "from_organization": "RESTENA",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Proximus",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Post",
+        "capacity": "25",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "LU-CIX",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENATER",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "ndn-1",
+        "capacity": "10",
+        "from_organization": "RHnet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "ndn-2",
+        "capacity": "10",
+        "from_organization": "RHnet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "ndn-1",
+        "capacity": "10",
+        "from_organization": "RHnet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ndn-2",
+        "capacity": "10",
+        "from_organization": "RHnet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "rix-1",
+        "capacity": "10",
+        "from_organization": "RHnet",
+        "to_organization": "RIX",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "rix-2",
+        "capacity": "10",
+        "from_organization": "RHnet",
+        "to_organization": "RIX",
+        "interconnection_method": "open_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "ndn-1",
+        "capacity": "10",
+        "from_organization": "RHnet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "ndn-2",
+        "capacity": "10",
+        "from_organization": "RHnet",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "rix-1",
+        "capacity": "10",
+        "from_organization": "RHnet",
+        "to_organization": "RIX",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "rix-2",
+        "capacity": "10",
+        "from_organization": "RHnet",
+        "to_organization": "RIX",
+        "interconnection_method": "open_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "10",
+        "from_organization": "Bucharest",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Level3",
+        "capacity": "10",
+        "from_organization": "Bucharest",
+        "to_organization": "Level3",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "Bucharest",
+        "to_organization": "Cogent",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "RENAM",
+        "capacity": "10",
+        "from_organization": "Iasi-Chisinau",
+        "to_organization": "RENAM",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RENAM",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RoNIX",
+        "capacity": "10",
+        "from_organization": "Bucharest",
+        "to_organization": "RoNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "InterLAN",
+        "capacity": "10",
+        "from_organization": "Bucharest",
+        "to_organization": "InterLAN",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "BalkanIX",
+        "capacity": "10",
+        "from_organization": "Bucharest",
+        "to_organization": "BalkanIX",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Private peerings",
+        "capacity": "10",
+        "from_organization": "Bucharest",
+        "to_organization": "many",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "GEANT",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "RENAM",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RENAM",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RoNIX",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoNIX",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "InterLAN",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "InterLAN",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "BalkanIX",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "BalkanIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "RoEduNet",
+        "to_organization": "many",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Private Peerings",
+        "capacity": "15",
+        "from_organization": "Bucharest",
+        "to_organization": "many",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "GEANT",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "RENAM",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RENAM",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RoNIX",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "InterLAN",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "InterLAN",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "BalkanIX",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "BalkanIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Private Peerings",
+        "capacity": "15",
+        "from_organization": "Bucharest",
+        "to_organization": "many",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "40",
+        "from_organization": "GEANT",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "RENAM",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RENAM",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RoNIX",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "InterLAN",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "InterLAN",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "BalkanIX",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "BalkanIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Private Peerings",
+        "capacity": "15",
+        "from_organization": "Bucharest",
+        "to_organization": "many",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "40",
+        "from_organization": "GEANT",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "RENAM",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RENAM",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RoNIX",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "InterLAN",
+        "capacity": "40",
+        "from_organization": "RoEduNet",
+        "to_organization": "InterLAN",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "BalkanIX",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "BalkanIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "GEANT",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Private Peerings",
+        "capacity": "20",
+        "from_organization": "Bucharest",
+        "to_organization": "many",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT2",
+        "capacity": "100",
+        "from_organization": "GEANT",
+        "to_organization": "RoEduNet",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "RENAM",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "RENAM",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "RoNIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "RoNIX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "InterLAN",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "InterLAN",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "BalkanIX",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "BalkanIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "VIX",
+        "capacity": "100",
+        "from_organization": "RoEduNet",
+        "to_organization": "VIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Private Peerings",
+        "capacity": "20",
+        "from_organization": "Bucharest",
+        "to_organization": "many",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT1",
+        "capacity": "40",
+        "from_organization": "RoEduNet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT2",
+        "capacity": "100",
+        "from_organization": "RoEduNet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Lumen",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "Lumen",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Interlan",
+        "capacity": "40",
+        "from_organization": "RoEduNet",
+        "to_organization": "InterLAN",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Ronix",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENAM",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RENAM",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "BalkanIX",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "BalkanIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RDS",
+        "capacity": "20",
+        "from_organization": "RoEduNet",
+        "to_organization": "RCS&RDS",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT1",
+        "capacity": "40",
+        "from_organization": "RoEduNet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT2",
+        "capacity": "100",
+        "from_organization": "RoEduNet",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Lumen",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "Lumen",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "Cogent",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Interlan",
+        "capacity": "40",
+        "from_organization": "RoEduNet",
+        "to_organization": "InterLAN",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Ronix",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RoNIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "RENAM",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "RENAM",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "BalkanIX",
+        "capacity": "10",
+        "from_organization": "RoEduNet",
+        "to_organization": "BalkanIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "VIX",
+        "capacity": "100",
+        "from_organization": "RoEduNet",
+        "to_organization": "VIX",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "CESNET",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "CESNET",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "ACOnet",
+        "capacity": "101",
+        "from_organization": "SANET",
+        "to_organization": "ACOnet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "Pionier",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "NIX CZ",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "NIX CZ",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "VIX AT",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "VIX AT",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CESNET+NIX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ACOnet+VIX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX.SK",
+        "capacity": null,
+        "from_organization": "SANET",
+        "to_organization": "SIX.sk",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "5",
+        "from_organization": "",
+        "to_organization": "Benestra",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CESNET+NIX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ACOnet+VIX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX.SK",
+        "capacity": "40",
+        "from_organization": "SANET",
+        "to_organization": "SIX.sk",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "5",
+        "from_organization": "",
+        "to_organization": "Benestra",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CESNET+NIX",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ACOnet+VIX",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "ACONET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "Pionier",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX.SK",
+        "capacity": "100",
+        "from_organization": "SANET",
+        "to_organization": "SIX.sk",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "5",
+        "from_organization": "SANET",
+        "to_organization": "Benestra",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CESNET+NIX",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ACOnet+VIX",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "ACONET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "Pionier",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX.SK",
+        "capacity": "100",
+        "from_organization": "SANET",
+        "to_organization": "SIX.sk",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "5",
+        "from_organization": "SANET",
+        "to_organization": "Benestra",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CESNET+NIX",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ACOnet+VIX",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "ACONET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "Pionier",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX.SK",
+        "capacity": "200",
+        "from_organization": "SANET",
+        "to_organization": "SIX.sk",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "Swan",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CESNET+NIX",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ACOnet+VIX",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "ACONET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "Pionier",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX.SK",
+        "capacity": "200",
+        "from_organization": "SANET",
+        "to_organization": "SIX.sk",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "Swan",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CESNET+NIX",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "ACOnet+VIX",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "ACONET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "Pionier",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX.SK",
+        "capacity": "200",
+        "from_organization": "SANET",
+        "to_organization": "SIX.sk",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "Swan",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "SANET",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CESNET+NIX",
+        "capacity": "100",
+        "from_organization": "SANET",
+        "to_organization": "CESNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Pionier",
+        "capacity": "10",
+        "from_organization": "SANET",
+        "to_organization": "Pionier",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SIX.SK",
+        "capacity": "200",
+        "from_organization": "SANET",
+        "to_organization": "SIX.sk",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "20",
+        "from_organization": "SANET",
+        "to_organization": "Swan",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "uninett-nordunet-se",
+        "capacity": "20",
+        "from_organization": "UNINETT",
+        "to_organization": "NORDUnet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "uninett-nordunet-dk",
+        "capacity": "20",
+        "from_organization": "UNINETT",
+        "to_organization": "NORDUnet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "uninett-nordunet3",
+        "capacity": "10",
+        "from_organization": "UNINETT",
+        "to_organization": "NORDUnet",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "nix.nix",
+        "capacity": "10",
+        "from_organization": "UNINETT",
+        "to_organization": "NIX1",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "uninett.nix2",
+        "capacity": "10",
+        "from_organization": "UNINETT",
+        "to_organization": "NIX2",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "uninett-trdix",
+        "capacity": "1",
+        "from_organization": "UNINETT",
+        "to_organization": "TRDIX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "uninett-telenor1",
+        "capacity": "10",
+        "from_organization": "UNINETT",
+        "to_organization": "Telenor",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "uninett-telenor2",
+        "capacity": "10",
+        "from_organization": "UNINETT",
+        "to_organization": "Telenor",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "uninett-bix",
+        "capacity": "1",
+        "from_organization": "UNINETT",
+        "to_organization": "BIX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "oslo-akamai",
+        "capacity": "20",
+        "from_organization": "UNINETT",
+        "to_organization": "Akamai",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "nix.nix",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-trdix",
+        "capacity": "1",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "uninett-nordunet-se2",
+        "capacity": "100",
+        "from_organization": "Uninett",
+        "to_organization": "Nordunet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-nordunet-dk2",
+        "capacity": "100",
+        "from_organization": "Uninett",
+        "to_organization": "Nordunet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-nordunet3",
+        "capacity": "10",
+        "from_organization": "Uninett",
+        "to_organization": "Nordunet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "nix.nix",
+        "capacity": "1",
+        "from_organization": "Uninett",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett.nix2",
+        "capacity": "10",
+        "from_organization": "Uninett",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-trdix",
+        "capacity": "1",
+        "from_organization": "Uninett",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-nordunet3",
+        "capacity": "10",
+        "from_organization": "Uninett",
+        "to_organization": "Nordunet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-tix",
+        "capacity": "1",
+        "from_organization": "Uninett",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-bix",
+        "capacity": "1",
+        "from_organization": "Uninett",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "uninett-nordunet-se2",
+        "capacity": "100",
+        "from_organization": "Uninett",
+        "to_organization": "Nordunet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-nordunet-dk2",
+        "capacity": "100",
+        "from_organization": "Uninett",
+        "to_organization": "Nordunet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-nordunet3",
+        "capacity": "10",
+        "from_organization": "Uninett",
+        "to_organization": "Nordunet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "nix.nix",
+        "capacity": "1",
+        "from_organization": "Uninett",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett.nix2",
+        "capacity": "10",
+        "from_organization": "Uninett",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-trdix",
+        "capacity": "1",
+        "from_organization": "Uninett",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-nordunet3",
+        "capacity": "10",
+        "from_organization": "Uninett",
+        "to_organization": "Nordunet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-tix",
+        "capacity": "1",
+        "from_organization": "Uninett",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-bix",
+        "capacity": "1",
+        "from_organization": "Uninett",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "uninett-nordunet-se2",
+        "capacity": "100",
+        "from_organization": "Uninett",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "uninett-nordunet-dk2",
+        "capacity": "100",
+        "from_organization": "Uninett",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "uninett-nordunet3",
+        "capacity": "100",
+        "from_organization": "Uninett",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "uninett-nordunet-fi",
+        "capacity": "10",
+        "from_organization": "Uninett",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "nix.nix",
+        "capacity": "100",
+        "from_organization": "Uninett",
+        "to_organization": "NIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett.nix2",
+        "capacity": "20",
+        "from_organization": "Uninett",
+        "to_organization": "NIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-telenor1",
+        "capacity": "10",
+        "from_organization": "Uninett",
+        "to_organization": "Telenor",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "uninett-telenor2",
+        "capacity": "10",
+        "from_organization": "Uninett",
+        "to_organization": "Telenor",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-trdix",
+        "capacity": "20",
+        "from_organization": "Uninett",
+        "to_organization": "NIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-bix",
+        "capacity": "1",
+        "from_organization": "Uninett",
+        "to_organization": "NIX",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "uninett-nordunet-hmg9",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-nordunet-usi",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-nordunet3",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "stoleheia-nordunet",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "nix.nix",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "(multiple)",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-microsoft1",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "Microsoft",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-microsoft2",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "Microsoft",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "uninett.nix2",
+        "capacity": "20",
+        "from_organization": "Sikt",
+        "to_organization": "(multiple)",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-six",
+        "capacity": "10",
+        "from_organization": "Sikt",
+        "to_organization": "(multiple)",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-nordunet-fi",
+        "capacity": "10",
+        "from_organization": "Sikt",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "uninett-nordunet-hmg9",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-nordunet-usi",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-nordunet3",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "stoleheia-nordunet",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "nix.nix",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "(multiple)",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-microsoft1",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "Microsoft",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-microsoft2",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "Microsoft",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "uninett.nix2",
+        "capacity": "20",
+        "from_organization": "Sikt",
+        "to_organization": "(multiple)",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-six",
+        "capacity": "10",
+        "from_organization": "Sikt",
+        "to_organization": "(multiple)",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "uninett-nordunet-fi",
+        "capacity": "10",
+        "from_organization": "Sikt",
+        "to_organization": "NORDUnet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "uninett-trdix",
+        "capacity": "20",
+        "from_organization": "Sikt",
+        "to_organization": "(multiple)",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "sundsvall-sunet",
+        "capacity": "100",
+        "from_organization": "Sikt",
+        "to_organization": "SUNET",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "hoytek-bix",
+        "capacity": "10",
+        "from_organization": "Sikt",
+        "to_organization": "(multiple)",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "NORDUnet",
+        "capacity": "200",
+        "from_organization": "SUNET",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "IXP",
+        "capacity": "60",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "NORDUnet",
+        "capacity": "200",
+        "from_organization": "SUNET",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "IXP",
+        "capacity": "60",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "NORDUnet",
+        "capacity": "200",
+        "from_organization": "SUNET",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "IXP",
+        "capacity": "60",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "AMS-IX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NLIX",
+        "capacity": "80",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "BNIX",
+        "capacity": "2",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "UPSTREAM1",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "UPSTREAM2",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "AMS-IX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NLIX",
+        "capacity": "80",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "BNIX",
+        "capacity": "2",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "150",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "UPSTREAM1",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "UPSTREAM2",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NORDUNET",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "AMS-IX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NLIX",
+        "capacity": "80",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "BNIX",
+        "capacity": "2",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "150",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "UPSTREAM1",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "UPSTREAM2",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NORDUNET",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "AMS-IX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NLIX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "150",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "UPSTREAM1",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "UPSTREAM2",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NORDUNET",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      }
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "AMS-IX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NLIX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Asteroid",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "150",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "UPSTREAM1",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "UPSTREAM2",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NORDUNET",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SpeedIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "AMS-IX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NLIX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Asteroid",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "150",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "UPSTREAM1",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "UPSTREAM2",
+        "capacity": "40",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NORDUNET",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SpeedIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "AMS-IX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NLIX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Asteroid",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "150",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "UPSTREAM",
+        "capacity": "120",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NORDUNET",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "SpeedIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT Open London",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "GEANT Open Paris",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "open_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "AMS-IX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "LINX",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "NLIX",
+        "capacity": "200",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Asteroid",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "350",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "UPSTREAM",
+        "capacity": "300",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "NORDUnet",
+        "capacity": "110",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "SpeedIX",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "GEANT Open London",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "GEANT Open Paris",
+        "capacity": "400",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "open_exchange"
+      },
+      {
+        "link_name": "Frys-IX",
+        "capacity": "100",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "100",
+        "from_organization": "Geneva",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "CNAF-CERN-LHCOPN-001",
+        "capacity": "10",
+        "from_organization": "CERN",
+        "to_organization": "GARR",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "CNAF-Fermilab-LHCOPN-001",
+        "capacity": "10",
+        "from_organization": "CERN",
+        "to_organization": "GARR",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Level 3",
+        "capacity": "10",
+        "from_organization": "CERN",
+        "to_organization": "Internet",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "100",
+        "from_organization": "Geneva",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CNAF-CERN-LHCOPN-001",
+        "capacity": "10",
+        "from_organization": "CERN",
+        "to_organization": "GARR",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "CNAF-Fermilab-LHCOPN-001",
+        "capacity": "10",
+        "from_organization": "CERN",
+        "to_organization": "GARR",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Level 3",
+        "capacity": "10",
+        "from_organization": "CERN",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Telia",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Cogent",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Swisscom",
+        "capacity": "20",
+        "from_organization": "SWITCH",
+        "to_organization": "Swisscom",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Equinix",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Equinix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "SwissIX",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CIXP",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "CERN",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "100",
+        "from_organization": "Geneva",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CNAF-CERN-LHCOPN-001",
+        "capacity": "10",
+        "from_organization": "CERN",
+        "to_organization": "GARR",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "CNAF-Fermilab-LHCOPN-001",
+        "capacity": "10",
+        "from_organization": "CERN",
+        "to_organization": "GARR",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Level 3",
+        "capacity": "10",
+        "from_organization": "CERN",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Telia",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Cogent",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Swisscom",
+        "capacity": "20",
+        "from_organization": "SWITCH",
+        "to_organization": "Swisscom",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Equinix",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Equinix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "SwissIX",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CIXP",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "CERN",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "100",
+        "from_organization": "SWITCH",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "CNAF-CERN-LHCOPN-001",
+        "capacity": "10",
+        "from_organization": "CERN",
+        "to_organization": "GARR",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "CNAF-Fermilab-LHCOPN-001",
+        "capacity": "100",
+        "from_organization": "SWITCH",
+        "to_organization": "BelWue",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Centurylink",
+        "capacity": "10",
+        "from_organization": "CERN",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Telia",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Cogent",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Swisscom",
+        "capacity": "20",
+        "from_organization": "SWITCH",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Equinix",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Equinix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "SwissIX",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "SwissIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CIXP",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "CERN",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "100",
+        "from_organization": "SWITCH",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "20",
+        "from_organization": "SWITCH",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Microsoft PNI",
+        "capacity": "20",
+        "from_organization": "SWITCH",
+        "to_organization": "Microsoft",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Centurylink",
+        "capacity": "10",
+        "from_organization": "CERN",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Telia",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Cogent",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Swisscom",
+        "capacity": "20",
+        "from_organization": "SWITCH",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Equinix",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Equinix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "SwissIX",
+        "capacity": "20",
+        "from_organization": "SWITCH",
+        "to_organization": "SwissIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "CIXP",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "CERN",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "200",
+        "from_organization": "SWITCH",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "30",
+        "from_organization": "SWITCH",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Microsoft PNI",
+        "capacity": "20",
+        "from_organization": "SWITCH",
+        "to_organization": "Microsoft",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Centurylink",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Swisscom",
+        "capacity": "40",
+        "from_organization": "SWITCH",
+        "to_organization": "Swisscom",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Equinix",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Equinix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "SwissIX",
+        "capacity": "200",
+        "from_organization": "SWITCH",
+        "to_organization": "SwissIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": "100",
+        "from_organization": "SWITCH",
+        "to_organization": "DE-CIX",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "200",
+        "from_organization": "SWITCH",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "40",
+        "from_organization": "SWITCH",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Microsoft PNI",
+        "capacity": "20",
+        "from_organization": "SWITCH",
+        "to_organization": "Microsoft",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Centurylink",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Swisscom",
+        "capacity": "40",
+        "from_organization": "SWITCH",
+        "to_organization": "Swisscom",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Equinix",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Equinix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "SwissIX",
+        "capacity": "200",
+        "from_organization": "SWITCH",
+        "to_organization": "SwissIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": "100",
+        "from_organization": "SWITCH",
+        "to_organization": "DE-CIX",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "200",
+        "from_organization": "SWITCH",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "40",
+        "from_organization": "SWITCH",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Microsoft PNI",
+        "capacity": "20",
+        "from_organization": "SWITCH",
+        "to_organization": "Microsoft",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Centurylink",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Telia",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Swisscom",
+        "capacity": "40",
+        "from_organization": "SWITCH",
+        "to_organization": "Swisscom",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Equinix",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Equinix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "SwissIX",
+        "capacity": "200",
+        "from_organization": "SWITCH",
+        "to_organization": "SwissIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": "100",
+        "from_organization": "SWITCH",
+        "to_organization": "DE-CIX",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "200",
+        "from_organization": "SWITCH",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "AMS-IX",
+        "capacity": "40",
+        "from_organization": "SWITCH",
+        "to_organization": "AMS-IX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Microsoft PNI",
+        "capacity": "200",
+        "from_organization": "SWITCH",
+        "to_organization": "Microsoft",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Colt",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Arelion",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Cogent",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Internet",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Swisscom",
+        "capacity": "40",
+        "from_organization": "SWITCH",
+        "to_organization": "Swisscom",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "Equinix",
+        "capacity": "10",
+        "from_organization": "SWITCH",
+        "to_organization": "Equinix",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "SwissIX",
+        "capacity": "200",
+        "from_organization": "SWITCH",
+        "to_organization": "SwissIX",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "DE-CIX",
+        "capacity": "100",
+        "from_organization": "SWITCH",
+        "to_organization": "DE-CIX",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "Google",
+        "capacity": "200",
+        "from_organization": "SWITCH",
+        "to_organization": "Google",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "Amazon",
+        "capacity": "100",
+        "from_organization": "SWITCH",
+        "to_organization": "Amazon",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "GEANT Primary",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GEANT Backup",
+        "capacity": "10",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "34",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": "50",
+        "from_organization": "ULAKNET",
+        "to_organization": "Superonline",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "GEANT Brimary",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GEANT Backup",
+        "capacity": "20",
+        "from_organization": "",
+        "to_organization": "GEANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "60",
+        "from_organization": "ULAKNET",
+        "to_organization": "Superonline",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "GEANT Primary",
+        "capacity": "30",
+        "from_organization": "ULAKBIM",
+        "to_organization": "GEANT",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "GEANT Backup",
+        "capacity": "30",
+        "from_organization": "ULAKBIM",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "80",
+        "from_organization": "ULAKBIM",
+        "to_organization": "Vodafone",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "GEANT Primary",
+        "capacity": "30",
+        "from_organization": "ULAKBIM",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Backup",
+        "capacity": "30",
+        "from_organization": "ULAKBIM",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "100",
+        "from_organization": "ULAKBIM",
+        "to_organization": "Vodafone",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "GEANT Primary",
+        "capacity": "30",
+        "from_organization": "ULAKBIM Istanbul",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Backup",
+        "capacity": "30",
+        "from_organization": "ULAKBIM Istanbul",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "80",
+        "from_organization": "ULAKBIM Ankara",
+        "to_organization": "Vodafone",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "\u0130nternet",
+        "capacity": "60",
+        "from_organization": "ULAKBIM Istanbul",
+        "to_organization": "Vodafone",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "GEANT Primary",
+        "capacity": "100",
+        "from_organization": "ULAKBIM Istanbul",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Backup",
+        "capacity": "100",
+        "from_organization": "ULAKBIM Istanbul",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Internet",
+        "capacity": "100",
+        "from_organization": "ULAKBIM Ankara",
+        "to_organization": "Vodafone",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "\u0130nternet",
+        "capacity": "60",
+        "from_organization": "ULAKBIM Istanbul",
+        "to_organization": "Vodafone",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "connections": [
+      {
+        "link_name": "GEANT Primary",
+        "capacity": "100",
+        "from_organization": "ULAKBIM Istanbul",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Backup",
+        "capacity": "100",
+        "from_organization": "ULAKBIM Istanbul",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Internet-Ankara",
+        "capacity": "150",
+        "from_organization": "ULAKBIM Ankara",
+        "to_organization": "TurkNet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "\u0130nternet - Istanbul",
+        "capacity": "100",
+        "from_organization": "ULAKBIM Istanbul",
+        "to_organization": "TurkNet",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "GEANT Primary",
+        "capacity": "100",
+        "from_organization": "ULAKBIM Istanbul",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "GEANT Backup",
+        "capacity": "100",
+        "from_organization": "ULAKBIM Istanbul",
+        "to_organization": "GEANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Internet-Ankara",
+        "capacity": "250",
+        "from_organization": "ULAKBIM Ankara",
+        "to_organization": "TurkNet",
+        "interconnection_method": "other"
+      },
+      {
+        "link_name": "\u0130nternet - Istanbul",
+        "capacity": "150",
+        "from_organization": "ULAKBIM Istanbul",
+        "to_organization": "TurkNet",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "University of Malta",
+    "nren_country": "Malta",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "2.5",
+        "from_organization": "RicerkaNet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Local Peerings",
+        "capacity": "1",
+        "from_organization": "RicerkaNet",
+        "to_organization": "",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "Local Peerings",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "University of Malta",
+    "nren_country": "Malta",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "10",
+        "from_organization": "RicerkaNet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Local Peerings",
+        "capacity": "1",
+        "from_organization": "RicerkaNet",
+        "to_organization": "",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "University of Malta",
+    "nren_country": "Malta",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "G\u00c9ANT",
+        "capacity": "10",
+        "from_organization": "RicerkaNet",
+        "to_organization": "G\u00c9ANT",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "Local Peerings",
+        "capacity": "1",
+        "from_organization": "RicerkaNet",
+        "to_organization": "",
+        "interconnection_method": "other"
+      }
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2015,
+    "connections": [
+      {
+        "link_name": "DG",
+        "capacity": "10",
+        "from_organization": "KPI",
+        "to_organization": "DataGroup",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "UARNET-K",
+        "capacity": "10",
+        "from_organization": "MES",
+        "to_organization": "UARNET",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "UARNET-L",
+        "capacity": "10",
+        "from_organization": "Lvivska Polytechnica",
+        "to_organization": "UARNET-Lviv",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "UA-IX",
+        "capacity": "10",
+        "from_organization": "MES",
+        "to_organization": "UA-IX",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GIGANET",
+        "capacity": "10",
+        "from_organization": "MES",
+        "to_organization": "GIGANET",
+        "interconnection_method": null
+      },
+      {
+        "link_name": "GEANT",
+        "capacity": "10",
+        "from_organization": "Lvivska Polytechnica",
+        "to_organization": "PSNC (Poznan)",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "open_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "connections": [
+      {
+        "link_name": "1",
+        "capacity": "10",
+        "from_organization": "Datagroup",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "2",
+        "capacity": "10",
+        "from_organization": "X-UA",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "3",
+        "capacity": "10",
+        "from_organization": "GEANT",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "5",
+        "capacity": "5",
+        "from_organization": "Internet",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "open_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "connections": [
+      {
+        "link_name": "1",
+        "capacity": "10",
+        "from_organization": "Datagroup",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "2",
+        "capacity": "10",
+        "from_organization": "IX-UA",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "3",
+        "capacity": "10",
+        "from_organization": "GEANT",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "5",
+        "capacity": "5",
+        "from_organization": "ReTN",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "open_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "connections": [
+      {
+        "link_name": "1",
+        "capacity": "10",
+        "from_organization": "Datagroup",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "2",
+        "capacity": "10",
+        "from_organization": "IX-UA",
+        "to_organization": "URAN",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "3",
+        "capacity": "10",
+        "from_organization": "GEANT",
+        "to_organization": "URAN",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "5",
+        "capacity": "5",
+        "from_organization": "ReTN",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "6",
+        "capacity": "10",
+        "from_organization": "Uarnet",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "open_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "connections": [
+      {
+        "link_name": "1",
+        "capacity": "10",
+        "from_organization": "Datagroup",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "2",
+        "capacity": "10",
+        "from_organization": "IX-UA",
+        "to_organization": "URAN",
+        "interconnection_method": "internet_exchange"
+      },
+      {
+        "link_name": "3",
+        "capacity": "20",
+        "from_organization": "GEANT",
+        "to_organization": "URAN",
+        "interconnection_method": "geant"
+      },
+      {
+        "link_name": "5",
+        "capacity": "10",
+        "from_organization": "ReTN",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "6",
+        "capacity": "10",
+        "from_organization": "Uarnet",
+        "to_organization": "URAN",
+        "interconnection_method": "direct"
+      },
+      {
+        "link_name": "",
+        "capacity": null,
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": "open_exchange"
+      }
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "connections": [
+      {
+        "link_name": "",
+        "capacity": "30",
+        "from_organization": "",
+        "to_organization": "",
+        "interconnection_method": null
+      }
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "connections": [
+      {
+        "link_name": "UA-IX",
+        "capacity": "10",
+        "from_organization": "UA-IX",
+        "to_organization": "URAN",
+        "interconnection_method": "internet_exchange"
+      }
+    ]
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/FibreLight.json b/test/data/presentation_models_data/FibreLight.json
new file mode 100644
index 00000000..8b940759
--- /dev/null
+++ b/test/data/presentation_models_data/FibreLight.json
@@ -0,0 +1,1784 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2016,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "light_description": "SFP"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "light_description": "Metro-ethernet optical network (distance 30km via SFP)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "light_description": "Ouf fibre is in MAN networks (major cities, so we light our fibre via metro-ethernet switches)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "light_description": "Ouf fibre is in MAN networks (major cities, so we light our fibre via metro-ethernet switches)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "light_description": "Ouf fibre is in MAN networks (major cities, so we light our fibre via metro-ethernet switches)"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "light_description": "Ouf fibre is in MAN networks (major cities, so we light our fibre via metro-ethernet switches)"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2016,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "light_description": "Both models - NREN owns and operates equipment as well as on certian segments the service is out-sourced"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "light_description": "Both models - NREN owns and operates equipment as well as on certian segments the service is out-sourced"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "light_description": "NREN owns and operates the equiment on their own part,  3rd party owns and operates equipment on their own part: comanagement of the whole DWDM management"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "light_description": "NREN owns and operates the equiment on their own part,  3rd party owns and operates equipment on their own part: comanagement of the whole DWDM system"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "light_description": "NREN owns and operates the equiment on their own part,  3rd party owns and operates equipment on their own part: comanagement of the whole DWDM system"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "light_description": "NREN owns and operates the equiment on their own part,  3rd party owns and operates equipment on their own part: comanagement of the whole DWDM system"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "light_description": "NREN owns and operates the equiment on their own part,  3rd party owns and operates equipment on their own part: comanagement of the whole DWDM system"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "light_description": "NREN owns and operates the equiment on their own part,  3rd party owns and operates equipment on their own part: comanagement of the whole DWDM system"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "light_description": "NREN owns and operates the equiment on their own part,  3rd party owns and operates equipment on their own part: comanagement of the whole DWDM system"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "light_description": "NREN owns and operates the equiment on their own part,  3rd party owns and operates equipment on their own part: comanagement of the whole DWDM system"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2016,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2017,
+    "light_description": "Operated by the University"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "light_description": "Operated by the University"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "light_description": "Operated by the University"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2016,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2017,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "light_description": "outsourced_ownership_and_operation"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "light_description": "NREN owns equipment and operations are done by NREN and outsourced"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "light_description": "NREN owns equipment and operations are done by NREN but also outsourced"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "light_description": "NREN owns equipment and operations are done by NREN but also outsourced"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "light_description": "NREN owns equipment and operations are done by NREN but also outsourced"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "light_description": "The main part is \"NREN owns, operation out-sourced\", but on the own fibre we own and operate the equipment."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "light_description": "The main part is \"NREN owns, operation out-sourced\", but on the own fibre we own and operate the equipment."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "light_description": "We lease the fiber and run the IP network on top. Service is outsourced "
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "light_description": "It's a mix.  Where we own the fibre we own and operate the equipment.  For IRU rights, there's even a combination; some is NREN owns transponders and operation is outsourced, in other cases we own and operate DCI boxes."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "light_description": "There is a mix, we both own an operate equipment and also own equipment where operation is outsourced"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "light_description": "There is a mix, we both own an operate equipment and also own equipment where operation is outsourced"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "light_description": "nren_owns_outsourced_operation"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "light_description": "nren_owns_and_operates"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "light_description": "nren_owns_and_operates"
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/FundingSource.json b/test/data/presentation_models_data/FundingSource.json
new file mode 100644
index 00000000..9ff1d76c
--- /dev/null
+++ b/test/data/presentation_models_data/FundingSource.json
@@ -0,0 +1,2212 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "client_institutions": 100.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "client_institutions": 100.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "client_institutions": 100.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "client_institutions": 100.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "client_institutions": 100.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "client_institutions": 100.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "client_institutions": 100.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "client_institutions": 100.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "client_institutions": 0.0,
+    "european_funding": 13.5,
+    "gov_public_bodies": 86.5,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "client_institutions": 0.0,
+    "european_funding": 13.5,
+    "gov_public_bodies": 86.5,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "client_institutions": 0.0,
+    "european_funding": 4.0,
+    "gov_public_bodies": 84.0,
+    "commercial": 12.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "client_institutions": 0.0,
+    "european_funding": 15.0,
+    "gov_public_bodies": 72.0,
+    "commercial": 13.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "client_institutions": 0.0,
+    "european_funding": 5.0,
+    "gov_public_bodies": 84.0,
+    "commercial": 11.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "client_institutions": 0.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 87.0,
+    "commercial": 12.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "client_institutions": 0.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 87.0,
+    "commercial": 12.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 5.0,
+    "gov_public_bodies": 83.0,
+    "commercial": 12.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "client_institutions": 20.0,
+    "european_funding": 40.0,
+    "gov_public_bodies": 40.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "client_institutions": 10.0,
+    "european_funding": 45.0,
+    "gov_public_bodies": 43.0,
+    "commercial": 0.0,
+    "other": 2.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "client_institutions": 10.0,
+    "european_funding": 45.0,
+    "gov_public_bodies": 43.0,
+    "commercial": 0.0,
+    "other": 2.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "client_institutions": 10.0,
+    "european_funding": 45.0,
+    "gov_public_bodies": 43.0,
+    "commercial": 0.0,
+    "other": 2.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "client_institutions": 0.0,
+    "european_funding": 95.0,
+    "gov_public_bodies": 5.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 20.0,
+    "gov_public_bodies": 80.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2016,
+    "client_institutions": 56.0,
+    "european_funding": 27.0,
+    "gov_public_bodies": 17.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "client_institutions": 56.0,
+    "european_funding": 27.0,
+    "gov_public_bodies": 17.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "client_institutions": 34.0,
+    "european_funding": 58.0,
+    "gov_public_bodies": 8.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "client_institutions": 27.0,
+    "european_funding": 64.0,
+    "gov_public_bodies": 9.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "client_institutions": 26.0,
+    "european_funding": 64.0,
+    "gov_public_bodies": 10.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "client_institutions": 29.0,
+    "european_funding": 56.0,
+    "gov_public_bodies": 15.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "client_institutions": 32.0,
+    "european_funding": 51.0,
+    "gov_public_bodies": 17.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "client_institutions": 49.0,
+    "european_funding": 23.0,
+    "gov_public_bodies": 28.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "client_institutions": 20.83,
+    "european_funding": 1.99,
+    "gov_public_bodies": 71.41,
+    "commercial": 5.77,
+    "other": 0.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "client_institutions": 38.46,
+    "european_funding": 2.4,
+    "gov_public_bodies": 52.16,
+    "commercial": 6.98,
+    "other": 0.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "client_institutions": 39.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 52.0,
+    "commercial": 7.0,
+    "other": 0.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "client_institutions": 45.9,
+    "european_funding": 0.0,
+    "gov_public_bodies": 48.5,
+    "commercial": 5.6,
+    "other": 0.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "client_institutions": 45.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 48.6,
+    "commercial": 5.4,
+    "other": 0.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "client_institutions": 30.0,
+    "european_funding": 7.7,
+    "gov_public_bodies": 55.4,
+    "commercial": 5.1,
+    "other": 1.8
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "client_institutions": 0.0,
+    "european_funding": 57.67,
+    "gov_public_bodies": 40.4,
+    "commercial": 1.94,
+    "other": 0.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "client_institutions": 0.0,
+    "european_funding": 34.6,
+    "gov_public_bodies": 62.21,
+    "commercial": 3.19,
+    "other": 0.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "client_institutions": 0.0,
+    "european_funding": 59.11,
+    "gov_public_bodies": 37.89,
+    "commercial": 3.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "client_institutions": 0.0,
+    "european_funding": 59.32,
+    "gov_public_bodies": 37.64,
+    "commercial": 3.04,
+    "other": 0.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "client_institutions": 0.0,
+    "european_funding": 71.21,
+    "gov_public_bodies": 26.56,
+    "commercial": 1.63,
+    "other": 0.6
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 70.19,
+    "gov_public_bodies": 25.28,
+    "commercial": 1.96,
+    "other": 2.57
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "client_institutions": 23.0,
+    "european_funding": 6.0,
+    "gov_public_bodies": 69.0,
+    "commercial": 0.0,
+    "other": 2.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "client_institutions": 23.0,
+    "european_funding": 6.0,
+    "gov_public_bodies": 69.0,
+    "commercial": 0.0,
+    "other": 2.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "client_institutions": 22.0,
+    "european_funding": 7.0,
+    "gov_public_bodies": 70.0,
+    "commercial": 1.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "client_institutions": 23.0,
+    "european_funding": 4.0,
+    "gov_public_bodies": 72.0,
+    "commercial": 1.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "client_institutions": 16.0,
+    "european_funding": 33.0,
+    "gov_public_bodies": 42.0,
+    "commercial": 1.0,
+    "other": 8.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "client_institutions": 60.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 40.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "client_institutions": 60.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 40.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "client_institutions": 60.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 40.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "client_institutions": 60.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 40.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "client_institutions": 60.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 40.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "client_institutions": 60.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 40.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "client_institutions": 60.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 40.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "client_institutions": 60.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 40.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "client_institutions": 54.6,
+    "european_funding": 29.6,
+    "gov_public_bodies": 15.8,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "client_institutions": 63.0,
+    "european_funding": 25.0,
+    "gov_public_bodies": 12.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "client_institutions": 65.0,
+    "european_funding": 25.0,
+    "gov_public_bodies": 10.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "client_institutions": 70.0,
+    "european_funding": 25.0,
+    "gov_public_bodies": 5.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "client_institutions": 85.0,
+    "european_funding": 15.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "client_institutions": 99.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "client_institutions": 95.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 4.0,
+    "other": 0.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "client_institutions": 98.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 1.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "client_institutions": 96.0,
+    "european_funding": 3.0,
+    "gov_public_bodies": 1.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "client_institutions": 96.0,
+    "european_funding": 3.0,
+    "gov_public_bodies": 1.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2016,
+    "client_institutions": 82.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 17.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "client_institutions": 89.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 9.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "client_institutions": 96.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 2.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "client_institutions": 98.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "client_institutions": 94.0,
+    "european_funding": 3.0,
+    "gov_public_bodies": 1.5,
+    "commercial": 0.0,
+    "other": 1.5
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "client_institutions": 97.0,
+    "european_funding": 1.4,
+    "gov_public_bodies": 0.2,
+    "commercial": 0.0,
+    "other": 1.4
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "client_institutions": 97.0,
+    "european_funding": 1.3,
+    "gov_public_bodies": 0.8,
+    "commercial": 0.7,
+    "other": 0.2
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "client_institutions": 86.66,
+    "european_funding": 1.2,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.05,
+    "other": 12.09
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "client_institutions": 3.0,
+    "european_funding": 71.0,
+    "gov_public_bodies": 26.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "client_institutions": 0.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 99.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "client_institutions": 0.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 99.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 99.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "client_institutions": 4.18,
+    "european_funding": 5.18,
+    "gov_public_bodies": 90.64,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "client_institutions": 2.0,
+    "european_funding": 0.54,
+    "gov_public_bodies": 95.74,
+    "commercial": 0.0,
+    "other": 1.72
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "client_institutions": 3.07,
+    "european_funding": 0.21,
+    "gov_public_bodies": 95.85,
+    "commercial": 0.0,
+    "other": 0.87
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "client_institutions": 2.89,
+    "european_funding": 21.43,
+    "gov_public_bodies": 75.69,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "client_institutions": 3.15,
+    "european_funding": 3.31,
+    "gov_public_bodies": 93.54,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "client_institutions": 86.59,
+    "european_funding": 3.6700000000000004,
+    "gov_public_bodies": 9.64,
+    "commercial": 0.0,
+    "other": 0.09
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "client_institutions": 87.55,
+    "european_funding": 4.77,
+    "gov_public_bodies": 7.63,
+    "commercial": 0.0,
+    "other": 0.05
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "client_institutions": 87.66,
+    "european_funding": 4.73,
+    "gov_public_bodies": 7.57,
+    "commercial": 0.0,
+    "other": 0.04
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "client_institutions": 88.92,
+    "european_funding": 3.69,
+    "gov_public_bodies": 7.34,
+    "commercial": 0.0,
+    "other": 0.04
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "client_institutions": 90.09,
+    "european_funding": 2.25,
+    "gov_public_bodies": 7.62,
+    "commercial": 0.0,
+    "other": 0.04
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "client_institutions": 90.23,
+    "european_funding": 2.23,
+    "gov_public_bodies": 7.54,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "client_institutions": 95.85,
+    "european_funding": 4.14,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.01
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "client_institutions": 35.0,
+    "european_funding": 50.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 5.0,
+    "other": 10.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "client_institutions": 35.0,
+    "european_funding": 50.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 5.0,
+    "other": 10.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "client_institutions": 40.0,
+    "european_funding": 45.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 5.0,
+    "other": 10.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "client_institutions": 40.0,
+    "european_funding": 50.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 5.0,
+    "other": 5.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "client_institutions": 40.0,
+    "european_funding": 50.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 5.0,
+    "other": 5.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "client_institutions": 40.0,
+    "european_funding": 50.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 5.0,
+    "other": 5.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "client_institutions": 45.0,
+    "european_funding": 45.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 5.0,
+    "other": 5.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "client_institutions": 45.0,
+    "european_funding": 45.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 5.0,
+    "other": 5.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "client_institutions": 0.0,
+    "european_funding": 35.0,
+    "gov_public_bodies": 60.0,
+    "commercial": 0.0,
+    "other": 5.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "client_institutions": 0.0,
+    "european_funding": 20.0,
+    "gov_public_bodies": 75.0,
+    "commercial": 0.0,
+    "other": 5.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "client_institutions": 0.0,
+    "european_funding": 20.0,
+    "gov_public_bodies": 75.0,
+    "commercial": 0.0,
+    "other": 5.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "client_institutions": 0.0,
+    "european_funding": 25.0,
+    "gov_public_bodies": 70.0,
+    "commercial": 0.0,
+    "other": 5.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "client_institutions": 0.0,
+    "european_funding": 26.0,
+    "gov_public_bodies": 74.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 17.0,
+    "gov_public_bodies": 83.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "client_institutions": 10.0,
+    "european_funding": 3.0,
+    "gov_public_bodies": 86.0,
+    "commercial": 0.0,
+    "other": 1.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "client_institutions": 14.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 84.0,
+    "commercial": 0.0,
+    "other": 1.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "client_institutions": 16.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 74.0,
+    "commercial": 0.0,
+    "other": 9.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "client_institutions": 16.0,
+    "european_funding": 0.24,
+    "gov_public_bodies": 72.0,
+    "commercial": 0.0,
+    "other": 11.76
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "client_institutions": 11.35,
+    "european_funding": 0.49,
+    "gov_public_bodies": 76.27,
+    "commercial": 0.0,
+    "other": 11.89
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "client_institutions": 86.0,
+    "european_funding": 14.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "client_institutions": 86.0,
+    "european_funding": 14.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "client_institutions": 91.0,
+    "european_funding": 9.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "client_institutions": 82.0,
+    "european_funding": 12.0,
+    "gov_public_bodies": 6.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "client_institutions": 89.0,
+    "european_funding": 3.0,
+    "gov_public_bodies": 8.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "client_institutions": 86.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 12.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "client_institutions": 23.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 70.0,
+    "commercial": 6.0,
+    "other": 0.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "client_institutions": 20.069,
+    "european_funding": 1.562,
+    "gov_public_bodies": 48.554,
+    "commercial": 29.814,
+    "other": 0.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "client_institutions": 20.66,
+    "european_funding": 0.04,
+    "gov_public_bodies": 39.4,
+    "commercial": 39.9,
+    "other": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "client_institutions": 20.0,
+    "european_funding": 10.0,
+    "gov_public_bodies": 70.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "client_institutions": 10.0,
+    "european_funding": 5.0,
+    "gov_public_bodies": 85.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "client_institutions": 3.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 95.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "client_institutions": 4.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 94.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "client_institutions": 4.0,
+    "european_funding": 3.0,
+    "gov_public_bodies": 93.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "client_institutions": 8.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 90.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "client_institutions": 8.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 90.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 20.0,
+    "gov_public_bodies": 80.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "client_institutions": 14.0,
+    "european_funding": 20.0,
+    "gov_public_bodies": 66.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "client_institutions": 10.0,
+    "european_funding": 33.0,
+    "gov_public_bodies": 57.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "client_institutions": 0.0,
+    "european_funding": 50.0,
+    "gov_public_bodies": 50.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "client_institutions": 0.0,
+    "european_funding": 40.0,
+    "gov_public_bodies": 60.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 50.0,
+    "gov_public_bodies": 50.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "client_institutions": 0.0,
+    "european_funding": 25.0,
+    "gov_public_bodies": 42.0,
+    "commercial": 33.0,
+    "other": 0.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "client_institutions": 14.0,
+    "european_funding": 17.0,
+    "gov_public_bodies": 69.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "client_institutions": 0.0,
+    "european_funding": 20.0,
+    "gov_public_bodies": 56.0,
+    "commercial": 24.0,
+    "other": 0.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "client_institutions": 0.0,
+    "european_funding": 35.0,
+    "gov_public_bodies": 25.0,
+    "commercial": 40.0,
+    "other": 0.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "client_institutions": 0.0,
+    "european_funding": 22.0,
+    "gov_public_bodies": 25.0,
+    "commercial": 53.0,
+    "other": 0.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 22.0,
+    "gov_public_bodies": 25.0,
+    "commercial": 53.0,
+    "other": 0.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "client_institutions": 0.0,
+    "european_funding": 20.0,
+    "gov_public_bodies": 70.0,
+    "commercial": 0.0,
+    "other": 10.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "client_institutions": 0.0,
+    "european_funding": 14.0,
+    "gov_public_bodies": 66.0,
+    "commercial": 20.0,
+    "other": 0.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 20.0,
+    "gov_public_bodies": 70.0,
+    "commercial": 5.0,
+    "other": 5.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "client_institutions": 8.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 90.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "client_institutions": 8.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 90.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "client_institutions": 0.0,
+    "european_funding": 7.0,
+    "gov_public_bodies": 92.0,
+    "commercial": 0.0,
+    "other": 1.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "client_institutions": 0.0,
+    "european_funding": 7.0,
+    "gov_public_bodies": 92.0,
+    "commercial": 0.0,
+    "other": 1.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "client_institutions": 0.0,
+    "european_funding": 7.0,
+    "gov_public_bodies": 92.0,
+    "commercial": 0.0,
+    "other": 1.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "client_institutions": 0.0,
+    "european_funding": 7.0,
+    "gov_public_bodies": 92.0,
+    "commercial": 0.0,
+    "other": 1.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "client_institutions": 0.0,
+    "european_funding": 7.0,
+    "gov_public_bodies": 92.0,
+    "commercial": 0.0,
+    "other": 1.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "client_institutions": 0.0,
+    "european_funding": 41.0,
+    "gov_public_bodies": 58.0,
+    "commercial": 0.0,
+    "other": 1.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "client_institutions": 0.0,
+    "european_funding": 39.0,
+    "gov_public_bodies": 60.0,
+    "commercial": 0.0,
+    "other": 1.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 42.0,
+    "gov_public_bodies": 57.0,
+    "commercial": 0.0,
+    "other": 1.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "client_institutions": 52.0,
+    "european_funding": 46.0,
+    "gov_public_bodies": 2.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "client_institutions": 39.0,
+    "european_funding": 60.0,
+    "gov_public_bodies": 1.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "client_institutions": 24.0,
+    "european_funding": 74.0,
+    "gov_public_bodies": 2.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "client_institutions": 18.0,
+    "european_funding": 80.0,
+    "gov_public_bodies": 2.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "client_institutions": 23.0,
+    "european_funding": 70.0,
+    "gov_public_bodies": 3.0,
+    "commercial": 4.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "client_institutions": 24.0,
+    "european_funding": 71.0,
+    "gov_public_bodies": 1.0,
+    "commercial": 4.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "client_institutions": 34.0,
+    "european_funding": 6.0,
+    "gov_public_bodies": 58.0,
+    "commercial": 1.0,
+    "other": 1.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "client_institutions": 30.0,
+    "european_funding": 4.0,
+    "gov_public_bodies": 65.0,
+    "commercial": 0.0,
+    "other": 1.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "client_institutions": 30.0,
+    "european_funding": 4.0,
+    "gov_public_bodies": 64.0,
+    "commercial": 1.0,
+    "other": 1.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "client_institutions": 11.0,
+    "european_funding": 4.0,
+    "gov_public_bodies": 85.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "client_institutions": 36.0,
+    "european_funding": 4.0,
+    "gov_public_bodies": 60.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2016,
+    "client_institutions": 10.0,
+    "european_funding": 7.0,
+    "gov_public_bodies": 63.0,
+    "commercial": 20.0,
+    "other": 0.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "client_institutions": 10.0,
+    "european_funding": 7.0,
+    "gov_public_bodies": 63.0,
+    "commercial": 20.0,
+    "other": 0.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "client_institutions": 6.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 40.0,
+    "commercial": 37.0,
+    "other": 15.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "client_institutions": 5.0,
+    "european_funding": 5.0,
+    "gov_public_bodies": 37.0,
+    "commercial": 38.0,
+    "other": 15.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "client_institutions": 6.0,
+    "european_funding": 3.0,
+    "gov_public_bodies": 34.0,
+    "commercial": 37.0,
+    "other": 20.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "client_institutions": 7.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 34.0,
+    "commercial": 40.0,
+    "other": 17.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "client_institutions": 7.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 34.0,
+    "commercial": 40.0,
+    "other": 17.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 100.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "client_institutions": 7.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 93.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "client_institutions": 7.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 93.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "client_institutions": 7.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 93.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "client_institutions": 6.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 94.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "client_institutions": 5.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 95.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "client_institutions": 75.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 25.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "client_institutions": 82.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 18.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "client_institutions": 80.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 18.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "client_institutions": 75.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 25.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "client_institutions": 75.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 25.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "client_institutions": 70.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 25.0,
+    "commercial": 0.0,
+    "other": 5.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "client_institutions": 70.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 25.0,
+    "commercial": 0.0,
+    "other": 5.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "client_institutions": 70.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 20.0,
+    "commercial": 0.0,
+    "other": 10.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "client_institutions": 70.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 20.0,
+    "commercial": 0.0,
+    "other": 10.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "client_institutions": 70.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 20.0,
+    "commercial": 0.0,
+    "other": 10.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "client_institutions": 70.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 20.0,
+    "commercial": 0.0,
+    "other": 10.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "client_institutions": 64.0,
+    "european_funding": 3.0,
+    "gov_public_bodies": 33.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "client_institutions": 70.0,
+    "european_funding": 3.0,
+    "gov_public_bodies": 27.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "client_institutions": 66.0,
+    "european_funding": 3.0,
+    "gov_public_bodies": 31.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "client_institutions": 58.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 40.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "client_institutions": 60.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 38.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "client_institutions": 76.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 22.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "client_institutions": 83.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 15.0,
+    "commercial": 0.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "client_institutions": 45.0,
+    "european_funding": 2.0,
+    "gov_public_bodies": 5.0,
+    "commercial": 48.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "client_institutions": 46.0,
+    "european_funding": 3.0,
+    "gov_public_bodies": 4.0,
+    "commercial": 47.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "client_institutions": 52.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 3.0,
+    "commercial": 44.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "client_institutions": 48.0,
+    "european_funding": 1.0,
+    "gov_public_bodies": 1.0,
+    "commercial": 50.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "client_institutions": 55.5,
+    "european_funding": 0.9,
+    "gov_public_bodies": 1.1,
+    "commercial": 42.5,
+    "other": 0.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "client_institutions": 57.8,
+    "european_funding": 0.6,
+    "gov_public_bodies": 0.6,
+    "commercial": 41.0,
+    "other": 0.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "client_institutions": 56.1,
+    "european_funding": 0.4,
+    "gov_public_bodies": 0.2,
+    "commercial": 43.3,
+    "other": 0.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "client_institutions": 56.1,
+    "european_funding": 0.4,
+    "gov_public_bodies": 0.2,
+    "commercial": 43.3,
+    "other": 0.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "client_institutions": 0.0,
+    "european_funding": 0.5,
+    "gov_public_bodies": 99.4,
+    "commercial": 0.0,
+    "other": 0.1
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "client_institutions": 0.0,
+    "european_funding": 0.3,
+    "gov_public_bodies": 99.5,
+    "commercial": 0.0,
+    "other": 0.2
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "client_institutions": 94.0,
+    "european_funding": 3.0,
+    "gov_public_bodies": 0.0,
+    "commercial": 0.0,
+    "other": 3.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "client_institutions": 0.0,
+    "european_funding": 3.2,
+    "gov_public_bodies": 94.0,
+    "commercial": 0.0,
+    "other": 2.8
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "client_institutions": 87.0,
+    "european_funding": 7.0,
+    "gov_public_bodies": 2.0,
+    "commercial": 2.0,
+    "other": 2.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "client_institutions": 74.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 3.0,
+    "commercial": 23.0,
+    "other": 0.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "client_institutions": 67.0,
+    "european_funding": 0.0,
+    "gov_public_bodies": 3.0,
+    "commercial": 30.0,
+    "other": 0.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "client_institutions": 62.1,
+    "european_funding": 15.8,
+    "gov_public_bodies": 0.6,
+    "commercial": 19.2,
+    "other": 2.3
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "client_institutions": 35.4,
+    "european_funding": 46.6,
+    "gov_public_bodies": 0.4,
+    "commercial": 16.0,
+    "other": 1.6
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "client_institutions": 31.2,
+    "european_funding": 41.8,
+    "gov_public_bodies": 0.3,
+    "commercial": 13.0,
+    "other": 13.7
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/InstitutionURLs.json b/test/data/presentation_models_data/InstitutionURLs.json
new file mode 100644
index 00000000..ed82a4ab
--- /dev/null
+++ b/test/data/presentation_models_data/InstitutionURLs.json
@@ -0,0 +1,2481 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "urls": [
+      "https://www.aco.net/teilnehmer.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "urls": [
+      "https://www.aco.net/teilnehmer.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "urls": [
+      "https://www.aco.net/teilnehmer.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "urls": [
+      "https://www.aco.net/teilnehmer.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "urls": [
+      "https://www.aco.net/teilnehmer.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "urls": [
+      "https://www.aco.net/teilnehmer.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "urls": [
+      "https://www.aco.net/teilnehmer.html?L=1"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2011,
+    "urls": [
+      "http://www.amres.ac.rs/index.php?option=com_content&task=view&id=39&Itemid=71&lang=en"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2012,
+    "urls": [
+      "http://www.amres.ac.rs/index.php?option=com_content&task=view&id=39&Itemid=71&lang=en"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2013,
+    "urls": [
+      "http://www.amres.ac.rs/index.php?option=com_content&task=view&id=39&Itemid=71&lang=en"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2014,
+    "urls": [
+      "http://www.amres.ac.rs/index.php?option=com_content&task=view&id=39&Itemid=71&lang=en"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2015,
+    "urls": [
+      "http://www.amres.ac.rs/index.php?option=com_content&task=view&id=39&Itemid=71&lang=en"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "urls": [
+      "https://www.amres.ac.rs/cp/spisak-amres-korisnika"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2014,
+    "urls": [
+      "http://www.asnet.am/network.php"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2015,
+    "urls": [
+      "http://www.asnet.am/network.php"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2016,
+    "urls": [
+      "https://asnet.am/about.php?art=members&lang=en",
+      "https://asnet.am/about.php?art=structure&lang=en"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "urls": [
+      "https://asnet.am/about.php?art=structure&lang=en"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "urls": [
+      "https://asnet.am/about.php?art=members&lang=en"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "urls": [
+      "https://asnet.am/about.php?art=members&lang=en"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "urls": [
+      "https://asnet.am/about.php?art=members&lang=en"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "urls": [
+      "https://asnet.am/about.php?art=members&lang=en"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "urls": [
+      "https://asnet.am/about.php?art=members&lang=en"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2013,
+    "urls": [
+      "http://azsciencenet.az/en/content/item/22"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2014,
+    "urls": [
+      "http://azsciencenet.az/en/content/item/22"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2015,
+    "urls": [
+      "http://azsciencenet.az/az/content/item/9"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2016,
+    "urls": [
+      "http://azsciencenet.az/az/content/item/9",
+      "http://science.gov.az/institutes"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2017,
+    "urls": [
+      "http://azsciencenet.az/az/content/item/9",
+      "http://science.gov.az/institutes"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2011,
+    "urls": [
+      "http://www.belnet.be/en/about-us/whom"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2012,
+    "urls": [
+      "http://www.belnet.be/en/about-us/whom"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2013,
+    "urls": [
+      "https://www.belnet.be/en/about-us/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2014,
+    "urls": [
+      "https://www.belnet.be/en/about-us/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2015,
+    "urls": [
+      "https://www.belnet.be/en/about-us/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2016,
+    "urls": [
+      "https://www.belnet.be/en/about-us/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2017,
+    "urls": [
+      "https://www.belnet.be/en/about-us/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "urls": [
+      "https://www.belnet.be/en/about-us/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "urls": [
+      "https://www.belnet.be/en/customer-list"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "urls": [
+      "https://www.belnet.be/en/customer-list"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "urls": [
+      "https://www.belnet.be/en/form/contact"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "urls": [
+      "https://www.belnet.be/en/form/contact"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "urls": [
+      "https://www.belnet.be/en/form/contact"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2014,
+    "urls": [
+      "www.bren.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2015,
+    "urls": [
+      "www.bren.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2016,
+    "urls": [
+      "www.bren.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2017,
+    "urls": [
+      "www.bren.bg"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2012,
+    "urls": [
+      "http://www.carnet.hr/ustanove_clanice/popis_ustanova_clanica"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2013,
+    "urls": [
+      "http://www.carnet.hr/ustanove_clanice/popis_ustanova_clanica"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2014,
+    "urls": [
+      "http://www.carnet.hr/ustanove_clanice/popis_ustanova_clanica"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2015,
+    "urls": [
+      "http://www.carnet.hr/ustanove_clanice/popis_ustanova_clanica"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "urls": [
+      "http://www.carnet.hr/member-institutions/list"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "urls": [
+      "http://www.carnet.hr/member-institutions/list"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "urls": [
+      "https://www.carnet.hr/en/list-of-carnet-member-institutions"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "urls": [
+      "https://www.carnet.hr/en/list-of-carnet-member-institutions"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "urls": [
+      "https://www.carnet.hr/en/list-of-carnet-member-institutions"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "urls": [
+      "https://www.carnet.hr/en/list-of-carnet-member-institutions"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "urls": [
+      "https://www.carnet.hr/en/list-of-carnet-member-institutions/"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2015,
+    "urls": [
+      "http://www.cesnet.cz/services/ip-connectivity-ip/cesnet2-network-topology/?lang=en"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "urls": [
+      "http://www.cesnet.cz/services/ip-connectivity-ip/cesnet2-network-topology/?lang=en"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "urls": [
+      "http://www.cesnet.cz/services/ip-connectivity-ip/cesnet2-network-topology/?lang=en"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "urls": [
+      "https://netreport.cesnet.cz/netreport",
+      "https://photonics.cesnet.cz/cs/topologie"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "urls": [
+      "https://netreport.cesnet.cz/netreport",
+      "https://photonics.cesnet.cz/cs/topologie"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "urls": [
+      "https://netreport.cesnet.cz/netreport",
+      "https://photonics.cesnet.cz/cs/topologie"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2011,
+    "urls": [
+      "http://www.csc.fi/hallinto/funet/esittely/asiakkaat/jasenet"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2012,
+    "urls": [
+      "http://www.csc.fi/hallinto/funet/esittely/asiakkaat/jasenet"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2013,
+    "urls": [
+      "https://info.funet.fi/wiki/x/hgAPAQ"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2014,
+    "urls": [
+      "https://info.funet.fi/wiki/x/hgAPAQ"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2015,
+    "urls": [
+      "https://info.funet.fi/wiki/x/hgAPAQ"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "urls": [
+      "https://wiki.eduuni.fi/x/iIBpAQ"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "urls": [
+      "https://wiki.eduuni.fi/x/iIBpAQ"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "urls": [
+      "https://wiki.eduuni.fi/x/iIBpAQ"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "urls": [
+      "https://wiki.eduuni.fi/x/iIBpAQ"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "urls": [
+      "https://wiki.eduuni.fi/x/iIBpAQ"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "urls": [
+      "https://wiki.eduuni.fi/x/iIBpAQ"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "urls": [
+      "https://wiki.eduuni.fi/x/iIBpAQ"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "urls": [
+      "https://wiki.eduuni.fi/x/iIBpAQ"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2011,
+    "urls": [
+      "http://www.cynet.ac.cy/english/CyNet_Members.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2012,
+    "urls": [
+      "http://www.cynet.ac.cy/english/CyNet_Members.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2013,
+    "urls": [
+      "http://www.cynet.ac.cy/english/CyNet_Members.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2014,
+    "urls": [
+      "http://www.cynet.ac.cy/english/CyNet_Members.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2015,
+    "urls": [
+      "http://www.cynet.ac.cy/english/CyNet_Members.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "urls": [
+      "http://cynet.ac.cy/english/CyNet_Members.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "urls": [
+      "http://www.cynet.ac.cy/english/CyNet_Members.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "urls": [
+      "https://new.cynet.ac.cy/en/members"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "urls": [
+      "https://cynet.ac.cy/members"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "urls": [
+      "https://cynet.ac.cy/members"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "urls": [
+      "https://cynet.ac.cy/members/"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2011,
+    "urls": [
+      "http://www.forskningsnettet.dk/en/node/829"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2012,
+    "urls": [
+      "http://www.forskningsnettet.dk/en/node/829"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2013,
+    "urls": [
+      "http://www.deic.dk/en/connected_institutions"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2014,
+    "urls": [
+      "http://www.deic.dk/en/connected_institutions"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2015,
+    "urls": [
+      "http://www.deic.dk/en/connected_institutions"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2016,
+    "urls": [
+      "http://www.deic.dk/en/connected_institutions"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2017,
+    "urls": [
+      "http://www.deic.dk/en/connected_institutions"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "urls": [
+      "https://www.deic.dk/en/node/554"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "urls": [
+      "https://www.deic.dk/da/tilsluttedeInstitutioner"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "urls": [
+      "https://www.deic.dk/da/forskningsnet/basisnet/tilslutning/tilsluttede-institutioner",
+      "https://www.deic.dk/tilsluttede_kollegier"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "urls": [
+      "https://www.deic.dk/da/forskningsnet/basisnet/tilslutning/tilsluttede-institutioner",
+      "https://www.deic.dk/tilsluttede_kollegier"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "urls": [
+      "https://www.deic.dk/da/forskningsnet/basisnet/tilslutning/tilsluttede-institutioner",
+      "https://www.deic.dk/tilsluttede_kollegier"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "urls": [
+      "http://www.eenet.ee/cgi/re2.rb?qq=asl"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "urls": [
+      "http://www.eenet.ee/cgi/re2.rb?qq=asl"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "urls": [
+      "http://www.eenet.ee/cgi/re2.rb?qq=asl"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "urls": [
+      "http://www.eenet.ee/cgi/re2.rb?qq=asl"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "urls": [
+      "http://www.eenet.ee/cgi/re2.rb?qq=asl"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2011,
+    "urls": [
+      "http://www.fccn.pt/pt/rede-academica/entidades-ligadas"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2012,
+    "urls": [
+      "http://www.fccn.pt/pt/rede-academica/entidades-ligadas"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2013,
+    "urls": [
+      "http://www.fccn.pt/pt/rede-academica/entidades-ligadas"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2014,
+    "urls": [
+      "http://www.fccn.pt/pt/rede-academica/entidades-ligadas"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2015,
+    "urls": [
+      "http://www.fccn.pt/pt/rede-academica/entidades-ligadas"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "urls": [
+      "http://www.fccn.pt/pt/rede-academica/entidades-ligadas"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "urls": [
+      "www.fccn.pt"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "urls": [
+      "https://www.fccn.pt/en/institutional/rcts/connected-entities"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "urls": [
+      "https://www.fccn.pt/en/institutional/rcts/connected-entities"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "urls": [
+      "https://www.fccn.pt/en/institutional/rcts/connected-entities"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "urls": [
+      "https://www.fccn.pt/entidades-ligadas"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "urls": [
+      "https://www.fccn.pt/entidades-ligadas"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "urls": [
+      "https://www.fccn.pt/en/entidades-ligadas/",
+      "https://perma.pt/entidades-ligadas"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2011,
+    "urls": [
+      "http://www.garr.it/b/utenti/organizzazione-collegate"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2012,
+    "urls": [
+      "http://www.garr.it/b/utenti/organizzazione-collegate"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2013,
+    "urls": [
+      "http://www.garr.it/b/utenti/organizzazione-collegate"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2014,
+    "urls": [
+      "http://www.garr.it/b/utenti/organizzazione-collegate"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2015,
+    "urls": [
+      "http://www.garr.it/b/utenti/organizzazione-collegate"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "urls": [
+      "http://www.garr.it/b/utenti/organizzazione-collegate"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "urls": [
+      "https://www.garr.it/it/infrastrutture/rete-nazionale/enti-e-sedi-collegate"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "urls": [
+      "https://www.garr.it/it/infrastrutture/rete-nazionale/enti-e-sedi-collegate?key=all"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "urls": [
+      "https://www.garr.it/it/infrastrutture/rete-nazionale/enti-e-sedi-collegate?key=all"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "urls": [
+      "https://www.garr.it/it/infrastrutture/rete-nazionale/enti-e-sedi-collegate?key=all"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "urls": [
+      "https://www.garr.it/it/infrastrutture/rete-nazionale/enti-e-sedi-collegate?key=all"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "urls": [
+      "https://www.garr.it/en/infrastructures/network-infrastructure/connected-organizations-and-sites?key=all"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "urls": [
+      "https://www.garr.it/en/infrastructures/network-infrastructure/connected-organizations-and-sites?key=all"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2014,
+    "urls": [
+      "https://netflow.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2015,
+    "urls": [
+      "https://netflow.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "urls": [
+      "https://grnet.gr/infrastructure/peers"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "urls": [
+      "https://grnet.gr/infrastructure/peers"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "urls": [
+      "https://grnet.gr/infrastructure/peers"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "urls": [
+      "https://grnet.gr/infrastructure/peers"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "urls": [
+      "https://grnet.gr/infrastructure/peers"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "urls": [
+      "https://grnet.gr/infrastructure/peers/"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2011,
+    "urls": [
+      "http://www.heanet.ie/about/member_institutionshttp"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2012,
+    "urls": [
+      "http://www.heanet.ie/about/member_institutions"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2013,
+    "urls": [
+      "http://www.heanet.ie/about/member_institutions"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2014,
+    "urls": [
+      "http://www.heanet.ie/about/member_institutions"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2015,
+    "urls": [
+      "http://www.heanet.ie/about/client-list"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "urls": [
+      "http://www.heanet.ie/about/client-list",
+      "http://www.education.ie/en/Publications/Statistics/Data-on-Individual-Schools/Data-on-Individual-Schools.html"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "urls": [
+      "http://www.heanet.ie/about/client-list",
+      "http://www.education.ie/en/Publications/Statistics/Data-on-Individual-Schools/Data-on-Individual-Schools.html"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "urls": [
+      "https://www.heanet.ie/about/client-list"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "urls": [
+      "https://www.heanet.ie/about/client-list"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "urls": [
+      "https://www.heanet.ie/who-we-are/our-clients"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "urls": [
+      "https://www.heanet.ie/who-we-are/our-clients"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "urls": [
+      "https://www.heanet.ie/who-we-are/our-clients"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "urls": [
+      "https://www.heanet.ie/who-we-are/our-clients"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2011,
+    "urls": [
+      "http://www.iucc.ac.il/eng/info/units/Ilan2.htm"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2012,
+    "urls": [
+      "http://www.iucc.ac.il/eng/info/units/Ilan2.htm"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2013,
+    "urls": [
+      "http://www.iucc.ac.il/eng/info/units/Ilan2.htm"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2014,
+    "urls": [
+      "http://www.iucc.ac.il/about/customers"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2015,
+    "urls": [
+      "http://www.iucc.ac.il/about/customers"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "urls": [
+      "https://www.iucc.ac.il/en/about/customers"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "urls": [
+      "https://www.iucc.ac.il/en/about/customers"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "urls": [
+      "https://www.iucc.ac.il/en/about/customers"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "urls": [
+      "https://www.iucc.ac.il/en/about/customers"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "urls": [
+      "https://www.iucc.ac.il/en/about/customers/"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2013,
+    "urls": [
+      "https://community.ja.net/library/janet-services-documentation/janet-connected-sites"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2014,
+    "urls": [
+      "https://community.ja.net/library/janet-services-documentation/janet-connected-sites"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2015,
+    "urls": [
+      "https://community.ja.net/library/janet-services-documentation/janet-connected-sites"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "urls": [
+      "https://community.ja.net/library/janet-services-documentation/janet-connected-sites"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "urls": [
+      "https://community.ja.net/library/janet-services-documentation/janet-connected-sites"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "urls": [
+      "https://netsight3.ja.net/view"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "urls": [
+      "https://netsight3.ja.net/view"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "urls": [
+      "https://netsight3.ja.net/view"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "urls": [
+      "https://netsight3.ja.net/view"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "urls": [
+      "https://niif.hu/en/our_member_institutes"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "urls": [
+      "https://niif.hu/en/our_member_institutes"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "urls": [
+      "http://non.public.by.the.current.policy.can.be.provided.on.request"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2016,
+    "urls": [
+      "http://www.izm.gov.lv/lv/preses-mape-akademiskais-tikls"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "urls": [
+      "http://www.izm.gov.lv/lv/preses-mape-akademiskais-tikls"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "urls": [
+      "www.lu.lv",
+      "www.rsu.lv",
+      "www.llu.lv",
+      "www.rtu.lv",
+      "www.osi.lv",
+      "www.edi.lv",
+      "www.liepu.lv",
+      "www.va.lv",
+      "www.venta.lv",
+      "www.izm.gov.lv",
+      "www.du.lv",
+      "www.ru.lv",
+      "www.kki.lv",
+      "www.lnb.lv"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "urls": [
+      "www.lu.lv",
+      "www.rsu.lv",
+      "www.llu.lv",
+      "www.rtu.lv",
+      "www.osi.lv",
+      "www.edi.lv",
+      "www.liepu.lv",
+      "www.va.lv",
+      "www.venta.lv",
+      "www.izm.gov.lv",
+      "www.du.lv",
+      "www.ru.lv",
+      "www.kki.lv",
+      "www.lnb.lv"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "urls": [
+      "www.lu.lv",
+      "www.rsu.lv",
+      "www.llu.lv",
+      "www.rtu.lv",
+      "www.osi.lv",
+      "www.edi.lv",
+      "www.liepu.lv",
+      "www.va.lv",
+      "www.venta.lv",
+      "www.izm.gov.lv",
+      "www.du.lv",
+      "www.rta.lv",
+      "www.kki.lv",
+      "www.lnb.lv",
+      "www.jvlma.lv",
+      "www.bsa.edu.lv",
+      "www.biomed.lu.lv",
+      "www.lumii.lv"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "urls": [
+      "https://www.lu.lv/",
+      "https://www.rsu.lv",
+      "https://www.lbtu.lv",
+      "https://www.rtu.lv/",
+      "https://www.osi.lv/",
+      "https://www.edi.lv",
+      "https://www.liepu.lv",
+      "https://www.va.lv",
+      "https://www.venta.lv",
+      "https://www.izm.gov.lv",
+      "https://www.du.lv",
+      "https://www.rta.lv",
+      "https://www.kki.lv",
+      "https://www.lnb.lv",
+      "https://www.jvlma.lv",
+      "https://www.bsa.edu.lv",
+      "https://www.biomed.lu.lv",
+      "https://www.lumii.lv",
+      "https://www.silava.lv"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "urls": [
+      "https://adresai.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "urls": [
+      "https://adresai.litnet.lt",
+      "https://litnet.lt/en/topology-2/usage-map"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "urls": [
+      "https://adresai.litnet.lt",
+      "https://litnet.lt/en/topology-2/usage-map"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "urls": [
+      "https://adresai.litnet.lt",
+      "https://litnet.lt/en/topology-2/usage-map"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "urls": [
+      "https://adresai.litnet.lt"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2012,
+    "urls": [
+      "http://www.ukim.edu.mk/mk_content.php?meni=57&glavno=49"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2013,
+    "urls": [
+      "http://www.ukim.edu.mk/mk_content.php?meni=57&glavno=49"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2014,
+    "urls": [
+      "http://www.ukim.edu.mk/mk_content.php?meni=57&glavno=49"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2015,
+    "urls": [
+      "http://www.ukim.edu.mk/mk_content.php?meni=57&glavno=49"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2016,
+    "urls": [
+      "http://www.ukim.edu.mk/mk_content.php?meni=57&glavno=49"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2017,
+    "urls": [
+      "http://www.ukim.edu.mk/mk_content.php?meni=57&glavno=49"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "urls": [
+      "https://marnet.mk/"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2015,
+    "urls": [
+      "http://www.ucg.ac.me/cg/o_univrezitetu/clanice.php"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "urls": [
+      "http://www.mren.ac.me/links.php"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "urls": [
+      "https://pionier.net.pl/en/o-pionierze"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "urls": [
+      "https://pionier.net.pl/en/o-pionierze/"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2013,
+    "urls": [
+      "http://www.rash.al/index.php/network/points-of-presence-pop"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2014,
+    "urls": [
+      "http://www.rash.al/index.php/network/points-of-presence-pop"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "urls": [
+      "https://rash.al/sq/sherbime/telematic-network"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "urls": [
+      "https://rash.al/sq/sherbime/telematic-network"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "urls": [
+      "https://rash.al/sq/sherbime/telematic-network"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "urls": [
+      "https://www.rash.al/sq/network/rrjeti-telematik"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "urls": [
+      "https://www.rash.al/sq/network/rrjeti-telematik"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "urls": [
+      "https://www.rash.al/en/network/rrjeti-telematik/"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2013,
+    "urls": [
+      "http://www.rediris.es/rediris/instituciones/lista.php"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2014,
+    "urls": [
+      "http://www.rediris.es/rediris/instituciones/lista.php"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2015,
+    "urls": [
+      "http://www.rediris.es/rediris/instituciones/lista.php"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "urls": [
+      "http://www.rediris.es/rediris/instituciones/lista.php"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "urls": [
+      "http://www.rediris.es/rediris/instituciones/lista.php"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "urls": [
+      "http://www.rediris.es/rediris/instituciones/lista.php"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "urls": [
+      "http://www.rediris.es/rediris/instituciones/lista.php"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "urls": [
+      "http://www.rediris.es/rediris/instituciones/lista.php"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "urls": [
+      "http://www.rediris.es/rediris/instituciones/lista.php"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "urls": [
+      "https://www.rediris.es/rediris/instituciones/lista/"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2012,
+    "urls": [
+      "www.renam.md",
+      "www.nren.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2013,
+    "urls": [
+      "www.renam.md",
+      "www.nren.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2014,
+    "urls": [
+      "www.renam.md",
+      "www.nren.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2015,
+    "urls": [
+      "www.renam.md",
+      "www.nren.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "urls": [
+      "www.renam.md",
+      "www.nren.md",
+      "www.noc.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "urls": [
+      "www.renam.md",
+      "www.nren.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "urls": [
+      "https://renam.md/category/members/"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2014,
+    "urls": [
+      "http://www.restena.lu/restena/en/EN-ConnectedInst.html"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2015,
+    "urls": [
+      "http://www.restena.lu/restena/en/EN-ConnectedInst.html"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2016,
+    "urls": [
+      "http://www.restena.lu/restena/en/EN-ConnectedInst.html"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "urls": [
+      "https://www.restena.lu/restena/en/EN-ConnectedInst.html"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "urls": [
+      "https://www.restena.lu/restena/en/EN-ConnectedInst.html"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "urls": [
+      "https://www.restena.lu/en/network#inst"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "urls": [
+      "https://restena.lu/en/network"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2011,
+    "urls": [
+      "http://rhnet.is/tengdir.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2012,
+    "urls": [
+      "http://rhnet.is/tengdir.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2013,
+    "urls": [
+      "http://rhnet.is/tengdir.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2014,
+    "urls": [
+      "http://rhnet.is/tengdir.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2015,
+    "urls": [
+      "http://rhnet.is/tengdir.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2016,
+    "urls": [
+      "http://rhnet.is/tengdir.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2017,
+    "urls": [
+      "http://rhnet.is/tengdir.html"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2015,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "urls": [
+      "sanet.skh"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "urls": [
+      "https://www.sanet.sk/?page_id=2525"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "urls": [
+      "https://www.sanet.sk/?page_id=2525"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "urls": [
+      "https://www.sanet.sk/?page_id=2525"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "urls": [
+      "https://www.sanet.sk/?page_id=2525"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2011,
+    "urls": [
+      "http://drift.uninett.no/kart/norgeskartet"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2012,
+    "urls": [
+      "http://drift.uninett.no/kart/norgeskartet"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2013,
+    "urls": [
+      "http://drift.uninett.no/kart/norgeskartet"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2014,
+    "urls": [
+      "http://drift.uninett.no/kart/norgeskartet"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2015,
+    "urls": [
+      "http://drift.uninett.no/kart/norgeskartet"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "urls": [
+      "http://drift.uninett.no/kart/norgeskartet",
+      "http://stats.uninett.no/connections.html"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "urls": [
+      "http://drift.uninett.no/kart/norgeskartet",
+      "http://stats.uninett.no/connections.html"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "urls": [
+      "https://www.uninett.no/en/node/927#hvem-er-tilknyttet"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "urls": [
+      "https://stats.uninett.no/connections.html"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "urls": [
+      "https://stats.uninett.no/connections.html"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2011,
+    "urls": [
+      "http://stats.sunet.se/customers.html"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2012,
+    "urls": [
+      "http://stats.sunet.se/customers.html"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2013,
+    "urls": [
+      "http://stats.sunet.se/customers.html"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2014,
+    "urls": [
+      "http://stats.sunet.se/customers.html"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2015,
+    "urls": [
+      "http://stats.sunet.se/customers.html"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "urls": [
+      "http://stats.sunet.se/customers.html"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "urls": [
+      "http://stats.sunet.se/customers.html"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "urls": [
+      "https://www.sunet.se/sunets-nat/anslutna"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "urls": [
+      "https://www.sunet.se/sunets-nat/anslutna"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "urls": [
+      "https://www.sunet.se/sunets-nat/anslutna"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "urls": [
+      "https://www.sunet.se/sunets-nat/anslutna"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2012,
+    "urls": [
+      "http://www.surfnet.nl/en/organisatie/instellingen/Pages/Default.aspx"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2013,
+    "urls": [
+      "http://www.surfnet.nl/en/organisatie/instellingen/Pages/Default.aspx"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2014,
+    "urls": [
+      "http://www.surfnet.nl/en/organisatie/instellingen/Pages/Default.aspx"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2015,
+    "urls": [
+      "https://www.surf.nl/en/about-surf/subsidiaries/surfnet/about-surfnet/connecting-to-surfnet/index.html"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "urls": [
+      "https://www.surf.nl/en/about-surf/subsidiaries/surfnet/about-surfnet/connecting-to-surfnet/index.html"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "urls": [
+      "https://www.surf.nl/en/about-surf/subsidiaries/surfnet/about-surfnet/connecting-to-surfnet/index.html"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "urls": [
+      "https://www.surf.nl/en/about-surf/subsidiaries/surfnet/about-surfnet/connecting-to-surfnet/connected-institutions/index.html"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "urls": [
+      "https://www.surf.nl/en/the-surf-cooperative/overview-of-the-members-of-surf"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "urls": [
+      "https://www.surf.nl/en/the-surf-cooperative/overview-of-the-members-of-surf"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "urls": [
+      "https://www.surf.nl/en/the-surf-cooperative/overview-of-the-members-of-surf"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "urls": [
+      "https://www.surf.nl/en/the-surf-cooperative/overview-of-the-members-of-surf"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "urls": [
+      "https://www.surf.nl/en/the-surf-cooperative/overview-of-the-members-of-surf"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2014,
+    "urls": [
+      "http://www.switch.ch/export/sites/default/uni/network/lan/_files/SWITCHlanBackbone.pdf"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2015,
+    "urls": [
+      "http://www.switch.ch/export/sites/default/.galleries/icons/SWITCHlanBackbone2015_RGB.jpg"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "urls": [
+      "http://www.switch.ch/services/network"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "urls": [
+      "http://www.switch.ch/services/network"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "urls": [
+      "https://www.switch.ch/de/services/network"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "urls": [
+      "https://www.switch.ch/de/services/network"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "urls": [
+      "https://www.switch.ch/de/services/network"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "urls": [
+      "https://www.switch.ch/de/services/network"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2011,
+    "urls": [
+      "http://istatistik.ulakbim.gov.tr/uc"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2012,
+    "urls": [
+      "http://istatistik.ulakbim.gov.tr/uc"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2013,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2014,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2015,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/uc"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/uc"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/uc"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/uc"
+    ]
+  },
+  {
+    "nren": "University of Malta",
+    "nren_country": "Malta",
+    "year": 2011,
+    "urls": [
+      "http://www.ricerka.net.mt/connected"
+    ]
+  },
+  {
+    "nren": "University of Malta",
+    "nren_country": "Malta",
+    "year": 2012,
+    "urls": [
+      "http://www.ricerka.net.mt/connected"
+    ]
+  },
+  {
+    "nren": "University of Malta",
+    "nren_country": "Malta",
+    "year": 2013,
+    "urls": [
+      "http://www.ricerka.net.mt/connected"
+    ]
+  },
+  {
+    "nren": "University of Malta",
+    "nren_country": "Malta",
+    "year": 2014,
+    "urls": [
+      "http://www.ricerka.net.mt/connected"
+    ]
+  },
+  {
+    "nren": "University of Malta",
+    "nren_country": "Malta",
+    "year": 2015,
+    "urls": [
+      "http://www.ricerka.net.mt/connected"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2013,
+    "urls": [
+      "uran.ua"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2014,
+    "urls": [
+      "uran.ua"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2015,
+    "urls": [
+      "uran.ua"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "urls": [
+      "uran.ua",
+      "uran.net.ua"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "urls": [
+      "uran.ua",
+      "uran.net.ua"
+    ]
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/MonitoringTools.json b/test/data/presentation_models_data/MonitoringTools.json
new file mode 100644
index 00000000..c06ed214
--- /dev/null
+++ b/test/data/presentation_models_data/MonitoringTools.json
@@ -0,0 +1,3131 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "https://www.netvizura.com/,  http://netops.services/netopsnmf.html"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "https://www.netvizura.com/,  http://netops.services/netopsnmf.html"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "https://www.netvizura.com/,  http://netops.services/netopsnmf.html"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "tool_descriptions": [
+      "tools are not offered directly. They can get results on request"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "tool_descriptions": [
+      "tools are not offered directly. They can get results on request"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "tool_descriptions": [
+      "tools are not offered directly. They can get results on request"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "tool_descriptions": [
+      "tools are not offered directly. They can get results on request"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "tool_descriptions": [
+      "tools are not offered directly. They can get results on request"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "tool_descriptions": [
+      "tools are not offered directly. They can get results on request"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "tool_descriptions": [
+      "tools are not offered directly. They can get results on request"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "tool_descriptions": [],
+    "netflow_processing_description": "Nemo in testing stage"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2016,
+    "tool_descriptions": [
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2017,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "tool_descriptions": [
+      "We provide limited access to our monitoring system, which is directly connected to their network."
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2016,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "NetFlow Analyzer (NetVizura)"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "NetFlow Analyzer (NetVizura)"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "NetFlow Analyzer (NetVizura)"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2016,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow on demand"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2017,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow on demand"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow on demand"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow on demand"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow on demand"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow on demand"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow on demand"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow on demand"
+    ],
+    "netflow_processing_description": "NFSen and a propietary solution, which is under NDA"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "NFSEN"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "NFSEN"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "NFSEN"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "flowspec"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "flowspec"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "flowspec with GUI/API interface for user configuration"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "flowspec with GUI/API interface for user configuration"
+    ],
+    "netflow_processing_description": "FTAS (CESNET - own development)"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "BGP FlowSpec, RTBH, general cleaner all behind common GUI/API interface for user/machine  configurations"
+    ],
+    "netflow_processing_description": "FTAS (CESNET - own development), ipfixcol+NEMEA (CESNET - own development))"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "BGP FlowSpec, RTBH, general cleaner all behind common GUI/API interface for user/machine  configurations"
+    ],
+    "netflow_processing_description": "FTAS (CESNET - own development), ipfixcol+NEMEA (CESNET - own development))"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "ping status"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "ping status"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "tool_descriptions": [
+      "ping status"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "tool_descriptions": [
+      "ping status"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "ping status"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "ping status"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "ping status"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Other: ping status"
+    ],
+    "netflow_processing_description": "NfSen"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2016,
+    "tool_descriptions": [
+      "CACTI"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "tool_descriptions": [
+      "CACTI"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "CACTI"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "tool_descriptions": [
+      "other"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "tool_descriptions": [
+      "cacti"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "Zabbix"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "Zabbix"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "serviceinfo.dk contains all operational issues"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "tool_descriptions": [
+      "NAV"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "tool_descriptions": [
+      "NAV"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "tool_descriptions": [
+      "NAV"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "tool_descriptions": [
+      "NAV"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "---"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "NeMo - DFNCert"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "tool_descriptions": [
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "tool_descriptions": [
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "Kentik"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "Kentik, vendor Kentik"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "Feed of network status on twitter"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "Feed of network status on twitter"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "Feed of network status on twitter"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "Feed of network status on twitter"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Feed of network status on twitter"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Feed of network status on twitter"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Feed of network status on twitter"
+    ],
+    "netflow_processing_description": "Arbor"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Feed of network status on twitter"
+    ],
+    "netflow_processing_description": "Arbor"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "we run NDT, a browserbased network troubleshooting tool"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "we run NDT, a browserbased network troubleshooting tool"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "we run NDT, a browserbased network troubleshooting tool"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "we run NDT, a browserbased network troubleshooting tool"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "we run NDT and speedtest as browserbased network troubleshooting tools"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "we run NDT and speedtest as browserbased network troubleshooting tools and iperf server on demand"
+    ],
+    "netflow_processing_description": "Nfdump as collector. Nfsen and other home-developed tools for data visualizatione and analysis"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "we run NDT and speedtest as browserbased network troubleshooting tools and iperf server on demand"
+    ],
+    "netflow_processing_description": "Nfdump as collector. Nfsen and other home-developed tools for data visualizatione and analysis"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "we run NDT and speedtest as browser-based network troubleshooting tools and iperf server on demand"
+    ],
+    "netflow_processing_description": "Nfdump as collector. Nfsen and other home-developed tools for data visualizatione and analysis"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "Scrutinizer, Plixer"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "Scrutinizer, Plixer"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "Scrutinizer, Plixer"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "sFlow Analysis tool"
+    ],
+    "netflow_processing_description": "NFDUMP"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "sFlow Analysis tool"
+    ],
+    "netflow_processing_description": "NFDUMP"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "sFlow Analysis tool "
+    ],
+    "netflow_processing_description": "NFDUMP"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "Kentik"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "Kentik"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "Kentik "
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "Netvizura"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "Netvizura"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": " Kentik"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "speedtest"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "speedtest"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "speedtest"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "speedtest"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "speedtest"
+    ],
+    "netflow_processing_description": "nfsen, ELK, Netscout"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "speedtest"
+    ],
+    "netflow_processing_description": "nfsen, ELK, Netscout"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "speedtest"
+    ],
+    "netflow_processing_description": "ELK, Netscout"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "zabix, cisco platform"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2016,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "tool_descriptions": [
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Network infrastructure security audit (Nessus)"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Network infrastructure security audit (Nessus)"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Network infrastructure security audit (Nessus), web security audit NetSparker"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Network infrastructure security audit (Nessus), web security audit NetSparker"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Network infrastructure security audit (Nessus), web security audit NetSparker"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Network infrastructure security audit (Nessus), web security audit NetSparker"
+    ],
+    "netflow_processing_description": "NFSEN, ELK"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Network infrastructure security audit (Nessus), web security audit Invicti"
+    ],
+    "netflow_processing_description": "NFSEN, ELK"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "Network infrastructure security audit (Nessus), web security audit Invicti"
+    ],
+    "netflow_processing_description": "NFSEN, ELK"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2016,
+    "tool_descriptions": [
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "perfSONAR"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "perfSONAR"
+    ],
+    "netflow_processing_description": "Nfdump, Nfsen"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "perfSONAR"
+    ],
+    "netflow_processing_description": "Nfdump, Nfsen"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "www.mastema.es"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "www.mastema.es"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "www.mastema.es"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis",
+      "www.mastema.es"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "Arbor platform and Network Flow Analysis from DX NetOps Spectrum "
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "tool_descriptions": [],
+    "netflow_processing_description": "Flowmon"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard"
+    ],
+    "netflow_processing_description": "Flowmon"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard"
+    ],
+    "netflow_processing_description": "Flowmon"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "tool_descriptions": [
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "netflow_analysis",
+      "Other "
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "tool_descriptions": [
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "We offer nfdump/NfSen as a tool to analyze NetFlow data"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "We offer nfdump/NfSen as a tool to analyze NetFlow data"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "Kentik (for internal use)"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "Kentik (for internal use)"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "nfsen, kentik"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "nfsen, kentik"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": "nfsen"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "Telephone"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "Telephone, EMail"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "Telephone, EMail"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "Telephone, EMail"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "Telephone, EMail"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "Telephone, EMail"
+    ],
+    "netflow_processing_description": "Homebrew Exporter, Flowmon Collector"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "Telephone, EMail"
+    ],
+    "netflow_processing_description": "Homebrew Exporter, Flowmon Collector"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "Telephone, E-Mail"
+    ],
+    "netflow_processing_description": "Homebrew Exporter, Flowmon Collector"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2016,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "NfSen"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "NfSen, Nfdump"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "tool_descriptions": [
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": "NfSen, Nfdump"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "tool_descriptions": [
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "tool_descriptions": [
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "tool_descriptions": [],
+    "netflow_processing_description": "sFlowTrend, InMon"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "tool_descriptions": [
+      "looking_glass",
+      "status_dashboard",
+      "historical_traffic_volumes",
+      "netflow_analysis"
+    ],
+    "netflow_processing_description": ""
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/NREN.json b/test/data/presentation_models_data/NREN.json
new file mode 100644
index 00000000..dd1b5948
--- /dev/null
+++ b/test/data/presentation_models_data/NREN.json
@@ -0,0 +1,222 @@
+[
+  {
+    "id": 1,
+    "name": "ACOnet",
+    "country": "Austria"
+  },
+  {
+    "id": 2,
+    "name": "AMRES",
+    "country": "Serbia"
+  },
+  {
+    "id": 4,
+    "name": "ARNES",
+    "country": "Slovenia"
+  },
+  {
+    "id": 5,
+    "name": "ASNET-AM",
+    "country": "Armenia"
+  },
+  {
+    "id": 6,
+    "name": "AzScienceNet",
+    "country": "Azerbaijan"
+  },
+  {
+    "id": 7,
+    "name": "BASNET",
+    "country": "Belarus"
+  },
+  {
+    "id": 8,
+    "name": "Belnet",
+    "country": "Belgium"
+  },
+  {
+    "id": 10,
+    "name": "BREN",
+    "country": "Bulgaria"
+  },
+  {
+    "id": 11,
+    "name": "CARNET",
+    "country": "Croatia"
+  },
+  {
+    "id": 12,
+    "name": "CESNET",
+    "country": "Czech Republic"
+  },
+  {
+    "id": 18,
+    "name": "CSC",
+    "country": "Finland"
+  },
+  {
+    "id": 13,
+    "name": "CYNET",
+    "country": "Cyprus"
+  },
+  {
+    "id": 14,
+    "name": "DeiC",
+    "country": "Denmark"
+  },
+  {
+    "id": 15,
+    "name": "DFN",
+    "country": "Germany"
+  },
+  {
+    "id": 16,
+    "name": "EENet",
+    "country": "Estonia"
+  },
+  {
+    "id": 17,
+    "name": "FCCN",
+    "country": "Portugal"
+  },
+  {
+    "id": 19,
+    "name": "GARR",
+    "country": "Italy"
+  },
+  {
+    "id": 20,
+    "name": "GRENA",
+    "country": "Georgia"
+  },
+  {
+    "id": 21,
+    "name": "GRNET",
+    "country": "Greece"
+  },
+  {
+    "id": 22,
+    "name": "HEAnet",
+    "country": "Ireland"
+  },
+  {
+    "id": 23,
+    "name": "IUCC",
+    "country": "Israel"
+  },
+  {
+    "id": 24,
+    "name": "Jisc",
+    "country": "United Kingdom"
+  },
+  {
+    "id": 25,
+    "name": "KIFU",
+    "country": "Hungary"
+  },
+  {
+    "id": 26,
+    "name": "KREN",
+    "country": "Kosovo"
+  },
+  {
+    "id": 27,
+    "name": "LAT",
+    "country": "Latvia"
+  },
+  {
+    "id": 28,
+    "name": "LITNET",
+    "country": "Lithuania"
+  },
+  {
+    "id": 29,
+    "name": "MARnet",
+    "country": "North Macedonia"
+  },
+  {
+    "id": 30,
+    "name": "MREN",
+    "country": "Montenegro"
+  },
+  {
+    "id": 31,
+    "name": "PSNC",
+    "country": "Poland"
+  },
+  {
+    "id": 32,
+    "name": "RASH",
+    "country": "Albania"
+  },
+  {
+    "id": 33,
+    "name": "RedIRIS",
+    "country": "Spain"
+  },
+  {
+    "id": 34,
+    "name": "RENAM",
+    "country": "Moldova"
+  },
+  {
+    "id": 35,
+    "name": "RENATER",
+    "country": "France"
+  },
+  {
+    "id": 36,
+    "name": "Restena",
+    "country": "Luxembourg"
+  },
+  {
+    "id": 37,
+    "name": "RHnet",
+    "country": "Iceland"
+  },
+  {
+    "id": 38,
+    "name": "RoEduNet",
+    "country": "Romania"
+  },
+  {
+    "id": 39,
+    "name": "SANET",
+    "country": "Slovakia"
+  },
+  {
+    "id": 42,
+    "name": "Sikt",
+    "country": "Norway"
+  },
+  {
+    "id": 43,
+    "name": "SUNET",
+    "country": "Sweden"
+  },
+  {
+    "id": 44,
+    "name": "SURF",
+    "country": "Netherlands"
+  },
+  {
+    "id": 45,
+    "name": "SWITCH",
+    "country": "Switzerland"
+  },
+  {
+    "id": 47,
+    "name": "ULAKBIM",
+    "country": "Turkey"
+  },
+  {
+    "id": 49,
+    "name": "University of Malta",
+    "country": "Malta"
+  },
+  {
+    "id": 50,
+    "name": "URAN",
+    "country": "Ukraine"
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/NRENService.json b/test/data/presentation_models_data/NRENService.json
new file mode 100644
index 00000000..990faec2
--- /dev/null
+++ b/test/data/presentation_models_data/NRENService.json
@@ -0,0 +1,21749 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "ACOdns (Nameservices)",
+    "additional_information": "ACOdns Recursive",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "Vulnerability Assessment Scan (VAS)",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "ACOnet-CERT",
+    "additional_information": "Computer Security Incident Response Team of ACOnet",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "Webportal",
+    "additional_information": "User profile, Infochannel, Event-Anmeldung, net statistics and security tool access",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Aconet seems not to have a central user conference but working groups and a community",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "Timeserver",
+    "additional_information": "ts1.aco.net\n    location: NIG\n    time source: DCF77\n\nts2.aco.net\n    location: Interxion\n    time source: GPS",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "GovIX",
+    "additional_information": "GovIX (Government Internet eXchange) is a specialised IP peering service for public administration institutions in Austria. It is operated by ACOnet in coordination with the Federal Ministry for Digital and Economic Affairs (BMDW) and GovCERT Austria.",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "ACOdns (Nameservices)",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "Local Internet Registry (LIR)",
+    "additional_information": "IPv4 and IPv6",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "ac.at-Domains",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "ACOnet Identity Federation (eduID.at)",
+    "additional_information": "part of eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "product_name": "FileSender",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "https://www.aco.net/cos.html?L=1",
+    "official_description": "",
+    "service_name": "Quality of Service",
+    "service_category": "network_services",
+    "service_description": "Preferential service to specific applications or classes of applications."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "ACOdns (Nameservices)",
+    "additional_information": "https://www.aco.net/acodns.html?L=1",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "FileSender",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "ACOnet Identity Federation (eduID.at)",
+    "additional_information": "part of eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "ac.at-Domains",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "Local Internet Registry (LIR)",
+    "additional_information": "IPv4 and IPv6",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "GovIX ",
+    "additional_information": "GovIX (Government Internet eXchange) is a specialised IP peering service for public administration institutions in Austria. It is operated by ACOnet in coordination with the Federal Ministry for Digital and Economic Affairs (BMDW) and GovCERT Austria.",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "ACOdns (Nameservices)",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "Timeserver",
+    "additional_information": "ts1.aco.net\n    location: NIG\n    time source: DCF77\n\nts2.aco.net\n    location: Interxion\n    time source: GPS",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "ACOnet offers Trainings and Workshops on Participants demand/request",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "ACOnet offers a technical user conference 2 times a year",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "Webportal",
+    "additional_information": "User profile, Infochannel, Event-Anmeldung, net statistics and security tool access",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "ACOnet-CERT",
+    "additional_information": "Computer Security Incident Response Team of ACOnet",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "product_name": "Vulnerability Assessment Scan (VAS)",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "iAMRES Identity Federation",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "RCUB eLearning Service",
+    "additional_information": "The Learning platform RCUB, based on MOODLE platform, integrates basic concepts and principles of electronic learning within University of Belgrade and Serbian academic community.\n\nAMRES end-users may use RCUB eLearning service in order to create and take courses in electronic form.",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "KoBSON",
+    "additional_information": "KoBSON (Consortium of Serbian Libraries for Coordinated Purchase) is the service under the auspices of Ministry of Education, Science and Technological Development of the Republic of Serbia  provided by Serbian libraries which allows access access to high number of foreign scientific journals, electronic books, the base of abstracts and quotes for the academic community.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "As part of the webfiltering",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "AMRES CSIRT",
+    "additional_information": "The mission of AMRES CSIRT service is to raise the security level of AMRES ICT infrastructure and systems, to solve efficiently specific security incidents within AMRES network and AMRES users, and to raise awareness about ICT security  to AMRES end users.",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "AMRES VPN service is implemented by using OpenVPN software which creates a VPN SSL tunnel from users\u2019 device to AMRES VPN server.",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Regular monitoring of external connections, the backbone of AMRES network and connection with AMRES users.",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "RCUB Media Portal",
+    "additional_information": "RCUB Media Portal is multimedia service which enables uploading of video and audio material of importance for Serbian academic community. Furthermore, it is possible to broadcast live (live streaming) events for wider circle of AMRES end-users, and to archive the records for further watching (video-on-demand) by means of RCUB Media portal.",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "RCUB Media Portal",
+    "additional_information": "RCUB Media Portal is multimedia service which enables uploading of video and audio material of importance for Serbian academic community. Furthermore, it is possible to broadcast live (live streaming) events for wider circle of AMRES end-users, and to archive the records for further watching (video-on-demand) by means of RCUB Media portal.",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "In order to support educational and scientific-research work, AMRES provides video-conferencing service to its end-users. Within this service, all AMRES end-users may organize and participate in meetings with distant participants, using the available  dedicated video-conferencerooms .",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "AMRES filters the network traffic in order to ensure protection against Internet attack and to preserve primary function of AMRES network. Iccyrs at transprot level (Firewall) and at PoPs\n\nAlso: Web-proxy: Web-proxy service increases security of end users\u2019 devices in the way that it blocks access to web pages that have viruses or other malicious contents. This service is realized by proxying HTTP and HTTPS traffic of end users.",
+    "official_description": "",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "possibility of using  AMRES DNS servers on end users\u2018 devices with the aim of translating Internet domains into IP address,",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "assignment of IPv4 address as well as IPv6 address range if technical conditions of AMRES user allow this,",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "As part of the webfiltering",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "KoBSON",
+    "additional_information": "KoBSON (Consortium of Serbian Libraries for Coordinated Purchase) is the service under the auspices of Ministry of Education, Science and Technological Development of the Republic of Serbia  provided by Serbian libraries which allows access access to high number of foreign scientific journals, electronic books, the base of abstracts and quotes for the academic community. ",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "eLearning Service",
+    "additional_information": "The Learning platform based on MOODLE platform, integrates basic concepts and principles of electronic learning within University of Belgrade and Serbian academic community.\n\nAMRES end-users may use eLearning service in order to create and take courses in electronic form. ",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "RCUB Media Portal",
+    "additional_information": "RCUB Media Portal is multimedia service which enables uploading of video and audio material of importance for Serbian academic community. Furthermore, it is possible to broadcast live (live streaming) events for wider circle of AMRES end-users, and to archive the records for further watching (video-on-demand) by means of RCUB Media portal.",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "iAMRES Identity Federation",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "assignment of IPv4 address as well as IPv6 address range if technical conditions of AMRES user allow this,",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "possibility of using  AMRES DNS servers on end users\u2018 devices with the aim of translating Internet domains into IP address,",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "RCUB Media Portal",
+    "additional_information": "RCUB Media Portal is multimedia service which enables uploading of video and audio material of importance for Serbian academic community. Furthermore, it is possible to broadcast live (live streaming) events for wider circle of AMRES end-users, and to archive the records for further watching (video-on-demand) by means of RCUB Media portal.",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "In order to support educational and scientific-research work, AMRES provides video-conferencing service to its end-users. Within this service, all AMRES end-users may organize and participate in meetings with distant participants, using the available  dedicated video-conferencerooms .",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "AMRES VPN service is implemented by using OpenVPN software which creates a VPN SSL tunnel from users\u2019 device to AMRES VPN server.",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Regular monitoring of external connections, the backbone of AMRES network and connection with AMRES users.",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Managed router service",
+    "service_category": "network_services",
+    "service_description": "Remote network router support to institutions."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "PERT",
+    "service_category": "network_services",
+    "service_description": "Team supporting resolution of end-to-end performance problems for networked applications."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "AMRES CSIRT ",
+    "additional_information": "The mission of AMRES CSIRT service is to raise the security level of AMRES ICT infrastructure and systems, to solve efficiently specific security incidents within AMRES network and AMRES users, and to raise awareness about ICT security  to AMRES end users.",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "AMRES filters the network traffic in order to ensure protection against Internet attack and to preserve primary function of AMRES network. Iccyrs at transprot level (Firewall) and at PoPs\n\nAlso: Web-proxy: Web-proxy service increases security of end users\u2019 devices in the way that it blocks access to web pages that have viruses or other malicious contents. This service is realized by proxying HTTP and HTTPS traffic of end users.",
+    "official_description": "",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "portal Arnes Video",
+    "additional_information": "you can publish and share your recordings, as well as broadcast and record your events live . (intended for meetings or lectures)",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "Arnes Shramba",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "SI-CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "Arnes Conference",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Various publications",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "Arnes VID\nArnes Zoom\nArnes VOX  and\nhigh quality video conferencings",
+    "additional_information": "Zoom based on Zoom\nVID (Jitsi)\nVox (used for lectures and in schools)",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Intended to record and disseminate conferences/events",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "NTP services",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "SIX.SI",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "Hosting DNS servers",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "IPv4 and IPv6",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "Register.si",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "ArnesAAI",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "Arnes Splet",
+    "additional_information": "Online tool with which you can quickly and easily create \nwebsites,\nonline presentations of projects,\nblogs.",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "Arnes U\u010dilnice (Arnes Classrooms)",
+    "additional_information": "Moodle-based",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Scheduling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of tools to users for scheduling appointments or classes."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "Cloud 365",
+    "additional_information": "Office 365 services",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Mailman",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "Listovnik",
+    "additional_information": "Mahara",
+    "official_description": "",
+    "service_name": "e-portfolio service",
+    "service_category": "collaboration",
+    "service_description": "Functions to create and share user professional and career e-portfolios."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "Light paths",
+    "additional_information": "1 Gbit/s - 10GBit/s\nDedicated point-to-point connections",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "SIX.SI",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "IPv4 and IPv6",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "Register.si",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "ArnesAAI",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "Cloud 365",
+    "additional_information": "Office 365 services",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "Hosting DNS servers",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "NTP services",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Intended to record and disseminate conferences/events",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "Arnes VID & Arnes ZoomArnes VOX  andhigh quality video conferencings",
+    "additional_information": "\nZoom based on Zoom\nVID (Jitsi)\nVox (used for lectures and in schools)",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Various publications",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "Arnes Zoom",
+    "additional_information": "Zoom K12 licenses for schools + some fine tuning regarding authentication (AAI) process in accordance with Zoom",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "Arnes Conference",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "SI-CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": " portal Arnes Video ",
+    "additional_information": "you can publish and share your recordings, as well as broadcast and record your events live . (intended for meetings or lectures)",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "Arnes Shramba",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "Arnes Splet ",
+    "additional_information": "Multi-site Wordpress platform\n",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "Arnes U\u010dilnice (Arnes Classrooms)",
+    "additional_information": "Moodle-based",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "1KA",
+    "additional_information": "Developed and maintained by  Faculty of Social Science",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "product_name": "Arnes Planer ",
+    "additional_information": "Foodle based",
+    "official_description": "",
+    "service_name": "Scheduling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of tools to users for scheduling appointments or classes."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "EDU.ASNET.AM",
+    "additional_information": "The e-learning service is based on the Moodle learning management system, which allows users within and outside the ASNET-AM network to provide online teaching and learning materials.",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "The web hosting service enables ASNET-AM network members to host web sites on ASNET-AM network virtualized servers.",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "AFIRE",
+    "additional_information": "AFIRE is a member of the federation liaison service of the G\u00c9ANT eduGAIN project and is a member of the REFEDS initiative.",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Hosting of DNS domains\n\nAll domains are served by ASNET-AM, with an infrastructure of reliable DNS servers.\nASNET-AM members are provided free DNS subdomains in the domains 'asnet.am' and 'sci.am'.\nHosting of other DNS domains is also provided.",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "The streaming service enables members of the ASNET-AM network to broadcast scientific conferences and other events online.",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "MEET.ASNET.AM",
+    "additional_information": "eduMEET",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "ASNET-AM VPN service",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "ASNET-AM member-organizations are provided with various courses and advice on using network services, including regular local network administrator training courses.",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "e.g Telegram channel, webinars",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "ASNET-CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "ASNET-AM Drive",
+    "additional_information": "ASNET-AM Drive service provides ASNET-AM member organizations with Cloud Storage.",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "product_name": "ArmGrid",
+    "additional_information": "The service provides an opportunity to carry out scientific research that requires large-scale calculations on the basis of computer clusters, as well as provides convenient access to distributed computing resources.\n\n(Part of the EGI program)",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "ASNET-Open Journal System",
+    "additional_information": "",
+    "official_description": "OJS,  ASNET-Open Journal System (30 journals)",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Managed router service",
+    "service_category": "network_services",
+    "service_description": "Remote network router support to institutions."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "\n ASNET-CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Mailing lists, Facebook Business Page, \nWebinars, Telegram channel",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "ASNET-AM member-organizations are provided with various courses and advice on using network services, including regular local network administrator training courses.",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "ASNET-AM VPN service ",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "MEET.ASNET.AM ",
+    "additional_information": "BigBlueButton",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "The streaming service enables members of the ASNET-AM network to broadcast scientific conferences and other events online.",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Hosting of DNS domains\n\nAll domains are served by ASNET-AM, with an infrastructure of reliable DNS servers.\nASNET-AM members are provided free DNS subdomains in the domains 'asnet.am' and 'sci.am'.\nHosting of other DNS domains is also provided.",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "AFIRE",
+    "additional_information": "AFIRE is a member of the federation liaison service of the G\u00c9ANT eduGAIN project and is a member of the REFEDS initiative.",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "ArmGrid",
+    "additional_information": "The service provides an opportunity to carry out scientific research that requires large-scale calculations on the basis of computer clusters, as well as provides convenient access to distributed computing resources.\n\n(Part of the EGI program)",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "ASNET-AM Drive",
+    "additional_information": "ASNET-AM Drive service provides ASNET-AM member organizations with Cloud Storage.",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "The web hosting service enables ASNET-AM network members to host web sites on ASNET-AM network virtualized servers.",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "EDU.ASNET.AM",
+    "additional_information": "The e-learning service is based on the Moodle learning management system, which allows users within and outside the ASNET-AM network to provide online teaching and learning materials.",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "AzStorage",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "AzScienceCERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Using the technical capabilities of the AzScienceNet network, the online TV broadcasting service is implemented in ANAS institutes and organizations.",
+    "official_description": "",
+    "service_name": "TV/radio streaming",
+    "service_category": "multimedia",
+    "service_description": "Internet and radio streaming services."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "AzStorage",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Using the technical capabilities of the AzScienceNet network, the online TV broadcasting service is implemented in ANAS institutes and organizations.",
+    "official_description": "",
+    "service_name": "TV/radio streaming",
+    "service_category": "multimedia",
+    "service_description": "Internet and radio streaming services."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "product_name": "AzScienceCERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Jitsi/eduMEET",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Placement of equipment in the data center",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Intrusion detection and prevention",
+    "official_description": "",
+    "service_name": "Intrusion detection",
+    "service_category": "security",
+    "service_description": "Systems for detecting and preventing Intrusions (IDS/IPS)."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Also Anti-Virus",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "L3/L2 connectivity",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "BASNET is member of the European Center for Internet Registration (RIPE), has the status of LIR, has its own IP address space, accompanies several second-level domains - basnet.by , org.by , culture.by , from.by , nren.by .",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Primary and Secondary DNS",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Jitsi/eduMEET",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Primary and Secondary DNS",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "BASNET is a member of the European Center for Internet Registration (RIPE), has the status of LIR, has its own IP address space, accompanies several second-level domains - basnet.by , org.by , culture.by , from.by , nren.by .",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Placement of equipment in the data center",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Intrusion detection and prevention",
+    "official_description": "",
+    "service_name": "Intrusion detection",
+    "service_category": "security",
+    "service_description": "Systems for detecting and preventing Intrusions (IDS/IPS)."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Also Anti-Virus",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "L3/L2 connectivity",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "BELNET also have govroam for government bodies",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "Orfeo",
+    "additional_information": "Orfeo does not house  journals as such, but gives access to a repository of open science material",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "Filesender\nFedSender",
+    "additional_information": "FedSender: This service is exclusively aimed at public institutions which are members of the FedMAN network and users of G-Cloud (the state-run community cloud service).",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "Belnet Storage",
+    "additional_information": "Storage for institutions, not individuals: Belgian public sector, research and higher education store their data in our secure Cloud.",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "Belnet Threat Intelligence",
+    "additional_information": "Belnet Threat Intelligence allows Belnet to offer connected organisations an automatic service for proactively reporting potential threats and vulnerabilities in your information systems.\n\nBelnet is drawing on its collaboration with the CCB (Centre for Cybersecurity Belgium)",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "viaBEL.net",
+    "additional_information": "If your organisation is a member of the Belnet R&E Federation, viaBel.net is the perfect application for quickly, securely and efficiently reducing the size of your URLs.",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "Belnet DDoS Mitigation",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "Belnet Advanced Mail Security (BAMS)",
+    "additional_information": "Also anti-Virus, based on Fortinet",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "Belnet Portal",
+    "additional_information": "The Belnet Portal contains all the information concerning a user's services, the user's contact data as well as administrative documents. The myBelnet portal also gives the user access to monitor their connections as well as past tickets (incidents or service requests).",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Belnet organizes various information events (e.g. on OCRE); there are also meetings among Bnix stakeholders",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "website with news, events, publications",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "Multipoint\nFibre Channel",
+    "additional_information": "The Multipoint Service allows affiliated organisations two interconnect two or more geographically dispersed sites. The service can be used from 2 points and is delivered on a dedicated interface (port-based) or on a VLAN (VLAN-based).\n\nFibre Channel will ensure a better connection between servers and storage systems a user's data are spread across two or more storage sites, geographically dispersed and connected via dark fibre to the Belnet network. Fibre Channel is a solution that optimizes accessibility and data sharing across a distributed storage network.\n\nDepending on the required bandwidth, quality guarantees and access circuit(s), Belnet has different technologies at its disposal to implement a connection adapted to your needs.",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "eduVPN",
+    "additional_information": "eduVPN",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "Belnet Media Transport Service",
+    "additional_information": "Belnet's MTS (Media Transport Service) service lets Belgian administrative offices, higher education organisations or research centres reserve dedicated bandwidth for audio and video files.",
+    "official_description": "",
+    "service_name": "Quality of Service",
+    "service_category": "network_services",
+    "service_description": "Preferential service to specific applications or classes of applications."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "Belnet R&E Federation",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "bnix",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "DNS Service",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "Domain Name Registration",
+    "additional_information": "uses DNSSEC, an extension of the DNS system",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "product_name": "Belnet Leased line",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "eduVPN",
+    "additional_information": "https://www.belnet.be/en/services-identity-mobility-federation/eduvpn",
+    "official_description": "eduVPN",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Belnet Service router",
+    "additional_information": "is also implemented on customer fiber upon request;",
+    "official_description": "BSR - Belnet Service router ",
+    "service_name": "Managed router service",
+    "service_category": "network_services",
+    "service_description": "Remote network router support to institutions."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Multicast can be configure on connections on request (for ex. for Royal Meteorology institute for Eumetsat.)  ",
+    "official_description": "no official service, available upon request.",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Multipoint / Fiber Channel",
+    "additional_information": "https://www.belnet.be/en/services/connectivity-internet/multipoint\nhttps://www.belnet.be/en/services/connectivity-internet/fiber-channel",
+    "official_description": "Belnet Multippoint L2 & L3  + Belnet Fiber Channel\nFibreChannel service",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Belnet Media Transport Service",
+    "additional_information": "https://www.belnet.be/en/services/connectivity-internet/belnet-media-transport-serviceo and video files.",
+    "official_description": "Belnet MTS (Media Transport Service) service ",
+    "service_name": "Quality of Service",
+    "service_category": "network_services",
+    "service_description": "Preferential service to specific applications or classes of applications."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Belnet Leased line",
+    "additional_information": "",
+    "official_description": "Belnet Leased line / Belnet Multipoint ",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Belnet CERT is not operational for our use constituency  at the moment, we rely on the national CERT.be (activity taken over from Belnet in 2016)",
+    "official_description": "n/a",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Advanced DDOS Security",
+    "additional_information": "https://www.belnet.be/en/services-trust-security/advanced-ddos-security\nRenewed our internal scrubbing center",
+    "official_description": "Belnet Advanced DDoS Security",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Belnet Advanced Mail Security (BAMS)",
+    "additional_information": "https://www.belnet.be/en/services-trust-security/belnet-advanced-mail-security\nAlso includes anti-Virus, based on Fortinet",
+    "official_description": "Belnet Advanced Mail Security (BAMS)",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Belnet Portal",
+    "additional_information": "The Belnet Portal contains all the information concerning a user's services, the user's contact data as well as administrative documents. The myBelnet portal also gives the user access to monitor their connections as well as past tickets (incidents or service requests).",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Belnet organizes various information events (e.g. on OCRE); there are also meetings among Bnix stakeholders",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Belnet Portal",
+    "additional_information": "website with news, events, publications",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Belnet engages in different (co-creation and innovation ) (on demand) projects that might result in a new future in our service portfolion",
+    "official_description": "co-creation, innovation. ",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Orfeo",
+    "additional_information": "Repository for  open science publications - https://orfeo.belnet.be/",
+    "official_description": "Orfeo ",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "viaBEL.net",
+    "additional_information": ", viaBel.net  securely and efficiently reducing the size of your URLs.",
+    "official_description": "viaBel.net",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Belnet Threat Intelligence",
+    "additional_information": "https://www.belnet.be/en/belnet-threat-intelligence\nBelnet Threat Intelligence allows Belnet to offer connected organisations an automatic service for proactively reporting potential threats and vulnerabilities in your information systems.\n\nBelnet is drawing on its collaboration with the CCB (Centre for Cybersecurity Belgium) \n",
+    "official_description": "Belnet Threat Intelligence",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Belnet Storage",
+    "additional_information": "https://www.belnet.be/en/services/cloud/belnet-storage\nStorage for institutions, not individuals: Belgian public sector, research and higher education store their data in our secure Cloud. ",
+    "official_description": "Belnet Storage Service",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Hosting of Videoportal",
+    "additional_information": "https://www.belnet.be/en/news-events/news/ulb-chooses-belnet-provide-high-performance-hosting-its-podcast-service",
+    "official_description": "Co-creation project with a University - videoportal",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "DNS Service",
+    "additional_information": "https://www.belnet.be/en/services/connectivity-internet/dns-service\nhttps://www.belnet.be/en/services-trust-security/advanced-dns-security\nAdding anycast service NETNOD soon",
+    "official_description": "Belnet DNS services + Belnet Advanced DNS security",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Filesender / FedSender",
+    "additional_information": "https://www.belnet.be/en/services/identity-mobility-federation/filesender\nFedSender: This 'filesender' service is exclusively aimed at public services:\nhttps://www.belnet.be/en/services/cloud/belnet-fedsender ",
+    "official_description": "Belnet Filesender / FedSender\n",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "eduroam / govroam ",
+    "additional_information": "https://www.belnet.be/en/services/identity-mobility-federation/eduroam\nBELNET also offers govroam for public services - \nhttps://www.belnet.be/en/services/identity-mobility-federation/govroam",
+    "official_description": "eduroam / govroam",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Belnet R&E Federation",
+    "additional_information": "https://www.belnet.be/en/services/identity-mobility-federation/belnet-re-federation\n\neduGAIN",
+    "official_description": "Belnet R&E Federation",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Domain Name Registration",
+    "additional_information": "https://www.belnet.be/en/services/connectivity-internet/domain-name-registration\nuses DNSSEC, an extension of the DNS system",
+    "official_description": "Belnet Domain Name Registration  + DNS SEC\nSecure DNS ",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Belnet Internet Connectivity",
+    "additional_information": "",
+    "official_description": "IPv' and IPv6  allocation is included in Belnet Internet Connectivity",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "BNIX",
+    "additional_information": "www.bnix.net ",
+    "official_description": "Belgian National Internet eXchange ",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "DNS Service",
+    "additional_information": "",
+    "official_description": "Belnet DNS",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Network Time Protocol",
+    "additional_information": "",
+    "official_description": "Belnet NTP",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "Internet connectivity",
+    "additional_information": "https://www.belnet.be/en/services/connectivity-internet/internet-connectivity",
+    "official_description": "Belnet Internet Connectivity",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "product_name": "ipv6 connectivity",
+    "additional_information": "Implemented by default ",
+    "official_description": "Included in Belnet Internet Connectivity service",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "product_name": "bg.acad CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "product_name": "bg.acad CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "CARNET Video Conferences",
+    "additional_information": "Adobe Connect Pro-based",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "Meduza",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "Meduza",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "TV/radio streaming",
+    "service_category": "multimedia",
+    "service_description": "Internet and radio streaming services."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "CARNET Video Conferences",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "sys.monitor",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Managed router service",
+    "service_category": "network_services",
+    "service_description": "Remote network router support to institutions."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "sys.monitor",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "MetroCARNet",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Advisory and Educational Support for the Implementation of E-learning",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "sys.portal",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "CUC",
+    "additional_information": "CARNET Users Conference CUC is an annual gathering of CARNET users and associates, including primary and high school teachers, faculty professors, CARNET system engineers and coordinators, members of the scientific research community, as well as IT professionals and business people from areas of information and communication technology (ICT).",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "Vulnerability Scanning",
+    "additional_information": "The National CERT offers Vulnerability Scanning of computers and other devices connected to the Internet to CARNET full member institutions.",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "CARNET Webmail",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "The content filtering system disables the display of a certain category websites on some or all computers in a CARNET member institution",
+    "official_description": "",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "Meduza",
+    "additional_information": "CARNET Medusa  is a service for the distribution of multi-media content intended for educational and academic institutions and individual users of CARNET member institutions.",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "sys.backup",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Disaster recovery",
+    "service_category": "storage_and_hosting",
+    "service_description": "Off site backup services."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Run by the University computing centre of the University of Zagreb",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "e.g. Google Workspace for Education",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "sys.virtual",
+    "additional_information": "sys.virtual is for DNS, email, anti-spam etc.",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "Loomen",
+    "additional_information": "Loomen is based on Moodle 4.0",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "sys.voopIX",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "AAI@EduHR \u2013 electronic identity",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "Domene",
+    "additional_information": "CARNET is the only registrar for free .hr domains",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "CARNET uses Netnod's secondary DNS service (DNSNODE)",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "sys.monitor ",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "CARNET Video Conferences",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "CARNET Video Conferences ",
+    "additional_information": "Adobe Connect Pro-based",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "Meduza",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "Meduza",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "TV/radio streaming",
+    "service_category": "multimedia",
+    "service_description": "Internet and radio streaming services."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "CARNET uses Netnod's secondary DNS service (DNSNODE)",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "Domene",
+    "additional_information": "CARNET is the only registrar for free .hr domains",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "AAI@EduHR \u2013 electronic identity",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "sys.virtual",
+    "additional_information": "sys.virtual is for DNS, email, anti-spam etc.",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "e.g. Google Workspace for Education",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Run by the University computing centre of the University of Zagreb",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "sys.backup",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Disaster recovery",
+    "service_category": "storage_and_hosting",
+    "service_description": "Off site backup services."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "Meduza",
+    "additional_information": "CARNET Medusa  is a service for the distribution of multi-media content intended for educational and academic institutions and individual users of CARNET member institutions.",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "CARNET Webmail",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "Loomen",
+    "additional_information": "Loomen is based on Moodle 4.0",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "The content filtering system disables the display of a certain category websites on some or all computers in a CARNET member institution",
+    "official_description": "",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "Vulnerability Scanning",
+    "additional_information": "The National CERT offers Vulnerability Scanning of computers and other devices connected to the Internet to CARNET full member institutions.",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "https://info.carnet.hr/",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "CUC",
+    "additional_information": "CARNET Users Conference CUC is an annual gathering of CARNET users and associates, including primary and high school teachers, faculty professors, CARNET system engineers and coordinators, members of the scientific research community, as well as IT professionals and business people from areas of information and communication technology (ICT). \n\n",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "sys.portal",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Advisory and Educational Support for the Implementation of E-learning",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "MetroCARNet",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "sys.monitor ",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Managed router service",
+    "service_category": "network_services",
+    "service_description": "Remote network router support to institutions."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "product_name": "upitnik.carnet.hr ",
+    "additional_information": "based on Limeservey",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Intrusion detection",
+    "service_category": "security",
+    "service_description": "Systems for detecting and preventing Intrusions (IDS/IPS)."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "eduID.cz",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "IPv4 and IPv6",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Internet broadcasting of events and lectures",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "TV/radio streaming",
+    "service_category": "multimedia",
+    "service_description": "Internet and radio streaming services."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "Videoconference\nWebconference",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "Network traffic monitoring (FTAS)",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "Monitoring of network quality",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Quality of Service",
+    "service_category": "network_services",
+    "service_description": "Preferential service to specific applications or classes of applications."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "Dedicated circuits and networks (Circuit)",
+    "additional_information": "Shared bandwidth deploying VLAN;\n    Virtual private networks (L2VPN, VPLS, EoMPLS)",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "CESNET organizes various workshops and conferences",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "Antispam Gateway",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "CESNET-CERTS team",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "RTBH filter",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "Forensic laboratory (FLAB)",
+    "additional_information": "forensic analysis, penetration and stress tests",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "Datov\u00e1 \u00falo\u017ei\u0161t\u011b (Data storage)\n\nownCloud",
+    "additional_information": "Data Storage: Usable or dat backup, data archiving, data sharing between different user groups. All data are stored within the Czech Republic\n\nownCloud: The ownCloud service is intended for individual users. It allows you to automatically synchronize data between different computers and mobile devices of the user. The data is also accessible via the web interface. Furthermore, data can be easily shared with colleagues.",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Disaster recovery",
+    "service_category": "storage_and_hosting",
+    "service_description": "Off site backup services."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "Filesender",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "product_name": "Lambda services",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Metacentrum Cloud, OCRE",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Filesender",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Polls",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Scheduling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of tools to users for scheduling appointments or classes."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Lambda services",
+    "additional_information": "maybe CITAF - Czech Infrastructure for Time and Frequency",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "IP telephony",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Projects",
+    "additional_information": "Sympa",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Projects",
+    "additional_information": "Sympa, Gitlab",
+    "official_description": "",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "DataCare",
+    "additional_information": "Data Storage: backuping, archives, sync&share storage,\nAll data are stored within the Czech Republic",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "CESNET Multimedia",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "DataCare",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Disaster recovery",
+    "service_category": "storage_and_hosting",
+    "service_description": "Off site backup services."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "ExaFS",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Forensic laboratory (FLAB)",
+    "additional_information": " forensic analysis, penetration and stress tests",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Forensic laboratory (FLAB)",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Part of CESNET-CERTS and SOC tools (i.e. Honeypots, Suricata etc.)",
+    "official_description": "",
+    "service_name": "Intrusion detection",
+    "service_category": "security",
+    "service_description": "Systems for detecting and preventing Intrusions (IDS/IPS)."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "DDoS mitigation",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "CESNET-CERTS",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Antispam Gateway",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "OCRE",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Events",
+    "additional_information": "CESNET organizes various workshops and conferences",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Events",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Consultancy",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "User support",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "PERT",
+    "service_category": "network_services",
+    "service_description": "Team supporting resolution of end-to-end performance problems for networked applications."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "NOC",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Monitoring of network quality",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Quality of Service",
+    "service_category": "network_services",
+    "service_description": "Preferential service to specific applications or classes of applications."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Dedicated circuits and networks (Circuit)",
+    "additional_information": "Shared bandwidth deploying VLAN;\nVirtual private networks (L2VPN, VPLS, EoMPLS)",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Network traffic monitoring (FTAS)",
+    "additional_information": "G3",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Network traffic monitoring (FTAS)",
+    "additional_information": "FTAS",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "IP service",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "IPv6",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "eduVPN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "IP service",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "CESNET Meetings",
+    "additional_information": "Pexip, Zoom",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "CESNET Meetings",
+    "additional_information": "Internet broadcasting of events and lectures",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Streaming",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "TV/radio streaming",
+    "service_category": "multimedia",
+    "service_description": "Internet and radio streaming services."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "CESNET TIME",
+    "additional_information": "Stratum2 (atomic time)",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "CESNET DNS",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "CESNET NIC",
+    "additional_information": "IPv4 and IPv6",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "eduID.cz / eduGAIN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "PERUN",
+    "additional_information": "PERUN",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Virtualization (vmWare), OCRE, MetaCentrum Cloud",
+    "additional_information": "research (Metacentrum Cloud), public cloud (OCRE), Virtualization platform (vmWare)",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "product_name": "Housing",
+    "additional_information": "minor activity",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "Funet Etuubi",
+    "additional_information": "Kaltura-based video recording service designed for use by end users of Funet member organizations such as teachers and students.",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "Funet Light Path network connections",
+    "additional_information": "Light paths are high-performance data communications connections implemented separately from the Funet IP network (the Internet). \nThroughput completely corresponds to the nameplate capacity in guaranteed-capacity light paths",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "Funet Fileserver",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "cPouta\nePouta",
+    "additional_information": "cPouta is a community cloud service which allows the user to quickly deploy self-administrated infrastructure. \n\nePouta is a virtual private cloud service that is specifically meant for processing sensitive data.",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "Funet Tutkain vulnerability scanner",
+    "additional_information": "This service is based on a server maintained by CSC, which makes the server component of the Nessus vulnerability scanner available for users.",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "Funet CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "MLPS",
+    "additional_information": "The Funet network can implement, for example, L2 and L3-level MPLS connection services (\"MPLS VPN\") that connect the member organization's campus networks or between member organizations, isolated from the public network.",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "product_name": "Mitti",
+    "additional_information": "zoom-based",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet MPLS",
+    "additional_information": "The Funet network can implement, for example, L2 and L3-level MPLS connection services (\"MPLS VPN\") that connect the member organization's campus networks or between member organizations, isolated from the public network.",
+    "official_description": "MPLS connections point-to-point and point-to-multipoint",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet PERT",
+    "additional_information": "",
+    "official_description": "Performance issues troubleshooting",
+    "service_name": "PERT",
+    "service_category": "network_services",
+    "service_description": "Team supporting resolution of end-to-end performance problems for networked applications."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet Internet Monitoring",
+    "additional_information": "",
+    "official_description": "ping monitoring https://im.funet.fi",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet Campus",
+    "additional_information": "",
+    "official_description": "Funet CNaaS ",
+    "service_name": "Managed router service",
+    "service_category": "network_services",
+    "service_description": "Remote network router support to institutions."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet IPv6",
+    "additional_information": "",
+    "official_description": "IPv6 connectivity",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet eduVPN",
+    "additional_information": "",
+    "official_description": "Safe internet access",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet connection",
+    "additional_information": "",
+    "official_description": "IP connection",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet Mitti",
+    "additional_information": "",
+    "official_description": "NORDUnet Zoom (on-prem)",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet Etuubi and Funet Video",
+    "additional_information": "Video recording service designed for use by end users of Funet member organizations such as teachers and students.   ",
+    "official_description": "NORDUNet Kaltura and Panopto",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet NTP",
+    "additional_information": "white rabbit",
+    "official_description": "network time",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet DNS",
+    "additional_information": "",
+    "official_description": "Authoritative primary and secondary DNS and DNS resolver",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet Hostmaster",
+    "additional_information": "",
+    "official_description": "Allocating IPv4 and IPv6 addresses",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Haka",
+    "additional_information": "",
+    "official_description": "Finnish federated identity for universities and other HAKA-organisations",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet Fileserver",
+    "additional_information": "",
+    "official_description": "https://filesender.funet.fi/",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet DNS",
+    "additional_information": "",
+    "official_description": "DNS admin service",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "cPouta and ePouta",
+    "additional_information": "cPouta is a community cloud service which allows the user to quickly deploy self-administrated infrastructure. \n\nePouta is a virtual private cloud service that is specifically meant for processing sensitive data. ",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet Tutkain ",
+    "additional_information": "This service is based on a server maintained by CSC, which makes the server component of the Nessus vulnerability scanner available for users.",
+    "official_description": "Funet vulnerability scanner",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet CERT",
+    "additional_information": "",
+    "official_description": "Funet Security Team on duty",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Eduuni",
+    "additional_information": "Atlassian confluence, jira and sharepoint",
+    "official_description": "eduuni.fi",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet Lightpath",
+    "additional_information": "Light paths are high-performance data communications connections implemented separately from the Funet IP network (the Internet). \nThroughput completely corresponds to the nameplate capacity in guaranteed-capacity light paths",
+    "official_description": "Optical 100G or higher wavelength",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet Technican Days",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet Newsletter",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet Training",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "product_name": "Funet NOC",
+    "additional_information": "",
+    "official_description": "network specialist assistance",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "product_name": "CYNET-CSIRT",
+    "additional_information": "Malware Classification\nReal-time Analysis\nThreat Intelligence Sharing\nVulnerability Analysis\nIncident Handling\nCyber Security Awareness Training\nAlerts & Warnings",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Workshops (e.g. Cloud workshop)",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "product_name": "CYNET-CSIRT",
+    "additional_information": "Malware Classification\nReal-time Analysis\nThreat Intelligence Sharing\nVulnerability Analysis\nIncident Handling\nCyber Security Awareness Training\nAlerts & Warnings",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Workshops (e.g. Cloud workshop)",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "by DKCERT",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "DKCERT",
+    "additional_information": "The DKCERT DPO Service also helps research and education institutions comply with the EU General Data Protection Regulation that makes it mandatory for all public authorities and bodies to have a Data Protection Officer (DPO).",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "ServicInfo",
+    "additional_information": "ServiceInfo notifies users of a service about operating status and other service information. (email service)",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "Zoom",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "Panopto\n\nKaltura",
+    "additional_information": "Panopto provides the user with many tools for recording, editing, live streaming and redistribution of content, and does not require dedicated hardware solutions or long learning curves.\n\nKaltura allows to customize portal solutions and players, for example in collaboration with a programmer and a web designer.",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "Adobe Connect",
+    "additional_information": "Adobe Connect targeted more at teaching courses, allowing also storage of content for re-use",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "WAYF",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "Zoom",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "Adobe Connect",
+    "additional_information": "Adobe Connect targeted more at teaching courses, allowing also storage of content for re-use",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "Panopto\n\nKaltura",
+    "additional_information": "Panopto provides the user with many tools for recording, editing, live streaming and redistribution of content, and does not require dedicated hardware solutions or long learning curves.\n\nKaltura allows to customize portal solutions and players, for example in collaboration with a programmer and a web designer.",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "WAYF",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "by DKCERT",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "DKCERT",
+    "additional_information": "The DKCERT DPO Service also helps research and education institutions comply with the EU General Data Protection Regulation that makes it mandatory for all public authorities and bodies to have a Data Protection Officer (DPO). ",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "ServicInfo",
+    "additional_information": "ServiceInfo notifies users of a service about operating status and other service information. (email service)",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFN-MailSupport",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFN-Listserv",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFNTerminplaner",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Scheduling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of tools to users for scheduling appointments or classes."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFNTerminplaner",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFNFernsprechen",
+    "additional_information": "Includes potentially mobile networks, and SMS",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFN-aai",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "eduGAIN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "Domains",
+    "additional_information": "Partially included in DFN Internet",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFN Internet",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "Zeitstempeldienst",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFNconf",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFNconf",
+    "additional_information": "DFNconf allows videoconferencing with up to 50 participants \n\nPart of the DFN Internet package\n\nIn addition, there is a Web conference service based on Adobe Connect for up to 200 participants.",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFN Internet",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFN Internet",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "Quality of Service",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Quality of Service",
+    "service_category": "network_services",
+    "service_description": "Preferential service to specific applications or classes of applications."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFN-VPN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Training for services (e.g. DFNConf, CERT, \u2026)",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFNNetNews",
+    "additional_information": "Newsgroups. Run by FU Berlin (Zedat)\nDFN-Newsletter\nDFN -Mitteilungen\nLegal Information\nPress Releases",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "A number of conferences on specific subjects: security, data protection, technologies",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFN-MailSupport",
+    "additional_information": "Service that reduces the volume of unwanted and harmful e-mails \u2013 contaminated with spam or malware (viruses, worms, Trojans, etc.) \u2013 on the DFN network.",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFN-CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DoS-Schutz",
+    "additional_information": "Part of the DFN Internet package",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFN Internet",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "product_name": "DFN-Cloud",
+    "additional_information": "This seems to be more of a platform/marketplace where DFN members can offer and use services",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "Quality of Service",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Quality of Service",
+    "service_category": "network_services",
+    "service_description": "Preferential service to specific applications or classes of applications."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Training for services (e.g. DFNConf, CERT, \u2026)",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFNconf",
+    "additional_information": "Part of the videoconferencing platform is the possibility to record and live stream events.",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFNNetNews",
+    "additional_information": "Newsgroups. Run by FU Berlin (Zedat)\nDFN-Newsletter\nDFN -Mitteilungen\nLegal Information\nPress Releases",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFN-Listserv",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFN Internet",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFNconf Cloud-Video Frameworks",
+    "additional_information": "A framework catalogue of cloud-based web- and video conferencing products",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "A number of conferences on specific subjects: security, data protection, technologies, collaboration",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFN Portale",
+    "additional_information": "https://www.dfn.de/portale/",
+    "official_description": "DFN offers access to several theme-specific portals",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFN-MailSupport",
+    "additional_information": " Service that reduces the volume of unwanted and harmful e-mails \u2013 contaminated with spam or malware (viruses, worms, Trojans, etc.) \u2013 on the DFN network.",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFN.Security",
+    "additional_information": "Formerly known as DFN-CERT Service",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "eduGAIN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFNconf",
+    "additional_information": "DFNconf allows videoconferencing with up to 50 participants \n\nPart of the DFN Internet package\n\nIn addition, there is a Web conference service based on Adobe Connect for up to 200 participants.",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": " Domains",
+    "additional_information": "Partially included in DFN Internet",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DoS-Schutz",
+    "additional_information": "Now part of DFN.Security",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFN Internet",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFNTerminplaner",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFNTerminplaner",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Scheduling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of tools to users for scheduling appointments or classes."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFN Internet",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFN-VPN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFN-AAI",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "OCRE Frameworks",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFN-MailSupport",
+    "additional_information": "Mail-Filtering",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFN-Cloud",
+    "additional_information": "This is a platform/marketplace where DFN members can offer and use services",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFNFernsprechen",
+    "additional_information": "Includes On-Prem VoIP, Cloud VoIP, mobile networks, SMS-Gateway, DSL-Subscription",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "product_name": "DFN Internet",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "URN",
+    "additional_information": "Links between web pages are called Uniform Resource Locators (URL) as they point to the location of a specific resource. URN on the other hand is Uniform Resource Name. That means it gives a uniform name to a resource, but does not tell anything about where or how to access it. The URN of a resource remains globally unique and persistent, regardless of the availability or location of the resource.",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "EEnet streams a number of Live cameras - not clear whether this is done beyond this niche",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Connected to the domain name registration service",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Under the domains edu.ee , lib.ee , org.ee and vil.ee , all institutions, partnerships, non-profit organizations and projects in these fields operating in the fields of education, science or culture can register subdomains according to the procedure for qualifying as a customer .",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Platform for websites of educational institutions",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "product_name": "TAAT",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Virtual Learning Environment: Moodle",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Platform for websites of educational institutions",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "TAAT",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Under the domains edu.ee , lib.ee , org.ee and vil.ee , all institutions, partnerships, non-profit organizations and projects in these fields operating in the fields of education, science or culture can register subdomains according to the procedure for qualifying as a customer .",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "IP addresses only for Estonian research, education, culture institutions ",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Connected to the domain name registration service",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "IPv4 and IPv6",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "GigaPIX",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "Filesender",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "CI\u00caNCIA ID",
+    "additional_information": "A user can make use of the authentication mechanisms (currently password, Mobile Digital Key, Citizen Card, ORCID and RCTSaai) and identify themselves properly in various services within the scope of Science.",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "RCTS CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "Educast\nVideoCast",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "FCCN organizes events on a a number of ICT-related themes",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Newsletter and other electronic information channels",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "FCCN organizes courses, eg. On IPv6 security",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "RCTS Plus",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "RCTS Plus",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Part of RCTS IP",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "RCTS IP",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "NAU",
+    "additional_information": "A platform for MOOCs\nfor educational content",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "Colibri\nHummingbird\nTejo room",
+    "additional_information": "Colibri and are Hummingbird  based on Zoom",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "RCTS housing",
+    "additional_information": "This is part of FCCN's general data center services, which includes IaaS",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "part of FCCN's data centre services",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "RCTS Lambda",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "Ciencia vitae",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "e-portfolio service",
+    "service_category": "collaboration",
+    "service_description": "Functions to create and share user professional and career e-portfolios."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "indexar\nb-on",
+    "additional_information": "indexar: a platform that aims to manage information about the national digital repositories and journals in the areas of science, technology and culture\nb-on: unlimited, permanent access to thousands of journals and ebooks from some of the leading international scientific content providers.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "RCTS VoIP",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "product_name": "RCTSaai",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "RCAAP - b-on",
+    "additional_information": "RCAAP - an aggregator portal that collect, aggregate and index open access scientific content existing in the repositories and journals of national higher education entities and other R&D organizations.\nb-on: unlimited, permanent access to thousands of journals and ebooks from some of the leading international scientific content providers.\n",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "FCCN organizes events on a a number of ICT-related themes",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Newsletter and other electronic information channels ",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "FCCN organizes courses, eg. On IPv6 security",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "RCTS Plus",
+    "additional_information": "offered throught RCTS PLUS\n",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Using a third-party solution from OverSoftware ( IdP Shibboleth) https://www.overtsoftware.com/overt-idp/",
+    "official_description": "The service is still in the pilot phase and there is no official documentation yet",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "https://eduroam.pt/",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "eduGAIN",
+    "additional_information": "",
+    "official_description": "https://https://share.fccn.pt/sites/rctsaai/2_edugain/",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "IPv4 and IPv6",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "GigaPIX ",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "Est\u00fadio",
+    "additional_information": "Professional studio focused on audiovisual and multimedia production with broadcast quality",
+    "official_description": "",
+    "service_name": "TV/radio streaming",
+    "service_category": "multimedia",
+    "service_description": "Internet and radio streaming services."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "NAU",
+    "additional_information": "A platform for MOOCs\nfor educational content",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "Educast & VideoCast",
+    "additional_information": "Lecture recording, VOD and streaming services",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "Colibri\nHummingbird\nTejo room",
+    "additional_information": "Colibri and are Hummingbird  based on Zoom",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "RCTS IP",
+    "additional_information": "It is on the RCTS IP service that all the other services and applications are made available, whether they are collaboration, knowledge, computing or security.",
+    "official_description": "The RCTS IP service covers an access rate range from 1Gbit/s to 100Gbit/s, supporting IP protocol versions v4 and v6, in Unicast and Multicast, with several redundancy levels.",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "RCTS Plus",
+    "additional_information": "service specially designed for projects or applications that require high performance switched connectivity, but do not require Internet connection.",
+    "official_description": "connectivity service that provides advanced features, ensured through the creation of Ethernet Virtual Private Networks (VPN), over which large volumes of information can be exchanged.",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Part of RCTS IP",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "Ciencia vitae",
+    "additional_information": "A platform to register scientific curricular information and share it with the different stakeholders of the scientific ecosystem.",
+    "official_description": "",
+    "service_name": "e-portfolio service",
+    "service_category": "collaboration",
+    "service_description": "Functions to create and share user professional and career e-portfolios."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "CI\u00caNCIA ID",
+    "additional_information": " A user can make use of the authentication mechanisms (currently password, Mobile Digital Key, Citizen Card, ORCID and RCTSaai) and identify themselves properly in various services within the scope of Science.",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "RCTS FIBRA / RCTS Lambda",
+    "additional_information": " fibre optic pair, without any active equipment in between, thus offering total traffic isolation and higher security levels. / The investment in over 2,600 km of proprietary fibre optics enables RCTS to carry 100Gbit/s channels, providing almost limitless communications for higher education faculty and students, researchers and other users.",
+    "official_description": "RCTS Fibre offers the possibility to create fibre optic networks tailored to institutions and their needs. / RCTS Lambda is the most advanced offering in terms of communication capacity and point-to-point connections, typically between two sites of the same entity.",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "RCTS VoIP",
+    "additional_information": "private voice network, with about 40 institutions and more than 50.000 DIDs, where all intra and inter-institutional traffic flows over the RCTS network using the most recent technologies.",
+    "official_description": "Establish telephone calls over a data network by converting an analogue voice signal into a set of digital signals, which are then sent over an Internet connection in the form of IP-addressed packets.",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "Filesender",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "part of FCCN's data centre services",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "RCTS housing",
+    "additional_information": "This is part of FCCN's general data center services, which includes IaaS",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "RCTS CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Part of GARR's extensive cloud services",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "CMS, Big Data, Databases",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "SCARR",
+    "additional_information": "SCARR allows scans of users' networks from an external network location.\nUsing a simple dashboard users can scan their networks, addresses subsets or individual IPs. Users can monitor the status of ongoing scans and see past scans.",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "URL GARR",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "based on Juniper and Corero (2020)",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "IDEM",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "GARR NIC",
+    "additional_information": "All GARR users can register .it and .eu domain names for free. The responsible  service is GARR NIC (Network Information Centre).\nhttps://www.nic.garr.it",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "GARR offer moodle as one of their PaaS/SaaS offers",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "based on NRENum",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "GARR Meet\nWebMeetings \nVconf \nAudioConf  \nOpenMeet\nBlueMeet",
+    "additional_information": "GARR Meet (eduMEET?)\nWebMeetings (AdobeConnect)\nVconf (Pexip IC)\nAudioConf  (Asterisk)\nOpenMeet (Jitsi)\nBlueMeet (BBB)",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "PERT",
+    "service_category": "network_services",
+    "service_description": "Team supporting resolution of end-to-end performance problems for networked applications."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "GARR.tv",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Upon request, GARR offers a secondary DNS service for institutions.",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "GINS",
+    "additional_information": "GINS monitoring system(GARR Integrated Networking Suite) includes tools for diagnosing and tracing problems of the network infrastructure and services as well as traffic monitoring systems. GINS publishes public statistics online and customised access for individual organisations.",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "GARR provides, on demand, end-to-end connectivity services to establish direct physical or virtual connections between two or more locations in order to geographically extend their data centres or to segregate specific application data and share resources in a transparent way.",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "product_name": "GARRbox",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "GARR Meet\nWebMeetings \nVconf \nAudioConf  \nOpenMeet\nBlueMeet ",
+    "additional_information": "GARR Meet (eduMEET?)\nWebMeetings (AdobeConnect)\nVconf (Pexip IC)\nAudioConf  (Asterisk)\nOpenMeet (Jitsi)\nBlueMeet (BBB)",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "GARR.tv",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "SCARR",
+    "additional_information": "SCARR allows scans of users' networks from an external network location.\nUsing a simple dashboard users can scan their networks, addresses subsets or individual IPs. Users can monitor the status of ongoing scans and see past scans. ",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "based on Juniper and Corero (2020)",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "Gins",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "Learning GARR",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Quality of Service",
+    "service_category": "network_services",
+    "service_description": "Preferential service to specific applications or classes of applications."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "GARR provides, on demand, end-to-end connectivity services to establish direct physical or virtual connections between two or more locations in order to geographically extend their data centres or to segregate specific application data and share resources in a transparent way. ",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "PERT",
+    "service_category": "network_services",
+    "service_description": "Team supporting resolution of end-to-end performance problems for networked applications."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "GINS",
+    "additional_information": "GINS monitoring system(GARR Integrated Networking Suite) includes tools for diagnosing and tracing problems of the network infrastructure and services as well as traffic monitoring systems. GINS publishes public statistics online and customised access for individual organisations.",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Managed router service",
+    "service_category": "network_services",
+    "service_description": "Remote network router support to institutions."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Upon request, GARR offers a secondary DNS service for institutions.",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "GARR LIR",
+    "additional_information": "GARR LIR (Local Internet Registry) is the maintainer of IPv4/v6 resources for all entities connected to the GARR Network. GARR-LIR registers IP prefixes  using a client  to communicate with the RIPE NCC database via  RIPE REST Service.\nhttps://www.lir.garr.it",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "GARR NIC",
+    "additional_information": "All GARR users can register .it and .eu domain names for free. The responsible  service is GARR NIC (Network Information Centre).\nhttps://www.nic.garr.it",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "IDEM GARR AAI",
+    "additional_information": "https://www.idem.garr.it\nhttps://mdx.idem.garr.it",
+    "official_description": "IDEM GARR AAI is the identity federation of the GARR community. It is run by GARR that acts as the federation operators and along local entities it also provide interfederation services with the participation to eduGAIN.",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "IdP in the Cloud",
+    "additional_information": "All the software to run the service has been developed by GARR leveraging open source libraries and projects. ",
+    "official_description": "IdP in the Cloud is the hosted idp service that GARR runs to provide identity services to research hospitals and small institutions connected to the GARR network. ",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "CMS, Big Data, Databases",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Part of GARR's extensive cloud services",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "GARRbox",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "based on NRENum",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "GARR offer moodle as one of their PaaS/SaaS offers",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "GARR Workplace",
+    "additional_information": "GARR offers OnlyOffice as one of their SaaS services",
+    "official_description": "",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "only for internal GARR use, not for GARR users.",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "product_name": "URL GARR",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "The Georgian Research and Educational Networking Association \"GRENA\" is a registered online registrar accredited by Caucasus Online",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Network traffic monitoring and analyses (Scrutinizer, Cacti, perfSONAR, Check_MK)",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "GRENA's education program cover the following areas:\n\n    Cisco Networking Academy\n    Linux Professional Institute (LPI) Learning Center\n    Database Courses\n    Distance Learning Center\n    Pearson VUE Authorized Certification Center",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Regular news on GRENA's website",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Also anti-virus",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "GRENA CERT-GE",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Initial configuration and/or full maintenance of Intrusion Detection/Prevention systems IDS/IPS",
+    "official_description": "",
+    "service_name": "Intrusion detection",
+    "service_category": "security",
+    "service_description": "Systems for detecting and preventing Intrusions (IDS/IPS)."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "GCLoud",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "Gcloud",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "product_name": "GIF.GRENA",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Network traffic monitoring and analyses (Scrutinizer, Cacti, perfSONAR, Check_MK)",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "GCLoud",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "Gcloud",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Disaster recovery",
+    "service_category": "storage_and_hosting",
+    "service_description": "Off site backup services."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "GIF.GRENA",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "The Georgian Research and Educational Networking Association \"GRENA\" is a registered online registrar accredited by Caucasus Online",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Regular news on GRENA's website",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Also anti-virus",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "GRENA CERT-GE",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Initial configuration and/or full maintenance of Intrusion Detection/Prevention systems IDS/IPS",
+    "official_description": "",
+    "service_name": "Intrusion detection",
+    "service_category": "security",
+    "service_description": "Systems for detecting and preventing Intrusions (IDS/IPS)."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "GRENA's education program cover the following areas:\n\n    Cisco Networking Academy\n    Linux Professional Institute (LPI) Learning Center\n    Database Courses\n    Distance Learning Center\n    Pearson VUE Authorized Certification Center\n",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "Argo Monitoring service",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "GRNET",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "Diaglos",
+    "additional_information": "Direct, live and interactive access to audiovisual material of high cultural and scientific value.",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "ViMa\n\n-okeanos",
+    "additional_information": "The ViMa service provides access to shared computing and network resources, which can be leveraged to host their production services or for experimental purposes. The service is intended for the network management centers (Network Operations Centers \u2013 NOC) of the entities connected to GRNET, or to laboratories.\n\n-okeanos is a public infrastructure-as-a-service. Through ~okeanos services, any user of the academic and research community can create a multi-level virtual infrastructure",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "Firewall as a Service",
+    "additional_information": "The service offers:\n\n- Data and application filtering\n- Intrusion Prevention System\n- Protection against denial of service attacks, distributed or not (DoS / DDoS mitigation)\n- VPN for remote access to internal networks behind the firewall.",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "Dilos 365",
+    "additional_information": "The Identification and Authorization Infrastructure (AAI) of the DILOS Federation of GRNET allows different institutions in the country to cooperate in granting access rights for applications of great value to the entire academic and research community, such as Microsoft's Office 365",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "okeanos",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "Firewall as a Service",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Intrusion detection",
+    "service_category": "security",
+    "service_description": "Systems for detecting and preventing Intrusions (IDS/IPS)."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "PiD",
+    "additional_information": "The service concerns the management of permanent identifiers. A persistent identifier is a unique number \u2013 or string \u2013 assigned to a resource that is its permanent address on the Internet regardless of where it is stored. This identifier remains stable over time for each resource, even if the system it is stored in changes or\nhe service is provided within the framework of the ePIC \u2013 PID Consortium .  is moved to new equipment.",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "Firewall on Demand",
+    "additional_information": "The  FoD (Firewall on Demand) service  provides GREN operators with the ability to protect  against network attacks (DoS/DDos) targeting their border router or their internal networks.",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "e:Presence",
+    "additional_information": "High quality and interactive online video conferencing",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "PYXIDA",
+    "additional_information": "PYXIDA: Portal with technical information (e.g. tubes) about GRNETs services\n\nAlso: site with News, events etc.",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "A virtual layer 2 private network (Layer2 VPN) emulates private leased lines using a public network (typically the internet) as infrastructure.\n\nEDYTE's VPN service transfers Ethernet frames between two or more endpoints. Frames can be transferred between two points (Point-to-point VPN) or between multiple points (point-to-multipoint VPN). Layer 3 VPN services are currently not provided.",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "DIADOSIS",
+    "additional_information": "The medical article lending service DIADOSIS provides the staff of the country's public hospitals with online access to the scientific publications of the Association of Greek Academic Libraries (HEAL-Link).",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "DILOS Federation",
+    "additional_information": "The Authentication & Authorization Infrastructure (AAI) of GRNET allows different organizations to cooperate in assigning access rights for applications that are inter-institutional in nature.\nThe safe and reliable transfer and use of information and services between GRNET users and users of other national research and educational networks is made possible through G\u00c9ANT's eduGAIN service.",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "GRNET",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "Diavlos",
+    "additional_information": "Diavlos is GRNET\u2019s live web streaming service. DIAVLOS provides access to live and recorded digital webcasts of lectures, seminars, artistic and other events organized or hosted by cultural, educational and research institutions and is actively promoted within the Greek Research and Education community. ",
+    "official_description": "https://diavlos.grnet.gr/en/",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "Firewall as a Service",
+    "additional_information": "multi tenancy for our customers with NGFW features ",
+    "official_description": "",
+    "service_name": "Intrusion detection",
+    "service_category": "security",
+    "service_description": "Systems for detecting and preventing Intrusions (IDS/IPS)."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "Firewall on Demand",
+    "additional_information": "The  FoD (Firewall on Demand) service  provides GREN operators with the ability to protect  against network attacks (DoS/DDos) targeting their border router or their internal networks.",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "The service offers: auto mitigation with black holing and rate-mite\n\n- Data and application filtering\n- Intrusion Prevention System\n- Protection against denial of service attacks, distributed or not (DoS / DDoS mitigation)\n- VPN for remote access to internal networks behind the firewall.",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "PYXIDA",
+    "additional_information": "PYXIDA: Portal with technical information (e.g. tubes) about GRNETs services\n\nAlso: site with News, events etc.",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "A virtual layer 2 private network (Layer2 VPN) emulates private leased lines using a public network (typically the internet) as infrastructure.\n\nEDYTE's VPN service transfers Ethernet frames between two or more endpoints. Frames can be transferred between two points (Point-to-point VPN) or between multiple points (point-to-multipoint VPN). Layer 3 VPN services are currently not provided.",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "GRNET",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "GRNET",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "e:Presence",
+    "additional_information": "The e:Presence service enables its users, members of the Greek academic and research community, to schedule and participate in High Definition video conferences.",
+    "official_description": "https://www.epresence.gr/",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "Diavlos",
+    "additional_information": "Direct, live and interactive access to audiovisual material of high cultural and scientific value.",
+    "official_description": "https://diavlos.grnet.gr/en/",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "DILOS Federation",
+    "additional_information": "The Authentication & Authorization Infrastructure (AAI) of GRNET allows different organizations to cooperate in assigning access rights for applications that are inter-institutional in nature.\nThe safe and reliable transfer and use of information and services between GRNET users and users of other national research and educational networks is made possible through G\u00c9ANT's eduGAIN service.",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "ViMa\n\n-okeanos",
+    "additional_information": "The ViMa service provides access to shared computing and network resources, which can be leveraged to host their production services or for experimental purposes. The service is intended for the network management centers (Network Operations Centers \u2013 NOC) of the entities connected to GRNET, or to laboratories.\n\n-okeanos is a public infrastructure-as-a-service. Through ~okeanos services, any user of the academic and research community can create a multi-level virtual infrastructure",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "Dilos 365",
+    "additional_information": "The Identification and Authorization Infrastructure (AAI) of the DILOS Federation of GRNET allows different institutions in the country to cooperate in granting access rights for applications of great value to the entire academic and research community, such as Microsoft's Office 365",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "okeanos",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "DIADOSIS",
+    "additional_information": "The medical article lending service DIADOSIS provides the staff of the country's public hospitals with online access to the scientific publications of the Association of Greek Academic Libraries (HEAL-Link).",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "PiD",
+    "additional_information": "The service concerns the management of permanent identifiers. A persistent identifier is a unique number \u2013 or string \u2013 assigned to a resource that is its permanent address on the Internet regardless of where it is stored. This identifier remains stable over time for each resource, even if the system it is stored in changes or\nhe service is provided within the framework of the ePIC \u2013 PID Consortium .  is moved to new equipment.",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "product_name": "GRNET",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "Client Netflow Portal",
+    "additional_information": "The Client Netflow Portal is an SaaS application for analysis of network traffic data. It provides clients with graphs and metric dashboards for visualising the traffic data.",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "CERT",
+    "additional_information": "CERT is HEAnet\u2019s single contact point for clients dealing with computer security incidents. If a client is concerned that they may be experiencing an intrusion or attack, CERT rapidly provides support, advice and expertise.",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Annual HEAnet conference",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "HEAnet Brokerage Services",
+    "additional_information": "Brokerage Services assist HEAnet Clients in streamlining their ICT procurement processes \u2013 saving them time, money and effort. \nVarious Frameworks for Hardware, Software, Mobile phone and Cloud services",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Newsletter, News website, Annual report, \u2026",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "Point-to-Point Links",
+    "additional_information": "Point-to-Point  is an established, cost-effective service of substantial use to Irish educational and research facilities who have multiple locations, campuses or remote buildings.",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "eduVPN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "Managed SAML Identity Provider",
+    "additional_information": "The service is designed to allow an institution to rely on HEAnet\u2019s expertise for troubleshooting Shibboleth Identity Provider issues or planning for campus directory changes or co-ordination with new SAML service providers who are not Edugate compliant.",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "Edugate",
+    "additional_information": "Edugate is HEAnet\u2019s federated single sign-on (SSO) service which deals with an average of 40 million authentications every year across our HEAnet network. \nPartners with eduGAIN.",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "Listserv",
+    "additional_information": "Listserv is available to all HEAnet clients and allows them to create and self-manage single or multiple email lists easily and securely.",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "HEAnet offers a fast, effective and reliable website hosting service which is available to all our clients.\nWebsite Hosting by HEAnet is offered on a cost-recovery basis to clients, making it a highly affordable hosting option",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "Data Centre Hosting Service",
+    "additional_information": "The Data Centre Hosting Service enables clients to reduce their operational costs by hosting equipment in fully managed data centres in Dublin and in Waterford.",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "Domain Registration",
+    "additional_information": "HEAnet is a .ie (formerly known as IEDR) Accredited Registrar and can offer all client institutions a discounted rate for all .ie domain name registrations.",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "HEAnet DVC service",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "HEAnet DVC service\n\nVscene",
+    "additional_information": "HEAnet has established a licensing arrangement with Vidyo for the provision of our HEAnet DVC service.\nHEAnet\u2019s DVC service can be used for quick one-to-one video conferences, or for large-scale meetings\n\nHEAnet has a third-party arrangement in place with Ajenta to provide Vscene. With Vscene you have an unlimited amount of virtual meeting rooms.",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "DNS",
+    "additional_information": "HEAnet provides a DNS service for HEAnet clients based on high availability primary and secondary nameservers. This service is ideal for small organisations which do not have the resources to operate nameservers and maintain DNS information themselves.",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "Hot Standby",
+    "additional_information": "Hot Standby is HEAnet\u2019s website failover service. Hot Standby can be used for anything from small client websites to major institution home pages.",
+    "official_description": "",
+    "service_name": "Disaster recovery",
+    "service_category": "storage_and_hosting",
+    "service_description": "Off site backup services."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "Media Hosting",
+    "additional_information": "HEAnet\u2019s media hosting service (media.heanet.ie) allows our clients to easily host large audio and video files and directly play, embed or simply store them.\n(How is this fundamentally different from the media portal service listed under multimedia?)",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "Security and Perimeter Assessments",
+    "additional_information": "This service includes the following scans:\n    An overall security and perimeter scan\n    Three application level assessments. Clients can choose from the following options\n        Infrastructure\n        Web Applications\n        Cloud Infrastructure\n        Cloud Application\n    One Penetration test per annum",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "ICT Security and Risk Assessment of ICT Environment\nICT Policy Review and Development",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "eduVPN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "Listserv",
+    "additional_information": "Listserv is available to all HEAnet clients and allows them to create and self-manage single or multiple email lists easily and securely.",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "HEAnet offers a fast, effective and reliable website hosting service which is available to all our clients.\nWebsite Hosting by HEAnet is offered on a cost-recovery basis to clients, making it a highly affordable hosting option",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "Media Hosting",
+    "additional_information": "HEAnet\u2019s media hosting service (media.heanet.ie) allows our clients to easily host large audio and video files and directly play, embed or simply store them.\n(How is this fundamentally different from the media portal service listed under multimedia?)",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "Hot Standby ",
+    "additional_information": "Hot Standby is HEAnet\u2019s website failover service. Hot Standby can be used for anything from small client websites to major institution home pages.",
+    "official_description": "",
+    "service_name": "Disaster recovery",
+    "service_category": "storage_and_hosting",
+    "service_description": "Off site backup services."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "DNS",
+    "additional_information": "HEAnet provides a DNS service for HEAnet clients based on high availability primary and secondary nameservers. This service is ideal for small organisations which do not have the resources to operate nameservers and maintain DNS information themselves.",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "Data Centre Hosting Service ",
+    "additional_information": "The Data Centre Hosting Service enables clients to reduce their operational costs by hosting equipment in fully managed data centres in Dublin and in Waterford.",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "Managed SAML Identity Provider",
+    "additional_information": "The service is designed to allow an institution to rely on HEAnet\u2019s expertise for troubleshooting Shibboleth Identity Provider issues or planning for campus directory changes or co-ordination with new SAML service providers who are not Edugate compliant.",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "Edugate",
+    "additional_information": "Edugate is HEAnet\u2019s federated single sign-on (SSO) service which deals with an average of 40 million authentications every year across our HEAnet network. \nPartners with eduGAIN.",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "Domain Registration",
+    "additional_information": "HEAnet is a .ie (formerly known as IEDR) Accredited Registrar and can offer all client institutions a discounted rate for all .ie domain name registrations.",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "Client Netflow Portal",
+    "additional_information": "The Client Netflow Portal is an SaaS application for analysis of network traffic data. It provides clients with graphs and metric dashboards for visualising the traffic data.",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "www.hea.net is a public page presenting traffic statistics for all HEAnet IP links.  This includes links to each of our clients, the INEX and our international transit via G\u00c9ANT, janet and our commercial carriers.",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "Point-to-Point Links",
+    "additional_information": "Point-to-Point  is an established, cost-effective service of substantial use to Irish educational and research facilities who have multiple locations, campuses or remote buildings.",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "Client Netflow Portal",
+    "additional_information": "The Client Netflow Portal is an SaaS application for analysis of network traffic data. It provides clients with graphs and metric dashboards for visualising the traffic data.",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "ICT Security Services consultancy and training. ",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Newsletter, News website, Annual report, \u2026",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "HEAnet Brokerage Services",
+    "additional_information": "Brokerage Services assist HEAnet Clients in streamlining their ICT procurement processes \u2013 saving them time, money and effort. \nVarious Frameworks for Hardware, Software, Mobile phone and Cloud services",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Annual HEAnet conference",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "Anti-spam blocklist",
+    "additional_information": "We purchase Spamhaus and other blocklists for our clients. ",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "CERT",
+    "additional_information": "CERT is HEAnet\u2019s single contact point for clients dealing with computer security incidents. If a client is concerned that they may be experiencing an intrusion or attack, CERT rapidly provides support, advice and expertise.",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Availing of the Jisc DDOS service",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "ICT Security and Risk Assessment of ICT Environment\nICT Policy Review and Development",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "For connected primary and secondary schools",
+    "official_description": "",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "HEAnet DVC service",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "HEAnet DVC service\n\nVscene",
+    "additional_information": "HEAnet has established a licensing arrangement with Vidyo for the provision of our HEAnet DVC service.\nHEAnet\u2019s DVC service can be used for quick one-to-one video conferences, or for large-scale meetings\n\nHEAnet has a third-party arrangement in place with Ajenta to provide Vscene. With Vscene you have an unlimited amount of virtual meeting rooms. ",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "MALMAD",
+    "additional_information": "MALMAD is a sub organization of IUCC",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Via the MEITAL suborganization - procurement of VLE services, not running VLEs",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "eduGAIN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Operated by the Hebrew University of Jerusalem",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "Information Systems & Applications",
+    "additional_information": "This mostly focuses on software, but MEITAL also helps procuring LMEs.",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Specific to the services (MEITAL provides of training and information events)",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "eduGAIN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Via the MEITAL suborganization - procurement of VLE services, not running VLEs",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "MALMAD",
+    "additional_information": "MALMAD is a sub organization of IUCC",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "Nessus",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "Geant",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "Geant",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": " ",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "Information Systems & Applications",
+    "additional_information": "This mostly focuses on software, but MEITAL also helps procuring LMEs.",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Specific to the services (MEITAL provides of training and information events)",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "Kentik",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Operated by the Hebrew University of Jerusalem",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Jisc Collections negotiate with publishers and vendors at a national level to license and procure affordable digital content and software for the UK education and research community.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "Online surveys",
+    "additional_information": "The online surveys service has organisation-wide appeal and can be used by everyone, including:\n- Researchers who need to capture essential participant feedback\n- Support teams gathering staff opinions and student voices\n - Across departments to evaluate recent changes or identify improvements",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "Telephony Services",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "Jisc also offers govroam, a eduroam variety for government bodies",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "UK Access Management Federation",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "Domain registry",
+    "additional_information": "We manage the .ac.uk domain and our 'whois' service provides information relating to names registered. Jisc members and approved registrars can request new domains and modify or renew existing domains via our domain registry portal.",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "Managed router service",
+    "additional_information": "What the service includes\n\n    A router that is provisioned and configured to suit your connection\u2019s bandwidth\nRouter software and configuration maintenance, including OS upgrades to keep in line with best operational practises and vulnerability management\nRouter configuration changes, as requested \u2013 limited to five change requests per annum\nFull management and administration of router including fault-reporting and health-monitoring. Additionally, members/customers may log issues directly with the Jisc service desk",
+    "official_description": "",
+    "service_name": "Managed router service",
+    "service_category": "network_services",
+    "service_description": "Remote network router support to institutions."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Quality of Service",
+    "service_category": "network_services",
+    "service_description": "Preferential service to specific applications or classes of applications."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "Netpath",
+    "additional_information": "Netpath provides point-to-point virtual connections between two Janet Network ports that are already providing services such as IP connections. (Netpath classic  and Netpath plus)",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Framework agreements and dynamic purchasing systems (DPSs) to help users save time and money.",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "Janet Network CSIRT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "Foundation DDoS mitigation",
+    "additional_information": "As part of the Jisc subscription, users receive our foundation DDoS mitigation service. We monitor traffic for unexpected patterns. If an alert is triggered, traffic to the address is re-routed via the mitigation scrubbing centre. Attack traffic is then filtered out using carefully selected criteria and benign, business-as-usual traffic continues to flow to and from your services.",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "Managed firewall",
+    "additional_information": "Features include:\n    Next generation firewalls that detect and prevent network-based threats\n    Firewalls are centrally managed by technical experts\n    Maintenance, patching and configuration of firewalls according to best practise",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "Cyber security assessment",
+    "additional_information": "A tailored, cost-effective process to help users meet audit and compliance needs.\n\nThe service helps you to evaluate, analyse and improve your security posture, on a one-off or ongoing basis, according to your needs.",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "Vulnerability assessment service and tools supply framework",
+    "additional_information": "This framework is broken down into eight lots :\n    Lot 1 - Vulnerability assessment service: provides automated, security vulnerability assessments of your IT assets, including reporting and guidance on remediation actions\n    Lot 2\u20138 - Access to market-leading vulnerability assessment tools:provides an easy path to procure tools for you to conduct your own vulnerability scans",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "Web filtering and monitoring framework",
+    "additional_information": "Web filtering includes lists from the Internet Watch Foundation (IWF) - illegal sexual content - and the Counter Terrorism Internet Referral Unit (CTIRU) - illegal extremist content, Prevent. There are flexible choices and you choose from pre-built and/or custom categories.\n\nMonitoring covers allowed and disallowed pages. It also comes with the ability to send alerts when conditions are met.\n\nReporting is available for both general or individual behaviours. You can also use this to distinguish between onsite and offsite activities. Exportable formats are available.",
+    "official_description": "",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "Telephony Services",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "Online surveys ",
+    "additional_information": "The online surveys service has organisation-wide appeal and can be used by everyone, including:\n- Researchers who need to capture essential participant feedback\n- Support teams gathering staff opinions and student voices\n - Across departments to evaluate recent changes or identify improvements",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "Web filtering and monitoring framework ",
+    "additional_information": "Web filtering includes lists from the Internet Watch Foundation (IWF) - illegal sexual content - and the Counter Terrorism Internet Referral Unit (CTIRU) - illegal extremist content, Prevent. There are flexible choices and you choose from pre-built and/or custom categories.\n\nMonitoring covers allowed and disallowed pages. It also comes with the ability to send alerts when conditions are met.\n\nReporting is available for both general or individual behaviours. You can also use this to distinguish between onsite and offsite activities. Exportable formats are available.",
+    "official_description": "",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "Vulnerability assessment service and tools supply framework ",
+    "additional_information": "This framework is broken down into eight lots :\n    Lot 1 - Vulnerability assessment service: provides automated, security vulnerability assessments of your IT assets, including reporting and guidance on remediation actions\n    Lot 2\u20138 - Access to market-leading vulnerability assessment tools:provides an easy path to procure tools for you to conduct your own vulnerability scans",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "Cyber security assessment",
+    "additional_information": "A tailored, cost-effective process to help users meet audit and compliance needs.\n\nThe service helps you to evaluate, analyse and improve your security posture, on a one-off or ongoing basis, according to your needs.",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "Foundation DDoS mitigation",
+    "additional_information": "As part of the Jisc subscription, users receive our foundation DDoS mitigation service. We monitor traffic for unexpected patterns. If an alert is triggered, traffic to the address is re-routed via the mitigation scrubbing centre. Attack traffic is then filtered out using carefully selected criteria and benign, business-as-usual traffic continues to flow to and from your services.",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "Janet Network CSIRT ",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Framework agreements and dynamic purchasing systems (DPSs) to help users save time and money.",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Jisc Collections negotiate with publishers and vendors at a national level to license and procure affordable digital content and software for the UK education and research community. ",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "Netpath",
+    "additional_information": "Netpath provides point-to-point virtual connections between two Janet Network ports that are already providing services such as IP connections. (Netpath classic  and Netpath plus)",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "Managed router service",
+    "additional_information": "What the service includes\n\n    A router that is provisioned and configured to suit your connection\u2019s bandwidth\nRouter software and configuration maintenance, including OS upgrades to keep in line with best operational practises and vulnerability management\nRouter configuration changes, as requested \u2013 limited to five change requests per annum\nFull management and administration of router including fault-reporting and health-monitoring. Additionally, members/customers may log issues directly with the Jisc service desk",
+    "official_description": "",
+    "service_name": "Managed router service",
+    "service_category": "network_services",
+    "service_description": "Remote network router support to institutions."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "Janet IP connection",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "Domain registry",
+    "additional_information": "We manage the .ac.uk domain and our 'whois' service provides information relating to names registered. Jisc members and approved registrars can request new domains and modify or renew existing domains via our domain registry portal.",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "UK Access Management Federation",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "Jisc also offers govroam, a eduroam variety for government bodies",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Scheduling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of tools to users for scheduling appointments or classes."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "General Web-hosting, goes beyond just email",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "EduID",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "We can register the domain ending in \".hu\" as the main domain.\nAs subdomains we can register the suffixes \".edu.hu\", \"bibl.hu\".",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Events can be recorded and stored using the videotorium service",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "Videotorium",
+    "additional_information": "Youtube-like education video portal",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "PERT",
+    "service_category": "network_services",
+    "service_description": "Team supporting resolution of end-to-end performance problems for networked applications."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Quality of Service",
+    "service_category": "network_services",
+    "service_description": "Preferential service to specific applications or classes of applications."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "OCRE",
+    "additional_information": "OCRE - cloud procurement",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "KIF\u00dc CSIRT",
+    "additional_information": "The KIF\u00dc CSIRT working group also transmits important information related to safety, prevention and response to the KIF\u00dc Connecting Institutions on a regular and occasional basis.",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Part of KIF\u00dc's email/server hosting service",
+    "official_description": "",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "product_name": "Cloud for Education",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Quality of Service",
+    "service_category": "network_services",
+    "service_description": "Preferential service to specific applications or classes of applications."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "General Web-hosting, goes beyond just email",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "limesurvey",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "OCRE",
+    "additional_information": "OCRE - cloud procurement",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "Cloud for Education",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "EduID.hu",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "We can register the domain ending in \".hu\" as the main domain.\nAs subdomains we can register the suffixes \".edu.hu\", \"bibl.hu\".",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Only for users",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "primary, secondary and resolving service",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "operating some stratum1  and stratum 2 servers",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "Videotorium",
+    "additional_information": "Youtube-like education video portal",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Events can be recorded and stored using the videotorium service",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "based on eduMEET",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "since 2003",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "PERT",
+    "service_category": "network_services",
+    "service_description": "Team supporting resolution of end-to-end performance problems for networked applications."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "yearly",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "part of e-mail service",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "https://foodle.eduid.hu",
+    "official_description": "",
+    "service_name": "Scheduling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of tools to users for scheduling appointments or classes."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Web content filtering for under 18 years educational users",
+    "official_description": "",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "on demand for user",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "primary and secondary",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Using GEANT services",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "hosting Google and Akamai CDN",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "part of IaaS",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "issue tracking tools",
+    "official_description": "",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "eduCSIRT.hu",
+    "additional_information": "\nThe KIF\u00dc CSIRT working group also transmits important information related to safety, prevention and response to the KIF\u00dc Connecting Institutions on a regular and occasional basis. ",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "part of Network service",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "SigmaNet",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "product_name": "LAT CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "SigmaNet",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "SigmaNet",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "SigmaNet",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "SigmaNet",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "SigmaNet",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "SigmaNet",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "product_name": "LAT CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "SigmaNet",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "LITNET CERT provides network device security audit service to institutions using professional vulnerability testing and detection tools. All educational and scientific institutions that use the LITNET data transmission network and have dedicated IP addresses can order an inspection of their network infrastructure for possible vulnerabilities and loopholes,",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "E.identity management service",
+    "additional_information": "The service is intended for educational and scientific institutions that do not have enough technical or human resources to install identity management systems. LITNET provides such organizations with e. identity hosting service. Thanks to the service, Institutions can manage the electronic identities of their users, implement single sign-on systems based on them and join the federation of electronic identities LITNET FEDI.",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "LITNET FEDI",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "VU DNS",
+    "additional_information": "via Vilnius University",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "BBB remote communication system",
+    "additional_information": "Open source video lecturing system designed to serve large volumes of users. The service is integrated into the Moodle virtual learning environment, so the lecture recordings, which are automatically hosted on the BigBlueButton (BBB) \u200b\u200bserver, are accessible through the linked Moodle course.",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "PhpTube",
+    "additional_information": "PhpTube is a video content hosting platform for securely hosting and sharing videos. Storage space is practically unlimited, and video files are automatically re-encoded to adapt them to various devices and different Internet traffic speeds. Videos can be conveniently embedded in the open source online virtual learning environment Moodle and website or shared as a link.",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "BBB remote communication system",
+    "additional_information": "Open source video lecturing system designed to serve large volumes of users. The service is integrated into the Moodle virtual learning environment, so the lecture recordings, which are automatically hosted on the BigBlueButton (BBB) \u200b\u200bserver, are accessible through the linked Moodle course.",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "LITNET offers a network service, thanks to which institutions can securely connect to internal IT resources (workplace computers, printers, workstations, etc.) or external services that are only accessible from the internal network.",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "The service is provided through an installed own optical channel or after the institution orders an L2 data transmission channel through the optical channels of other service providers.",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "LITNET offers user training courses on e-service management and network security issues as needed, and provides consultancy.",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "LITNET CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "GEANT FOD",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "LITNET CERT",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "LITNET CERT provides network device security audit service to institutions using professional vulnerability testing and detection tools. All educational and scientific institutions that use the LITNET data transmission network and have dedicated IP addresses can order an inspection of their network infrastructure for possible vulnerabilities and loopholes,",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "via Vilnius University",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "email postal service",
+    "additional_information": "Free e-mail is provided to all educational institutions. postal service. email e-mail addresses are created using the symbolic name of the address area given to the school in the lm.lt zone or/and according to the purchased institutional address area symbolic name (domain).\nThe institution can have mailboxes for official and personal use on the LITNET server.",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "At Vilnius University",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "Cloud infrastructure hosting\n\nInfrastructure rental IaaS",
+    "additional_information": "The service enables education and research communities to access flexible cloud resources on demand, reducing infrastructure costs while maintaining security. Institutions can independently create virtual servers, manage and allocate resources, adapting the infrastructure to their needs. \n\nOCRE",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "VLE",
+    "additional_information": "The service is designed to facilitate the distance learning process and provides an opportunity to share information, complete assignments and receive consultations. The open-source web-based virtual learning environment MOODLE is enriched with additional features and goes far beyond the standard configuration.",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "LITNET offers a network service, thanks to which institutions can securely connect to internal IT resources (workplace computers, printers, workstations, etc.) or external services that are only accessible from the internal network.",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "BBB remote communication system",
+    "additional_information": "Open source video lecturing system designed to serve large volumes of users. The service is integrated into the Moodle virtual learning environment, so the lecture recordings, which are automatically hosted on the BigBlueButton (BBB) \u200b\u200bserver, are accessible through the linked Moodle course. ",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "BBB remote communication system",
+    "additional_information": "Open source video lecturing system designed to serve large volumes of users. The service is integrated into the Moodle virtual learning environment, so the lecture recordings, which are automatically hosted on the BigBlueButton (BBB) \u200b\u200bserver, are accessible through the linked Moodle course. ",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "PhpTube",
+    "additional_information": "PhpTube is a video content hosting platform for securely hosting and sharing videos. Storage space is practically unlimited, and video files are automatically re-encoded to adapt them to various devices and different Internet traffic speeds. Videos can be conveniently embedded in the open source online virtual learning environment Moodle and website or shared as a link.",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": " The service is provided through an installed own optical channel or after the institution orders an L2 data transmission channel through the optical channels of other service providers.",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "VLE",
+    "additional_information": "The service is designed to facilitate the distance learning process and provides an opportunity to share information, complete assignments and receive consultations. The open-source web-based virtual learning environment MOODLE is enriched with additional features and goes far beyond the standard configuration.",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "VU DNS",
+    "additional_information": "via Vilnius University",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "LITNET FEDI",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "E.identity management service",
+    "additional_information": "The service is intended for educational and scientific institutions that do not have enough technical or human resources to install identity management systems. LITNET provides such organizations with e. identity hosting service. Thanks to the service, Institutions can manage the electronic identities of their users, implement single sign-on systems based on them and join the federation of electronic identities LITNET FEDI. ",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "Cloud infrastructure hosting\n\nInfrastructure rental IaaS",
+    "additional_information": "The service enables education and research communities to access flexible cloud resources on demand, reducing infrastructure costs while maintaining security. Institutions can independently create virtual servers, manage and allocate resources, adapting the infrastructure to their needs. \n\nOCRE",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "LITNET CERT",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "LITNET offers user training courses on e-service management and network security issues as needed, and provides consultancy.",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "SpamAssassin",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "LITNET CERT",
+    "additional_information": "NFsen, Nessus, RTIR, Netsparker",
+    "official_description": "LITNET CERT is the Computer Emergency Response Team of LITNET networks\n\nThe main purpose of the team is to handle security problems such as computer security incidents.",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "GEANT FOD",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "At Vilnius University",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "LITNET CERT provides network device security audit service to institutions using professional vulnerability testing and detection tools. All educational and scientific institutions that use the LITNET data transmission network and have dedicated IP addresses can order an inspection of their network infrastructure for possible vulnerabilities and loopholes,",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "LITNET CERT provides network device security audit service to institutions using professional vulnerability testing and detection tools. All educational and scientific institutions that use the LITNET data transmission network and have dedicated IP addresses can order an inspection of their network infrastructure for possible vulnerabilities and loopholes,",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "email postal service",
+    "additional_information": "Free e-mail is provided to all educational institutions. postal service. email e-mail addresses are created using the symbolic name of the address area given to the school in the lm.lt zone or/and according to the purchased institutional address area symbolic name (domain).\nThe institution can have mailboxes for official and personal use on the LITNET server.",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "via Vilnius University",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "product_name": "Registry System",
+    "additional_information": "Registry system for management of .mk and .\u043c\u043a\u0434  zone  use registration system FRED. Communication between registrars and registry system is via EPP protocol (according to RFC 3730-3734) with several modifications and extensions.",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "product_name": "MATRIX",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "product_name": "Registry System",
+    "additional_information": "Registry system for management of .mk and .\u043c\u043a\u0434  zone  use registration system FRED. Communication between registrars and registry system is via EPP protocol (according to RFC 3730-3734) with several modifications and extensions. ",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "product_name": "MATRIX",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "(This is part of UGC, the MREN's parent organization)\nThe monitoring service include monitoring the state and quality of communication lines and services in the AMUCG network, reporting to users about appropriate statistics, the so-called. SLA ( Service Level Agreement ), as well as monitoring the traffic structure in the network.",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Adobe Connect Pro",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "MIXP",
+    "additional_information": "(This is part of UGC, the MREN's parent organization)\nUGC is part of the consortium that run the Montenegro Internet Exchange Point (MIXP)",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "(This is part of UGC, the MREN's parent organization)\nThis service enables the definition of computer names and domains that unambiguously determine naming on the Internet. \nInstitutions have the option of hosting their Internet domains on DNS servers in the CIS. CIS sets up the institution's domain and technically maintains it.",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "MREN Identity Federation",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "MREN CERT supports the use of the PGP public key cryptosystem. \n http://www.mren.ac.me/documents/MREN-CERT.asc",
+    "official_description": "",
+    "service_name": "PGP key server",
+    "service_category": "security",
+    "service_description": "Operation of PGP key server."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "For units and their organizational parts, for organizations and associations at the University of Montenegro, the Information System Center provides free web hosting\n(This is offered by UGC, the MREN's parent organization)",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Moodle - a tool for creating electronic educational content and maintaining remote classes. You can find more information about this software at the official software link: https://moodle.org/ . (This is offered bu UGC, the MREN's parent organization)",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "MREN CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Proxy service: CIS allows its users to use a proxy service for accessing web content and downloading files from the Internet (FTP - file transfer protocol).",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "For units and their organizational parts, for organizations and associations at the University of Montenegro, the Information System Center provides free web hosting\n(This is offered by UGC, the MREN's parent organization)",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Moodle - a tool for creating electronic educational content and maintaining remote classes. You can find more information about this software at the official software link: https://moodle.org/ . (This is offered bu UGC, the MREN's parent organization)",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Proxy service: CIS allows its users to use a proxy service for accessing web content and downloading files from the Internet (FTP - file transfer protocol).",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "MREN CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "MREN CERT supports the use of the PGP public key cryptosystem. \n http://www.mren.ac.me/documents/MREN-CERT.asc",
+    "official_description": "",
+    "service_name": "PGP key server",
+    "service_category": "security",
+    "service_description": "Operation of PGP key server."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "(This is part of UGC, the MREN's parent organization)\nThe monitoring service include monitoring the state and quality of communication lines and services in the AMUCG network, reporting to users about appropriate statistics, the so-called. SLA ( Service Level Agreement ), as well as monitoring the traffic structure in the network.",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Adobe Connect Pro,\n\n",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "(This is part of UGC, the MREN's parent organization)\nThis service enables the definition of computer names and domains that unambiguously determine naming on the Internet. \nInstitutions have the option of hosting their Internet domains on DNS servers in the CIS. CIS sets up the institution's domain and technically maintains it.",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "MIXP",
+    "additional_information": "(This is part of UGC, the MREN's parent organization)\nUGC is part of the consortium that run the Montenegro Internet Exchange Point (MIXP)",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "MREN Identity Federation",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "MAN-HA",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "MAN-HA",
+    "additional_information": "For users of the Pionier cloud, thanks to a cooperation with Microsoft, we provide the Office365 service free of charge . \n\nAmong the available applications, we can distinguish software for graphics processing and graphic design aid ( CorelDRAW package, Adobe package, AutoCAD software ), engineering and computational applications ( Adina, Mathematica\u00b8 Matlab/Simulink, Ansys/Fluent, Statistica ) and many others .",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "PIONEER Box",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "PIONEER Research & classroom service",
+    "additional_information": "A cloud of educational services available online from any web browser, any stationary and mobile device, without the need to install additional software.",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "PIONEER.id",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "PIONEER-CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Intrusion detection",
+    "service_category": "security",
+    "service_description": "Systems for detecting and preventing Intrusions (IDS/IPS)."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "WEBCONFERENCES IN THE MAN-HA PROJECT\n\nmeet@PIONEER",
+    "additional_information": "The webconference service in the PIONIER network is based on the BigBlueButton open source tool. The service and application for managing web conferences was prepared by the Pozna\u0144 Supercomputing and Networking Center.\n\nPIONIER meet service - easy video conferencing in a browser",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "PSNC hosts a large collection of Science tubes",
+    "official_description": "",
+    "service_name": "TV/radio streaming",
+    "service_category": "multimedia",
+    "service_description": "Internet and radio streaming services."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "PIONIER-IX",
+    "additional_information": "https://portal.ix.pionier.net.pl/",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "PSNC hosts a large collection of Science tubes",
+    "official_description": "",
+    "service_name": "TV/radio streaming",
+    "service_category": "multimedia",
+    "service_description": "Internet and radio streaming services."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "meetPIONIER",
+    "additional_information": "https://meet.pionier.net.pl/",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "PIONIER.Id",
+    "additional_information": "https://pionier.net.pl/pionierid/",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "https://www.eduroam.pl/",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "MAN-HA",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "MAN-HA",
+    "additional_information": "For users of the Pionier cloud, thanks to a cooperation with Microsoft, we provide the Office365 service free of charge . \n\nAmong the available applications, we can distinguish software for graphics processing and graphic design aid ( CorelDRAW package, Adobe package, AutoCAD software ), engineering and computational applications ( Adina, Mathematica\u00b8 Matlab/Simulink, Ansys/Fluent, Statistica ) and many others .",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "PIONIER Box",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "PIONEER Research & classroom service",
+    "additional_information": "A cloud of educational services available online from any web browser, any stationary and mobile device, without the need to install additional software.",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "PIONIERnews",
+    "additional_information": "https://www.news.pionier.net.pl/",
+    "official_description": "PIONIER consortium newsletter",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "PIONIER-CERT",
+    "additional_information": "https://cert.pionier.gov.pl/",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Intrusion detection",
+    "service_category": "security",
+    "service_description": "Systems for detecting and preventing Intrusions (IDS/IPS)."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "PITAGORAS",
+    "additional_information": "PITAGORA is not so much a VLE but more of a student administration system, recording their progress through the education system",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "RASH IdP",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "RASH Cloud",
+    "additional_information": "RASH offers cloud computing resources (IaaS) to public universities like Virtual Machines, Storage, Networking etc.",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Firewall on Demand",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "DDoS",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "UNET",
+    "additional_information": "UNET (University Network)",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "eduMEET/Vmeet\n\nVUNI",
+    "additional_information": "Vmeet: eduMEET-based services from different institutions\n\nVUNI: The \"Virtual University\" (v.uni) platform makes it possible for any public university to set up online classes using several types of applications adapted for online learning (Edumeet, moodle, V.MEET, eduVPN)",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "ANIX",
+    "additional_information": "ANIX is a neutral and non-for-profit Internet exchange point in Albania",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "product_name": "U-library",
+    "additional_information": "Online platform, brought in partnership with \"EBSCO\" for higher education and research, where users can find magazines, e-books, doctorates, etc.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "eSite",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "WireGuard",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "PITAGORAS",
+    "additional_information": "PITAGORA is not so much a VLE but more of a student administration system, recording their progress through the education system",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "U-library",
+    "additional_information": "Online platform, brought in partnership with \"EBSCO\" for higher education and research, where users can find magazines, e-books, doctorates, etc.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "UNET",
+    "additional_information": "UNET (University Network)",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "eduMEET/Vmeet\n\nVUNI",
+    "additional_information": "Vmeet: eduMEET-based services from different institutions\n\nVUNI: The \"Virtual University\" (v.uni) platform makes it possible for any public university to set up online classes using several types of applications adapted for online learning (Edumeet, moodle, V.MEET, eduVPN)",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "ANIX",
+    "additional_information": "ANIX is a neutral and non-for-profit Internet exchange point in Albania",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "RASH IdP",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "RASH Cloud",
+    "additional_information": "RASH offers cloud computing resources (IaaS) to public universities like Virtual Machines, Storage, Networking etc.",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Firewall on Demand",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "DDoS",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "Training4All",
+    "additional_information": "",
+    "official_description": "https://trajnime.arsimi.rash.al",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "In addition to Filesender, RedIRIS also have another File transfer service, e-Ciencia",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "pgp.rediris.es",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "PGP key server",
+    "service_category": "security",
+    "service_description": "Operation of PGP key server."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "Registry of Digital Identifiers (RID)",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "DNS Firewall based on Cisco Umbrella.",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "EDIDA",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "IRIS-CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "Lavadora",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "technical seminars, work groups, discussion forums , \u2026",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "biannual newsletter, use cases ..",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "IRIS-MCAST",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "RedIRIS-NOVA",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "Device time synchronisation service (hora.rediris.es)",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "IPv4 and IPv6",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "SIR and eduGAIN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": " IRIS-CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": " pgp.rediris.es ",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "PGP key server",
+    "service_category": "security",
+    "service_description": "Operation of PGP key server."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "DNS Firewall",
+    "additional_information": "DNS Firewall based on Cisco Umbrella.",
+    "official_description": "Web filtering using a DNS Firewall",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "Device time synchronisation service (hora.rediris.es)",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "IPv4 and IPv6",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "SIR and eduGAIN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "In addition to Filesender, RedIRIS also have another File transfer service, e-Ciencia",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "BSCW",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "Listserv",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "Registry of Digital Identifiers (RID)",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "biannual newsletter, use cases ..",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "technical seminars, work groups, discussion forums , \u2026",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "Lavadora",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "EGIDA",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "e-LIBRARY",
+    "additional_information": "Authorized access to electronic publications, EBSCO database, etc.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "e-Learning",
+    "additional_information": "Hosting and sharing the Moodle and ILIAS platforms for common use for the development and designation of the educational context.",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "BackUp System RENAM",
+    "additional_information": "Use of the RENAM reservation system of critical information on the servers of the institutions connected to the network.",
+    "official_description": "",
+    "service_name": "Disaster recovery",
+    "service_category": "storage_and_hosting",
+    "service_description": "Off site backup services."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "A number of conferences/meetings announced on the website",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "CISCO Academy",
+    "additional_information": "Authorized ICT training service within the ASC (Academy Support Center) of RENAM: CCNA Routing & Switching; CCNA Security: CCNP Routing & Switching; Linux Essentials.",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "UMS",
+    "additional_information": "Interuniversity Platform for testing and implementing University Management Systems, organization of videoconferences, hosting, maintenance",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "RENAM is responsible for the administration and registration of domain names under the ACAD.MD and RENAM.MD domains.",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "LEAF",
+    "additional_information": "LEAF (MoLdovan ResEarch and EducAtion Identity Federation):",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "BackUp System RENAM",
+    "additional_information": "Use of the RENAM reservation system of critical information on the servers of the institutions connected to the network.",
+    "official_description": "",
+    "service_name": "Disaster recovery",
+    "service_category": "storage_and_hosting",
+    "service_description": "Off site backup services."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web filtering",
+    "service_category": "security",
+    "service_description": "Centralised web content filtering service for protection against access to inappropriate content."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "A number of conferences/meetings announced on the website",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "CISCO Academy",
+    "additional_information": "Authorized ICT training service within the ASC (Academy Support Center) of RENAM: CCNA Routing & Switching; CCNA Security: CCNP Routing & Switching; Linux Essentials.",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "UMS",
+    "additional_information": "Interuniversity Platform for testing and implementing University Management Systems, organization of videoconferences, hosting, maintenance",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "RENAM is responsible for the administration and registration of domain names under the ACAD.MD and RENAM.MD domains. ",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "LEAF",
+    "additional_information": "LEAF (MoLdovan ResEarch and EducAtion Identity Federation):",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "e-Learning",
+    "additional_information": " Hosting and sharing the Moodle and ILIAS platforms for common use for the development and designation of the educational context.",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "e-LIBRARY",
+    "additional_information": "Authorized access to electronic publications, EBSCO database, etc.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "Universalistes\nSourceSup",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "Evento",
+    "additional_information": "The Evento service is developed by RENATER and is a customization of the Moment application",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "Identitas",
+    "additional_information": "RENATER offers two identity provider hosting offers (shared and dedicated), in order to best meet the needs of its members.",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "FileSender",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "Federation par RENATER",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "RENATERIX",
+    "additional_information": "RENATER operate a number of IXs: SFIMX in  France and various IXs in the DOM/TOMs",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "EON",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "Renavisio, Rendez-Vous",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "IPv4 and IPv6",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "Services VPN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "RENATER publish a magazine  and events are announced on RENATER's website",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Intrusion detection",
+    "service_category": "security",
+    "service_description": "Systems for detecting and preventing Intrusions (IDS/IPS)."
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "product_name": "Securite des reseaux",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "Performance monitoring",
+    "additional_information": "The Restena Foundation allows any institution using its services to monitor and evaluate the performance of its connections, thanks to the interactive bandwidth test of checkmynet.lu.",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "Virtual Server",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "Server colocation",
+    "additional_information": "With the server colocation service, the Restena Foundation can host dedicated servers for research, education, cultural, health and administrative institutions in Luxembourg.",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "Filesender",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Anti-virus is also available",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "RESTENA offers subject specific courses and organizes events like internet days",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "https://www.restena.lu/en/news",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "Point-to-point connections",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "VPN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "Management of network connections and equipment",
+    "additional_information": "On request, the Restena Foundation offers:    the configuration of network equipment, such as routers, switches, and optical equipment insofar as the equipment is provided by the Restena Foundation;",
+    "official_description": "",
+    "service_name": "Managed router service",
+    "service_category": "network_services",
+    "service_description": "Remote network router support to institutions."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "IPv6",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "Time Synchronisation",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "DNS servers\n\nPublic DNS resolver",
+    "additional_information": "The domains that use this service can benefit from DNSSEC\n\n Restena Foundation provides the users of its community with two neutral and recursive resolvers that validate the responses obtained by using DNSSEC (domain name system security extensions) technology.",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "Registration of .lu",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "eduID",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "Email Hosting",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "Scolaria",
+    "additional_information": "Scolaria is a service of the government, not RESTENA. However, RESTENA provides the connectivity",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "Lu-CIX",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "Point-to-point connections ",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "Management of network connections and equipment",
+    "additional_information": "On request, the Restena Foundation offers:    the configuration of network equipment, such as routers, switches, and optical equipment insofar as the equipment is provided by the Restena Foundation;",
+    "official_description": "",
+    "service_name": "Managed router service",
+    "service_category": "network_services",
+    "service_description": "Remote network router support to institutions."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "IPv6",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "VPN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "Lu-CIX",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "National IX operation",
+    "service_category": "isp_support",
+    "service_description": "Operation of a national Internet Exchange."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "DNS servers\n\nPublic DNS resolver",
+    "additional_information": "The domains that use this service can benefit from DNSSEC\n\n Restena Foundation provides the users of its community with two neutral and recursive resolvers that validate the responses obtained by using DNSSEC (domain name system security extensions) technology. ",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Anti-virus is also available",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "www.dataprivacyday.lu\nwww.cyberday.lu",
+    "official_description": "RESTENA organizes events on raising awareness",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "security dissemination",
+    "additional_information": "https://www.restena.lu/en/news\nhttps://restena.lu/en/publications",
+    "official_description": "tipsheets and best practices, posters etc.",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "training",
+    "additional_information": "https://restena.lu/en/news/375-restena-training-dlh-third-season",
+    "official_description": "professional training on technical subjects and teaching activities in higher education ",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "Performance monitoring",
+    "additional_information": "The Restena Foundation allows any institution using its services to monitor and evaluate the performance of its connections, thanks to the interactive bandwidth test of checkmynet.lu. ",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "Scolaria",
+    "additional_information": "Scolaria is a service of the government, not RESTENA. However, RESTENA provides the connectivity",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "Web Site Hosting",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Email server hosting",
+    "service_category": "collaboration",
+    "service_description": "NREN hosted email servers."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "Filesender",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "Server colocation",
+    "additional_information": "With the server colocation service, the Restena Foundation can host dedicated servers for research, education, cultural, health and administrative institutions in Luxembourg. ",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "Virtual Server",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "Time Synchronisation",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "eduID",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "product_name": "Registration of .lu",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "RHnet provides related parties with independent advice and recommendations regarding cyber matters. Able to seek independent advice from the NREN community. Possibility of experimentation in cyberspace.",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "There is a possibility of cooperation on joint purchases of software solutions and equipment in Iceland (RHnet) or for the Nordic countries (NORDUnet)",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Conferences are NORDUNET, TNC and RIPE",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "RHnet provides access to a number of journal collections and archives.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "product_name": "NeMo",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "product_name": "RoCSIRT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "RoCSIRT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "VoIP",
+    "service_category": "collaboration",
+    "service_description": "Service to deliver voice communications and multimedia sessions over Internet Protocol (IP) networks."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "eduroam",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "product_name": "safeID",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": " safeID",
+    "additional_information": "eduGAIN",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "eduroam",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Sikt negotiates license agreements on behalf of the knowledge sector regarding access to publication. We operate and develop national systems for recording information about publications and other research results, and for archiving and making available the research product itself.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "The digital learning environment consists of products and services that support teaching, learning and assessment. The majority of the solutions are joint purchases in the market. Sikt manages the contracts on behalf of universities and colleges, ensures that the solutions are well integrated with each other and other solutions, and organizes joint development and exchange of experience.",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "In the open online courses service (formerly known as MOOC (Massive Open Online Courses)), businesses in the knowledge sector can produce and offer open online courses to course participants. \n\n(again: why list this as separate from content portals in \"collaboration\")",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "eduVPN",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Framework agreements delivered by Sikt - the Knowledge Sector's service provider cover the entire ICT area. All procurement is carried out in accordance with the law and regulations on public procurement.",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "UNINETT Cert",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Firewall Builder is free software for managing access lists/firewall rules. The application is an X application that is installed on the toolbox. One of the advantages of Firewall Builder is that it makes parallel maintenance of IPv4 and IPv6 access lists much easier.\n\nFirewall Builder basically supports Cisco IOS and Linux iptables, but Sikt has extended support to also include Juniper and Cisco NX-OS",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "In the open online course service (formerly known as MOOC (Massive Open Online Courses)) businesses in the knowledge sector can produce and offer open online courses to course participants.\n\nWhy do we distinguish this from the content portal in the multimedia category?",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Sikt has access to its own wavelengths on fiber. In parallel with the Research Network , we have the opportunity to run private connections.\n\nIt is also possible to connect these connections with corresponding lines that can be offered via our international partners.",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "eduVPN",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Firewall Builder is free software for managing access lists/firewall rules. The application is an X application that is installed on the toolbox. One of the advantages of Firewall Builder is that it makes parallel maintenance of IPv4 and IPv6 access lists much easier.\n\nFirewall Builder basically supports Cisco IOS and Linux iptables, but Sikt has extended support to also include Juniper and Cisco NX-OS",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "Two variants: Simple managed customer access router, and second: as part of Campus Network as a Service",
+    "service_name": "Managed router service",
+    "service_category": "network_services",
+    "service_description": "Remote network router support to institutions."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "UNINETT Cert",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Framework agreements delivered by Sikt - the Knowledge Sector's service provider cover the entire ICT area. All procurement is carried out in accordance with the law and regulations on public procurement.",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "Various SaaS solutions for admin, research admin and eduction",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "Mostly part of Campus Network as a Service offering",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "Mostly part of Campus Network as a Service offering",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Sikt negotiates license agreements on behalf of the knowledge sector regarding access to publication. We operate and develop national systems for recording information about publications and other research results, and for archiving and making available the research product itself.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "The digital learning environment consists of products and services that support teaching, learning and assessment. The majority of the solutions are joint purchases in the market. Sikt manages the contracts on behalf of universities and colleges, ensures that the solutions are well integrated with each other and other solutions, and organizes joint development and exchange of experience.",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "In the open online course service (formerly known as MOOC (Massive Open Online Courses)) businesses in the knowledge sector can produce and offer open online courses to course participants.\n\nWhy do we distinguish this from the content portal in the multimedia category?",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Sikt has access to its own wavelengths on fiber. In parallel with the Research Network , we have the opportunity to run private connections.\n\nIt is also possible to connect these connections with corresponding lines that can be offered via our international partners.",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "In the open online courses service (formerly known as MOOC (Massive Open Online Courses)), businesses in the knowledge sector can produce and offer open online courses to course participants. \n\n(again: why list this as separate from content portals in \"collaboration\")",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "Sunet Drive\n\nCloud-based storage [STaaS]\n\nFile sharing and collaboration [Box]",
+    "additional_information": "Sunet Drive is a storage solution based on Nextcloud and Sunet's S3 storage in private cloud. Login takes place through SWAMID, which makes it easy to collaborate between several organizations.\n\nCloud-based storage [STaaS]\nThe storage service is based on the ceph framework . The storage is based on needs. By choosing between three different types of storage, you can optimize performance and capacity for the needs that best suit your organization:\n\nBox: To store files, Sunet offers its users the tool Box. With this service you can save files in the \"cloud\". The files are handled via web browser or via Box drive.",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "Sunet Security Center",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "Mail filter",
+    "additional_information": "Also anti-virus\nThe service filters both incoming and outgoing e-mail from viruses, phishing and spam before the e-mail reaches the organization's own e-mail server.",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "Virtual Servers",
+    "additional_information": "Server in public cloud service offered by our subcontractor SafeSpring. The cloud service is located in Sweden and is fully owned by Swedish companies. The service is procured by Sunet.",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "It is also possible to get a dedicated connection directly between two points, via a non-routed connection.",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "Newsletter",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "Sunet Purchasing Center",
+    "additional_information": "Through the purchasing centre, Sunet is a supplier of mission-critical services such as Sunet E-meeting (Zoom) and Sunet LMS (Canvas). Currently, only hardware connected to Sunet's Campus Network (CNaaS) is available within the purchasing centre",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "Sunet C",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "E-meeting",
+    "additional_information": "Zoom-based",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "Kaltura",
+    "additional_information": "Sunet's service Play is integrated with LMS platforms (for example Canvas, Moodle etc) and also works together with other systems thanks to an extensive API. The service is based on the company Kaltura's platform.",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "It is also possible to get a dedicated connection directly between two points, via a non-routed connection.",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "Secondary DNS",
+    "additional_information": "SUNET offer the possibility to \"slave\" zones from their primary DNS. This has the advantage that the user gets a DNS outside their own network so that DNS lookups against the user's own domain continue to work even in the event of local operational problems.",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "SWAMID",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "Canvas",
+    "additional_information": "Sunet's learning platform is based on open source code and the company Instructure's service Canvas.",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "SWAMID",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "Virtual Servers",
+    "additional_information": "Server in public cloud service offered by our subcontractor SafeSpring. The cloud service is located in Sweden and is fully owned by Swedish companies. The service is procured by Sunet.",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "DC Orion",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Housing/co-location",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of user equipment in a managed data centre."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "Sunet Drive\n\nCloud-based storage [STaaS]\n\nFile sharing and collaboration [Box]",
+    "additional_information": "Sunet Drive is a storage solution based on Nextcloud and Sunet's S3 storage in private cloud. Login takes place through SWAMID, which makes it easy to collaborate between several organizations.\n\nCloud-based storage [STaaS]\nThe storage service is based on the ceph framework . The storage is based on needs. By choosing between three different types of storage, you can optimize performance and capacity for the needs that best suit your organization:\n\nBox: To store files, Sunet offers its users the tool Box. With this service you can save files in the \"cloud\". The files are handled via web browser or via Box drive. ",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "Canvas",
+    "additional_information": "Sunet's learning platform is based on open source code and the company Instructure's service Canvas. ",
+    "official_description": "",
+    "service_name": "VLE",
+    "service_category": "collaboration",
+    "service_description": "Online e-learning education system that  provides virtual access to resources used in teaching.."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Survey/polling tool",
+    "service_category": "collaboration",
+    "service_description": "Provision of applications for creating surveys or polls."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "Kaltura",
+    "additional_information": "Sunet's service Play is integrated with LMS platforms (for example Canvas, Moodle etc) and also works together with other systems thanks to an extensive API. The service is based on the company Kaltura's platform.",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "Zoom events",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "E-meeting",
+    "additional_information": "Zoom-based",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "Sunet C",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "It is also possible to get a dedicated connection directly between two points, via a non-routed connection.",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "Newsletter",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "Sunet Purchasing Center",
+    "additional_information": "Through the purchasing centre, Sunet is a supplier of mission-critical services such as Sunet E-meeting (Zoom) and Sunet LMS (Canvas). Currently, only hardware connected to Sunet's Campus Network (CNaaS) is available within the purchasing centre",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "Mail filter",
+    "additional_information": "Also anti-virus\nThe service filters both incoming and outgoing e-mail from viruses, phishing and spam before the e-mail reaches the organization's own e-mail server.",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": " Sunet Security Center",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "Sunet Security Center",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "Sunet Security Center",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "It is also possible to get a dedicated connection directly between two points, via a non-routed connection.",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "product_name": "Secondary DNS",
+    "additional_information": "SUNET offer the possibility to \"slave\" zones from their primary DNS. This has the advantage that the user gets a DNS outside their own network so that DNS lookups against the user's own domain continue to work even in the event of local operational problems.",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFlichtpaden",
+    "additional_information": "SURFlichtpaden provides an ultra-fast, extremely reliable connection to another institution, data centre, service provider or a different destination",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFsecureID",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "eduGAIN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "This includes various services that make it easier to collaborate, e.g. shared storage between different institutions (Research Drive) and eduTEAMs.",
+    "official_description": "",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "SURF concludes agreements with publishers on behalf of the university libraries to give researchers and students access to (scientific) journals and databases.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFdomeinen",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFinternet",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFopzichter, SURF Network Dashboard",
+    "additional_information": "IT administrators use SURFopzichter to monitor the performance and availability of Internet services\n\nThe SURF Network Dashboard provides institutions with an overview of all SURF network services.",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "eduVPN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFlichtpaden?",
+    "additional_information": "SURFlichtpaden provides an ultra-fast, extremely reliable connection to another institution, data centre, service provider or a different destination",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "SURF offer a number of training events for researchers (e.g. how to use their computing services) but but also general ICT training (SURFacademy). Consultancy is offered in a number of ICT areas, as well, e.g. design and set up of computing facilities, high performacen machine learning, big data).",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "IT procurement, SURFmarket, SURFspot",
+    "additional_information": "IT procurement: SURF negotiates different procurement frameworks on behalf of their users.\nSURFmarket:  A portal that allows users to manage and portfolio of procured services and products. \nAvailable are services (Cloud, datacenter), software (e.g. video) and mobile phone contract, but also content for libraries.\nSURFspot: offers discounts for university members on various software packets  (Office, Antivirus, statistics etc.) but also on hardware like laptops, and harddrives drives",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFdashboard",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFmailfilter",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFcert",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFfirewall",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFsoc",
+    "additional_information": "Single point of contact for joint services that detect and prevent security incidents",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "OpenPGPkeyserver",
+    "additional_information": "https://pgp.surfnet.nl/",
+    "official_description": "",
+    "service_name": "PGP key server",
+    "service_category": "security",
+    "service_description": "Operation of PGP key server."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFaudit",
+    "additional_information": "The Standard for Information Security in Higher Education is the basis of SURFaudit\u2019s self-assessment.\n\nSURFaudit Security Standard for Higher Education is derived from the ISO/IEC 27002:2013 standard",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "PANGA",
+    "additional_information": "Proactive Analysis Towards Advanced Attacks (PANGA)",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFdrive, Research Drive",
+    "additional_information": "SURFdrive is a personal cloud storage service for Dutch education and research with which you can easily store, synchronise, and share files in the SURF community cloud.\n\n Research Drive is a cloud-based shared-storage environment specifically designed to work collaboratively with other educational and governmental institutions or external private parties",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "SURFfilesender",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "product_name": "Visualization",
+    "additional_information": "SURF's Visualisation service allows to visualise own datasets remotely to identify connections between data or gain other insight into datasets.",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "PANGA",
+    "additional_information": "Proactive Analysis Towards Advanced Attacks (PANGA)",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFaudit",
+    "additional_information": "The Standard for Information Security in Higher Education is the basis of SURFaudit\u2019s self-assessment.\n\nSURFaudit Security Standard for Higher Education is derived from the ISO/IEC 27002:2013 standard",
+    "official_description": "",
+    "service_name": "Security auditing",
+    "service_category": "security",
+    "service_description": "Carrying out vulnerability assesments and security reviews of user systems and resources on their behalf."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "OpenPGPkeyserver",
+    "additional_information": "https://pgp.surfnet.nl/",
+    "official_description": "",
+    "service_name": "PGP key server",
+    "service_category": "security",
+    "service_description": "Operation of PGP key server."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFfirewall",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFcert",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFmailfilter",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Anti-spam solution",
+    "service_category": "security",
+    "service_description": "Anti-spam solutions for detecting and eliminating viruses and spam mails."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFdashboard",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "IT procurement, SURFmarket, SURFspot",
+    "additional_information": "IT procurement: SURF negotiates different procurement frameworks on behalf of their users.\nSURFmarket:  A portal that allows users to manage and portfolio of procured services and products. \nAvailable are services (Cloud, datacenter), software (e.g. video) and mobile phone contract, but also content for libraries.\nSURFspot: offers discounts for university members on various software packets  (Office, Antivirus, statistics etc.) but also on hardware like laptops, and harddrives drives",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "SURF offer a number of training events for researchers (e.g. how to use their computing services) but but also general ICT training (SURFacademy). Consultancy is offered in a number of ICT areas, as well, e.g. design and set up of computing facilities, high performacen machine learning, big data).",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFsoc, SURFcert, NOC",
+    "additional_information": "Single point of contact for joint services that detect and prevent security incidents",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFlichtpaden",
+    "additional_information": "SURFlichtpaden provides an ultra-fast, extremely reliable connection to another institution, data centre, service provider or a different destination",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFopzichter, SURF Network Dashboard",
+    "additional_information": "IT administrators use SURFopzichter to monitor the performance and availability of Internet services\n\nThe SURF Network Dashboard provides institutions with an overview of all SURF network services.",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "eduVPN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFinternet",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFdomeinen",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFdomeinen",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "eduGAIN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "eduroam",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "EduID, SURFsecureID",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFcumulus, SVP",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "ADaaS, Google, O365, Visualization",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFfilesender",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "SURFdrive, Research Drive",
+    "additional_information": "SURFdrive is a personal cloud storage service for Dutch education and research with which you can easily store, synchronise, and share files in the SURF community cloud.\n\n Research Drive is a cloud-based shared-storage environment specifically designed to work collaboratively with other educational and governmental institutions or external private parties",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "This includes various services that make it easier to collaborate, e.g. shared storage between different institutions (Research Drive) and eduTEAMs. ",
+    "official_description": "",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "SURF concludes agreements with publishers on behalf of the university libraries to give researchers and students access to (scientific) journals and databases.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "Persistant Identifiers (PID)",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Identifier registry",
+    "service_category": "security",
+    "service_description": "Registering of unique and automatically-processable identifiers in the form of text or numeric strings."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "product_name": "NetherLight / SURFlichtpaden",
+    "additional_information": "SURFlichtpaden provides an ultra-fast, extremely reliable connection to another institution, data centre, service provider or a different destination",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHbackup",
+    "additional_information": "Easy Backup and recovery of data. Run by SWITCH.",
+    "official_description": "",
+    "service_name": "Disaster recovery",
+    "service_category": "storage_and_hosting",
+    "service_description": "Off site backup services."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Information dissmenination occurs through various channels: website with blogs and newsletters and stories, various community forums and working groups",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "PERT",
+    "service_category": "network_services",
+    "service_description": "Team supporting resolution of end-to-end performance problems for networked applications."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHsonar",
+    "additional_information": "perfSONAR?",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHlan",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHvideoconf\n\nSWITCHinteract",
+    "additional_information": "SWITCHinteract transforms the PC at home or the mobile device into a conference room in no time at all. The conferencing solution based on Adobe Connect is suitable for meetings and courses.",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHtube",
+    "additional_information": "SWITCHtube is a playback platform for all videos and the new video portal for the Swiss academic community. Together with SWITCHcast, SWITCHtube is part of SWITCH's video management system. All files are stored securely on the Swiss academic network.",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHtube",
+    "additional_information": "SWITCHtube is a playback platform for all videos and the new video portal for the Swiss academic community. Together with SWITCHcast, SWITCHtube is part of SWITCH's video management system. All files are stored securely on the Swiss academic network.",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "Registry",
+    "additional_information": "SWITCH registers and provides for .ch and .li domains worldwide since the start of the internet",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHaai",
+    "additional_information": "With this authentication and authorization infrastructure, university members can access almost all national academic websites with their university login.\n(eduGAIN)",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHfilesender",
+    "additional_information": "Filesender",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHportfolio",
+    "additional_information": "With SWITCHportfolio, university members can systematically record their achievements and skills and present them professionally. The service is designed for long-term use and self-reflection.",
+    "official_description": "",
+    "service_name": "e-portfolio service",
+    "service_category": "collaboration",
+    "service_description": "Functions to create and share user professional and career e-portfolios."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHprocure",
+    "additional_information": "SWITCH offers a comprehensive portfolio of consultancy, procurement and re-sale services",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHconnect",
+    "additional_information": "eduroam",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHcast",
+    "additional_information": "SWITCHcast allows users to create and edit video and audio content and post it to SWITCHtube. Together with SWITCHtube, SWITCHcast is part of SWITCH's video management system. Videos can be annotated and fed into a learning management system.",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHdrive",
+    "additional_information": "Cloud-based storage services that synchronise files automatically across several devices and make it easier to share them with other users. SWITCHdrive gives university members 100 GB of storage space. All files are stored securely within Switzerland.",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCHsonar",
+    "additional_information": "SWITCHsonar is a reliable analytics service for your data, providing automated monitoring, alerting, and reporting.",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCH DNS Firewall",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "SWITCH CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Information dissmenination occurs through various channels: website with blogs and newsletters and stories, various community forums and working groups",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch LAN IP Access",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Tube",
+    "additional_information": "Switch Tube is a playback platform for all videos and the new video portal for the Swiss academic community. Together with Switch Cast, Switch Tube is part of SWITCH's video management system. All files are stored securely on the Swiss academic network.",
+    "official_description": "",
+    "service_name": "Provision of content portal/s to users for hosting and viewing multi-media content",
+    "service_category": "multimedia",
+    "service_description": "Multi-media content portal"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Nameserver services",
+    "service_category": "isp_support",
+    "service_description": "Operation of nameservers and maintenance of DNS information on behalf of users."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch LAN IP Access",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Registry",
+    "additional_information": "Switch registers and provides for .ch and .li domains worldwide since the start of the internet",
+    "official_description": "",
+    "service_name": "Domain name registration",
+    "service_category": "isp_support",
+    "service_description": "Administration/registration of top and second level domain names."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Portfolio",
+    "additional_information": "With Switch Portfolio, university members can systematically record their achievements and skills and present them professionally. The service is designed for long-term use and self-reflection.",
+    "official_description": "",
+    "service_name": "e-portfolio service",
+    "service_category": "collaboration",
+    "service_description": "Functions to create and share user professional and career e-portfolios."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Tube, Switch Cast",
+    "additional_information": "Switch Tube is a playback platform for all videos and the new video portal for the Swiss academic community. Together with Switch Cast, Switch Tube is part of SWITCH's video management system. All files are stored securely on the Swiss academic network.",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch AAI ",
+    "additional_information": "With this authentication and authorization infrastructure, university members can access almost all national academic websites with their university login.\n(eduGAIN)",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Connect",
+    "additional_information": "eduroam",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Engines",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "specific services",
+    "official_description": "",
+    "service_name": "SaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Software as a service e.g. GoogleApps for Education."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Filesender",
+    "additional_information": "Filesender",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Backup",
+    "additional_information": "Easy Backup and recovery of data. Run by Switch.",
+    "official_description": "",
+    "service_name": "Disaster recovery",
+    "service_category": "storage_and_hosting",
+    "service_description": "Off site backup services."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Cast",
+    "additional_information": "SWITCHcast allows users to create and edit video and audio content and post it to SWITCHtube. Together with Switch Tube, Switch Cast is part of Switch's video management system. Videos can be annotated and fed into a learning management system.",
+    "official_description": "",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Procure",
+    "additional_information": "Switch offers a comprehensive portfolio of consultancy, procurement and re-sale services",
+    "official_description": "",
+    "service_name": "Procurement Brokerage",
+    "service_category": "professional_services",
+    "service_description": "Procurement support for users to purchase services (e.g. cloud services), software/software licenses (e.g. VLE or office software) or hardware either directly or via procurement frameworks."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Interact",
+    "additional_information": "Switch Interact to be decommissioned in 2023",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Legal, Switch CERT, Switch Procure",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Sonar",
+    "additional_information": "Switch Sonar is a reliable analytics service for your data, providing automated monitoring, alerting, and reporting. ",
+    "official_description": "",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch LAN L2VPN",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual circuit/VPN",
+    "service_category": "network_services",
+    "service_description": "Virtual point to point circuits or VPNs delivered as a service to users."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch LAN IP Access",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "PERT",
+    "service_category": "network_services",
+    "service_description": "Team supporting resolution of end-to-end performance problems for networked applications."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch CERT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Dedicated Optical Connections",
+    "service_category": "network_services",
+    "service_description": "Provision of dedicated optical connections to users, e.g. Layer 1 optical channels or Open Lightpath exchanges."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Sonar",
+    "additional_information": "will be replaced with Switch Community SOC in 2023",
+    "official_description": "",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch Drive",
+    "additional_information": "Cloud-based storage services that synchronise files automatically across several devices and make it easier to share them with other users. SWITCHdrive gives university members 100 GB of storage space. All files are stored securely within Switzerland.",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch DNS Firewall",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "product_name": "Switch LAN IP Access",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "TRUBA",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "e.g. DergiPark",
+    "additional_information": "Access to various dabases with electronic books and journals.\n\nDergiPark provides electronic hosting and editorial process management services for academic journals published in Turkey under the umbrella of T\u00dcB\u0130TAK ULAKB\u0130M.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "YETKIM",
+    "additional_information": "YETK\u0130M is identity federation established for universities and research institutes in Turkey.\n\nYETK\u0130M is also a member of eduGAIN.",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "ULAKNET",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Various workshops",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "NMS",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "ULAK-CSIRT",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "product_name": "TRUBA",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "CDN",
+    "additional_information": "",
+    "official_description": "Facebook, Akamai",
+    "service_name": "Content delivery hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of content delivery servers e.g. Akamai."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "TRUBA, BULUT",
+    "additional_information": "",
+    "official_description": "BULUT provide service to organizations, TRUBA mainly provides to individual researchers.",
+    "service_name": "Cloud storage (end user)",
+    "service_category": "storage_and_hosting",
+    "service_description": "Browser based virtual storage service for individuals."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "GEANT FoD is used by NOC",
+    "official_description": "Not available for end users",
+    "service_name": "Firewall-On-Demand",
+    "service_category": "security",
+    "service_description": "Provision of a dynamic firewall services to mitigate against DDOS attacks. "
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "DergiPark, TRDizin",
+    "additional_information": "Access to various dabases, electronic books and journals.\n\nDergiPark provides electronic hosting and editorial process management services for academic journals published in Turkey under the umbrella of T\u00dcB\u0130TAK ULAKB\u0130M.",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Mailing lists",
+    "service_category": "collaboration",
+    "service_description": "Service for operation of electronic discussion lists."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "mitigation is on demand",
+    "official_description": "DDoS service for Commofity links is provided by ISP. For GEANT links  NeMo is used ",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "ULAK-CSIRT",
+    "additional_information": "RTIR is used, olta.ulakbim.gov.tr",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "Servise is not available for end users. It is used by NOC",
+    "service_name": "Network troubleshooting",
+    "service_category": "network_services",
+    "service_description": "Enables users at connected institutions to monitor Internet services in real time."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "A\u011f \u0130statistikleri",
+    "additional_information": "MRTG and RRD based custom built user portal, https://stat.ulakbim.gov.tr/ulaknet/ ",
+    "official_description": "Main connections of all customers are monitored and data is accessible to the customers",
+    "service_name": "Network monitoring",
+    "service_category": "network_services",
+    "service_description": "Network information system that shows the current and past performance of the network."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "UUYS",
+    "additional_information": "Custom built user portal",
+    "official_description": "https://www.ulakbim.gov.tr/ulaknet/uuys/uc/index.php",
+    "service_name": "User portals",
+    "service_category": "professional_services",
+    "service_description": "User portal for service management and monitoring."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "ULAKNETCE",
+    "additional_information": "Face to Face annual conference",
+    "official_description": "ULAKNET Calistay\u0131",
+    "service_name": "User conferences",
+    "service_category": "professional_services",
+    "service_description": "Hosting of regular user conferences."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Various workshops ",
+    "official_description": "",
+    "service_name": "Consultancy/training",
+    "service_category": "professional_services",
+    "service_description": "Training and consultancy services provided by the NREN."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Zulip",
+    "official_description": "https://ulak.ulakbim.gov.tr/login/",
+    "service_name": "Project collaboration tools",
+    "service_category": "collaboration",
+    "service_description": "Packaged services for virtual project groups e.g. mailing lists, storage, web meetings, wiki."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "NFSEN, nfdump",
+    "official_description": "Servise is not available for end users. It is used by NOC",
+    "service_name": "Netflow tool",
+    "service_category": "network_services",
+    "service_description": "Network protocol for collecting IP traffic information and monitoring network traffic."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "Muticast is enabled on the backbone",
+    "service_name": "Multicast",
+    "service_category": "network_services",
+    "service_description": "Extension to the IP protocol which allows individual packets to be sent to multiple hosts on the Internet."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "ULAK6NET",
+    "additional_information": "",
+    "official_description": "IPv6 is enabled on backbone and all external connections",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "ULAKNET",
+    "additional_information": "",
+    "official_description": "IP Connectivity and global conneciton is provided",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "Konferans",
+    "additional_information": "software Jitsi",
+    "official_description": "https://konferans.ulakbim.gov.tr/",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "ntp.ulakbim.gov.tr",
+    "official_description": "",
+    "service_name": "NTP service",
+    "service_category": "isp_support",
+    "service_description": "Allows the synchronization of computer clocks over  the Internet."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "custom built user portal",
+    "official_description": "Address space obtained from RIPE is allocated to the customer institutions",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "YETKIM Federation",
+    "additional_information": "yetkim.ulakbim.gov.tr",
+    "official_description": "YETK\u0130M is identity federation established for universities and research institutes in Turkey.\n\nYETK\u0130M is also a member of eduGAIN. ",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "eduroam TR Federation",
+    "additional_information": "www.eduroam.org.tr",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "TR-Grid CA",
+    "additional_information": "TR-Grid Certification Authority offers TRUBA users a certificate in x509 standard.",
+    "official_description": "TR-Grid Certification Authority ",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "TRUBA",
+    "additional_information": "",
+    "official_description": "T\u00dcB\u0130TAK ULAKB\u0130M High Performance and Grid Computing Center",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "product_name": "Filesender",
+    "additional_information": "",
+    "official_description": "https://filesender.ulakbim.gov.tr/",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "Penetration test",
+    "additional_information": "This test, based on the imitation of an hacker's attack, allows to verify the Internet server with any operating system for resistance to attempts to penetrate and master it. An OS that was not updated on time is vulnerable to penetration, and the test allows to identify such flaws and inform the server administrator about the need for an update.",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "panOrama",
+    "additional_information": "Newsletter, Website news notes, Blog",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "eduVPN",
+    "additional_information": "eduVPN-based",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "URAN Publishing Service",
+    "additional_information": "Not limited to journal access (which is a payin service) but also includes publication mechanisms (OpenScience:\u201cScientific Periodicals of Ukraine\u201d project (http://journals.uran.ua) is a national technology platform based on the Open Journal Systems (OJS) which provides the following processes for Ukrainian scientific periodicals: editorial processing, publication, post publication support)\nAlso included it is access to a scientific literature database (SCOPUS)",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "eduROAM",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "eduGAIN",
+    "additional_information": "PEANO Federation",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "WebClass",
+    "additional_information": "A platform for video conferencing, online seminars, lectures, workshops, webinars, discussions. \nThe WebClass service is based on the BigBlueButton platform \u2013 easy-to-use open source software.",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "eduMEET",
+    "additional_information": "eduMEET-based",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "Web server with FTP access and Web interface for database management",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP connectivity",
+    "service_category": "network_services",
+    "service_description": "Basic IP connectivity services inc. R+E and commodity internet"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "eduVPN",
+    "additional_information": "eduVPN-based",
+    "official_description": "",
+    "service_name": "Remote access VPN service",
+    "service_category": "network_services",
+    "service_description": "Remote access and site-to-site secure VPN."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IPv6",
+    "service_category": "network_services",
+    "service_description": "The new version of the Internet Protocol (IP) that should eventually replace the current IP (version 4)."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "panOrama",
+    "additional_information": "Newsletter, Website news notes, Blog",
+    "official_description": "",
+    "service_name": "Dissemination",
+    "service_category": "professional_services",
+    "service_description": "Dissemination of information to users e.g. newsletters and magazines."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DDos mitigation",
+    "service_category": "security",
+    "service_description": "Tools and techniques for mitigating Distributed Denial of Service attacks."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Hosted campus AAI",
+    "service_category": "identity",
+    "service_description": "Hosting of an Identity Provider service on behalf of connected institutions to authenticate users."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "Virtual machines/IaaS",
+    "service_category": "storage_and_hosting",
+    "service_description": "Access to virtual computing resources."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "FileSender",
+    "service_category": "storage_and_hosting",
+    "service_description": "Web based application that allows authenticated users to securely and easily send arbitrarily large files."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "DNS hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Hosting of primary and secondary DNS servers."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "URAN Publishing Service",
+    "additional_information": "Not limited to journal access (which is a payin service) but also includes publication mechanisms (OpenScience:\u201cScientific Periodicals of Ukraine\u201d project (http://journals.uran.ua) is a national technology platform based on the Open Journal Systems (OJS) which provides the following processes for Ukrainian scientific periodicals: editorial processing, publication, post publication support)\nAlso included it is access to a scientific literature database (SCOPUS)",
+    "official_description": "",
+    "service_name": "Journal access",
+    "service_category": "collaboration",
+    "service_description": "Access to academic journals."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "Web server with FTP access and Web interface for database management",
+    "official_description": "",
+    "service_name": "Web hosting",
+    "service_category": "storage_and_hosting",
+    "service_description": "Service to provide space on central web servers for users to publish their website."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "CERT/CSIRT",
+    "service_category": "security",
+    "service_description": "A single point of contact for users to deal with computer security incidents and prevention."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "Penetration test",
+    "additional_information": "This test, based on the imitation of an hacker's attack, allows to verify the Internet server with any operating system for resistance to attempts to penetrate and master it. An OS that was not updated on time is vulnerable to penetration, and the test allows to identify such flaws and inform the server administrator about the need for an update.",
+    "official_description": "",
+    "service_name": "Vulnerability scanning",
+    "service_category": "security",
+    "service_description": "Vulnerability service that allows users to scan their own IP networks for security holes."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "eduROAM",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "eduroam",
+    "service_category": "identity",
+    "service_description": "Inter-WLAN service to facilitate easy and secure Internet access for roaming educational users."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "eduGAIN",
+    "additional_information": "PEANO Federation",
+    "official_description": "",
+    "service_name": "Interfederation",
+    "service_category": "identity",
+    "service_description": "Participation in an inter-federation (i.e. eduGAIN, KALMAR)."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "",
+    "additional_information": "",
+    "official_description": "",
+    "service_name": "IP address allocation/LIR",
+    "service_category": "isp_support",
+    "service_description": "Local Internet Registry service for assigning of IP address space."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "WebClass",
+    "additional_information": "A platform for video conferencing, online seminars, lectures, workshops, webinars, discussions. \nThe WebClass service is based on the BigBlueButton platform \u2013 easy-to-use open source software. ",
+    "official_description": "",
+    "service_name": "Event recording/streaming",
+    "service_category": "multimedia",
+    "service_description": "Provision of equipment and/or software to support event streaming/recording."
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "product_name": "eduMEET",
+    "additional_information": "eduMEET-based",
+    "official_description": "",
+    "service_name": "Web/desktop conferencing",
+    "service_category": "multimedia",
+    "service_description": "Video conferencing service to desktops and hand-held devices using software."
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/NetworkAutomation.json b/test/data/presentation_models_data/NetworkAutomation.json
new file mode 100644
index 00000000..2ca7f6f8
--- /dev/null
+++ b/test/data/presentation_models_data/NetworkAutomation.json
@@ -0,0 +1,1624 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "data_collection"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "data_collection",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "data_collection",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "data_collection",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "config_management"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management",
+      "compliance",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "reporting"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "compliance",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "data_collection",
+      "compliance",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "data_collection",
+      "compliance",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "config_management",
+      "provisioning"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "config_management"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "config_management"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "config_management"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "config_management"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "config_management",
+      "reporting",
+      "troubleshooting",
+      "provisioning"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "compliance"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management",
+      "compliance"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "data_collection",
+      "config_management",
+      "compliance",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management",
+      "reporting",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management",
+      "reporting",
+      "troubleshooting",
+      "data_collection"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "data_collection",
+      "config_management",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "data_collection",
+      "config_management",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "network_automation": "yes",
+    "network_automation_specifics": [
+      "data_collection",
+      "config_management",
+      "troubleshooting"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "network_automation": "planned",
+    "network_automation_specifics": [
+      "provisioning",
+      "config_management"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "network_automation": "no",
+    "network_automation_specifics": []
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/NetworkFunctionVirtualisation.json b/test/data/presentation_models_data/NetworkFunctionVirtualisation.json
new file mode 100644
index 00000000..43d8db49
--- /dev/null
+++ b/test/data/presentation_models_data/NetworkFunctionVirtualisation.json
@@ -0,0 +1,2827 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": [
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": [
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2015,
+    "nfv": "yes",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": [
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "nfv": "planned",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2015,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators",
+      "Content filtering system"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators",
+      "Content filtering system"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators",
+      "Content filtering system"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators",
+      "Content filtering system"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators",
+      "Content filtering system"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators",
+      "Content filtering system"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2015,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "Virtualization service based on Generalised Virtualisation Model (implementation used: GTS SW framework developed by Geant)"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "Virtualization service based on Generalised Virtualisation Model (implementation used: GTS SW framework developed by Geant)"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "Virtualization service based on Generalised Virtualisation Model (implementation used: GTS SW framework developed by Geant)"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "Virtualization service based on Generalised Virtualisation Model (implementation used: GTS SW framework developed by Geant)"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "Virtualization service based on Generalised Virtualisation Model (implementation used: GTS SW framework developed by Geant)"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "Virtualization service based on Generalised Virtualisation Model (implementation used: GTS SW framework developed by Geant)"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "SREv6"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": [
+      "other"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "routers"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "The evolving GTSset"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "The evolving GTSset"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "The evolving GTSset"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2015,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2015,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": [
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2015,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2016,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2015,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2016,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2015,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": [
+      "routers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": [
+      "routers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": [
+      "routers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": [
+      "routers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": [
+      "routers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": [
+      "routers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": [
+      "routers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2015,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "nfv": "yes",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2015,
+    "nfv": "no",
+    "nfv_specifics": []
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "firewalls",
+      "load_balancers",
+      "vpn_concentrators",
+      "QoS user's managed (planned)"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls",
+      "QoS user's managed (planned)"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "nfv": "planned",
+    "nfv_specifics": [
+      "routers",
+      "firewalls"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "nfv": "no",
+    "nfv_specifics": []
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/NetworkMapUrls.json b/test/data/presentation_models_data/NetworkMapUrls.json
new file mode 100644
index 00000000..b6a91a68
--- /dev/null
+++ b/test/data/presentation_models_data/NetworkMapUrls.json
@@ -0,0 +1,1948 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "urls": [
+      "https://www.aco.net/topologie.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "urls": [
+      "https://www.aco.net/topologie.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "urls": [
+      "https://www.aco.net/topologie.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "urls": [
+      "https://www.aco.net/topologie.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "urls": [
+      "https://www.aco.net/topologie.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "urls": [
+      "https://www.aco.net/topologie.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "urls": [
+      "https://www.aco.net/topologie.html?L=1"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "urls": [
+      "https://www.aco.net/topologie.html?L=1"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "urls": [
+      "https://www.amres.ac.rs/amres/amres-infrastruktura"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "urls": [
+      "https://www.amres.ac.rs/amres/amres-infrastruktura"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "urls": [
+      "https://www.amres.ac.rs/amres/amres-infrastruktura"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "urls": [
+      "https://www.amres.ac.rs/amres/amres-infrastruktura"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "urls": [
+      "https://www.amres.ac.rs/amres/amres-infrastruktura"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "urls": [
+      "https://www.amres.ac.rs/amres/amres-infrastruktura"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "urls": [
+      "https://www.amres.ac.rs/amres/amres-infrastruktura"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "urls": [
+      "https://www.amres.ac.rs/amres/amres-infrastruktura"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "urls": [
+      "http://www.arnes.si/infrastructure/network-infrastructure/backbone-network"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "urls": [
+      "http://www.arnes.si/infrastructure/network-infrastructure/backbone-network"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "urls": [
+      "http://www.arnes.si/infrastructure/network-infrastructure/backbone-network"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "urls": [
+      "http://www.arnes.si/infrastructure/network-infrastructure/backbone-network",
+      "http://www.arnes.si/infrastructure"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "urls": [
+      "http://www.arnes.si/infrastructure/network-infrastructure/backbone-network",
+      "http://www.arnes.si/infrastructure"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "urls": [
+      "http://www.arnes.si/infrastructure/network-infrastructure/backbone-network",
+      "http://www.arnes.si/infrastructure"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "urls": [
+      "http://www.arnes.si/infrastructure/network-infrastructure/backbone-network",
+      "http://www.arnes.si/infrastructure"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "urls": [
+      "http://www.arnes.si/infrastructure/network-infrastructure/backbone-network/",
+      "http://www.arnes.si/infrastructure/"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2016,
+    "urls": [
+      "https://asnet.am/images/skhema1.jpg"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "urls": [
+      "https://asnet.am/images/skhema1.jpg"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "urls": [
+      "https://asnet.am/images/skhema1.jpg"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "urls": [
+      "https://asnet.am/images/skhema1.jpg"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "urls": [
+      "https://asnet.am/images/skhema1.jpg"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "urls": [
+      "https://asnet.am/images/skhema1.jpg"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "urls": [
+      "https://asnet.am/images/skhema1.jpg"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "urls": [
+      "https://asnet.am/images/skhema1.jpg"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "urls": [
+      "http://azsciencenet.az/uploads/AzScienceNet_schem.png"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "urls": [
+      "http://azsciencenet.az/uploads/AzScienceNet_schem.png"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "urls": [
+      "http://azsciencenet.az/uploads/AzScienceNet_schem.png"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "urls": [
+      "http://azsciencenet.az/uploads/AzScienceNet_schem.png"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2016,
+    "urls": [
+      "https://www.belnet.be/en/about-us/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2017,
+    "urls": [
+      "https://www.belnet.be/en/about-us/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "urls": [
+      "https://www.belnet.be/en/about-us/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "urls": [
+      "https://www.belnet.be/en/about-us/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "urls": [
+      "https://www.belnet.be/en/about-us/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "urls": [
+      "https://www.belnet.be/en/networks/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "urls": [
+      "https://www.belnet.be/en/networks/belnet-network"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "urls": [
+      "https://www.belnet.be/en/networks/belnet-network"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "urls": [
+      "acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "urls": [
+      "acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "urls": [
+      "http://acad.bg"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "urls": [
+      "http://www.carnet.hr/upload/javniweb/images/static3/88878/Image/CARNet_Mrezna_Infrastruktura_20183005.png"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "urls": [
+      "https://www.carnet.hr/wp-content/uploads/2019/01/CARNet_Mrezna_Infrastruktura_20183005.jpg"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "urls": [
+      "https://www.carnet.hr/carnet/carnet-infrastruktura"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "urls": [
+      "https://www.carnet.hr/carnet/carnet-infrastruktura"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "urls": [
+      "https://www.carnet.hr/carnet/carnet-infrastruktura"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "urls": [
+      "https://www.carnet.hr/carnet/carnet-infrastruktura/"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "urls": [
+      "https://www.cesnet.cz/services/ip-connectivity-ip/cesnet2-network-topology/?lang=en"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "urls": [
+      "https://www.cesnet.cz/services/ip-connectivity-ip/cesnet2-network-topology/?lang=en"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "urls": [
+      "https://www.cesnet.cz/services/ip-connectivity-ip/cesnet2-network-topology/?lang=en"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "urls": [
+      "https://www.cesnet.cz/services/ip-connectivity-ip/cesnet2-network-topology/?lang=en",
+      "https://photonics.cesnet.cz/cs/topologie"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "urls": [
+      "https://netreport.cesnet.cz/netreport",
+      "https://photonics.cesnet.cz/cs/topologie"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "urls": [
+      "https://netreport.cesnet.cz/netreport",
+      "https://photonics.cesnet.cz/cs/topologie"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "urls": [
+      "https://netreport.cesnet.cz/netreport",
+      "https://photonics.cesnet.cz/cs/topologie"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "urls": [
+      "https://netreport.cesnet.cz/netreport/",
+      "https://photonics.cesnet.cz/cs/topologie",
+      "https://www.cesnet.cz/services/ip-connectivity-ip/cesnet2-network-topology/?lang=en"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "urls": [
+      "https://info.funet.fi/cgi-bin/map/wm",
+      "https://wiki.eduuni.fi/display/funet/Funet-runkoverkko?preview=/23691281/23700509/Funet-kartta-2015.jpg"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "urls": [
+      "https://info.funet.fi/cgi-bin/map/wm",
+      "https://wiki.eduuni.fi/display/funet/Funet-runkoverkko?preview=/23691281/23700509/Funet-kartta-2015.jpg"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "urls": [
+      "https://info.funet.fi/cgi-bin/map/wm",
+      "https://wiki.eduuni.fi/display/funet/Funet-runkoverkko?preview=/23691281/23700509/Funet-kartta-2015.jpg"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "urls": [
+      "https://info.funet.fi/cgi-bin/map/wm",
+      "https://wiki.eduuni.fi/display/funet/Funet-runkoverkko?preview=/23691281/23700509/Funet-kartta-2015.jpg"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "urls": [
+      "https://info.funet.fi/netmap"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "urls": [
+      "https://info.funet.fi/netmap"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "urls": [
+      "https://info.funet.fi/netmap"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "urls": [
+      "https://info.funet.fi/netmap"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "urls": [
+      "https://www.deic.dk/en/node/543"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "urls": [
+      "https://www.deic.dk/en/net"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "urls": [
+      "https://www.deic.dk/en/research-network"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "urls": [
+      "https://www.deic.dk/en/research-network"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "urls": [
+      "https://www.deic.dk/en/research-network"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2016,
+    "urls": [
+      "https://www.dfn.de/fileadmin/1Dienstleistungen/XWIN/Topologie.pdf"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "urls": [
+      "https://www.dfn.de/fileadmin/1Dienstleistungen/XWIN/Topologie.pdf"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "urls": [
+      "https://www.dfn.de/fileadmin/1Dienstleistungen/XWIN/Fasertopologie"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "urls": [
+      "https://www.dfn.de/fileadmin/1Dienstleistungen/XWIN/Fasertopologie.pdf"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "urls": [
+      "https://www.dfn.de/fileadmin/1Dienstleistungen/XWIN/Fasertopologie.pdf"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "urls": [
+      "https://www.dfn.de/fileadmin/1Dienstleistungen/XWIN/Fasertopologie.pdf"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "urls": [
+      "www.eenet.ee/EENet/magistraalvork"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "urls": [
+      "www.eenet.ee/EENet/magistraalvork"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "urls": [
+      "www.eenet.ee/EENet/magistraalvork"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "urls": [
+      "www.eenet.ee/EENet/magistraalvork"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "urls": [
+      "www.eenet.ee/EENet/magistraalvork"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "urls": [
+      "www.eenet.ee/EENet/magistraalvork"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "urls": [
+      "www.eenet.ee/EENet/magistraalvork"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "urls": [
+      "https://www.eenet.ee/EENet/magistraalvork"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "urls": [
+      "https://www.fccn.pt/wp-content/uploads/2016/07/mapRCTS2017.pdf"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "urls": [
+      "https://www.fccn.pt/wp-content/uploads/2016/07/mapRCTS2017.pdf"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "urls": [
+      "https://www.fccn.pt/wp-content/uploads/2019/02/mapaRCTS.2019.pdf"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "urls": [
+      "https://www.fccn.pt/wp-content/uploads/2019/09/mapaRCTS.2019.pdf"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "urls": [
+      "https://www.fccn.pt/media/2021/03/mapa-RCTS-fccn.pdf"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "urls": [
+      "https://www.fccn.pt/media/2022/04/Mapa-de-Rede-Fibra-2022.pdf"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "urls": [
+      "https://www.fccn.pt/media/2022/04/Mapa-de-Rede-Fibra-2022.pdf"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "urls": [
+      "https://gins.garr.it/home_weathermaps.php"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "urls": [
+      "https://gins.garr.it/home_weathermaps.php"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "urls": [
+      "https://gins.garr.it/xhome_weathermaps.php"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "urls": [
+      "https://gins.garr.it/xhome_weathermaps.php"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "urls": [
+      "https://gins.garr.it/xhome_weathermaps.php",
+      "https://www.garr.it/it/infrastrutture/rete-nazionale/infrastruttura-di-rete-nazionale#ingrandisci-mappa-rete-garr"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "urls": [
+      "https://gins.garr.it/xhome_weathermaps.php",
+      "https://www.garr.it/en/infrastructures/network-infrastructure/our-network"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "urls": [
+      "https://gins.garr.it/xhome_weathermaps.php",
+      "https://www.garr.it/en/infrastructures/network-infrastructure/our-network"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "urls": [
+      "https://gins.garr.it/xhome_weathermaps.php",
+      "https://www.garr.it/en/infrastructures/network-infrastructure/our-network"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "urls": [
+      "netview.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "urls": [
+      "netview.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "urls": [
+      "netview.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "urls": [
+      "netview.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "urls": [
+      "netview.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "urls": [
+      "netview.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "urls": [
+      "https://netview.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2016,
+    "urls": [
+      "https://www.noc.grnet.gr/en/node/25",
+      "https://www.noc.grnet.gr/en/node/535"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "urls": [
+      "https://grnet.gr/infrastructure/network-and-topology"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "urls": [
+      "https://grnet.gr/infrastructure/network-and-topology"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "urls": [
+      "https://grnet.gr/infrastructure/network-and-topology"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "urls": [
+      "https://grnet.gr/infrastructure/network-and-topology",
+      "https://mon.grnet.gr/networkmap",
+      "https://mon.grnet.gr/networkmap/?type=network&raw=True",
+      "https://mon.grnet.gr/pops"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "urls": [
+      "https://grnet.gr/infrastructure/network-and-topology",
+      "https://mon.grnet.gr/networkmap",
+      "https://mon.grnet.gr/networkmap/?type=network&raw=True",
+      "https://mon.grnet.gr/pops"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "urls": [
+      "https://grnet.gr/infrastructure/network-and-topology",
+      "https://mon.grnet.gr/networkmap",
+      "https://mon.grnet.gr/networkmap/?type=network&raw=True",
+      "https://mon.grnet.gr/pops"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "urls": [
+      "https://grnet.gr/infrastructure/network-and-topology/",
+      "https://mon.grnet.gr/networkmap/",
+      "https://mon.grnet.gr/networkmap/?type=network&raw=True",
+      "https://mon.grnet.gr/pops/"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "urls": [
+      "www.hea.net",
+      "http://www.heanet.ie/the-network/network-maps"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "urls": [
+      "www.hea.net",
+      "http://www.heanet.ie/the-network/network-maps"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "urls": [
+      "www.hea.net",
+      "http://www.heanet.ie/the-network/network-maps"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "urls": [
+      "www.hea.net",
+      "http://www.heanet.ie/the-network/network-maps"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "urls": [
+      "www.hea.net",
+      "https://www.heanet.ie/the-network"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "urls": [
+      "www.hea.net",
+      "https://www.heanet.ie/the-network"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "urls": [
+      "www.hea.net",
+      "https://www.heanet.ie/the-network"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "urls": [
+      "https://www.hea.net",
+      "https://www.heanet.ie/the-network"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "urls": [
+      "https://netsight3.ja.net"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "urls": [
+      "https://niif.hu/sites/default/files/halozati_topologia_uveg_2015_alapgerinc.jpg"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "urls": [
+      "https://niif.hu/sites/default/files/halozati_topologia_uveg_2015_alapgerinc.jpg"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "urls": [
+      "http://kifu.gov.hu/sites/default/files/halozati%20topologia_uveg_2018_alapgerinc_KIF%C3%9C_v2.jpg"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "urls": [
+      "http://kifu.gov.hu/sites/default/files/halozati%20topologia_uveg_2018_alapgerinc_KIF%C3%9C_v2.jpg"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "urls": [
+      "http://kifu.gov.hu/sites/default/files/halozati%20topologia_uveg_2018_alapgerinc_KIF%C3%9C_v2.jpg"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "urls": [
+      "http://kifu.gov.hu/sites/default/files/halozati%20topologia_uveg_2018_alapgerinc_KIF%C3%9C_v2.jpg"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "urls": [
+      "https://kifu.gov.hu/en/infrastructure"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "urls": [
+      "https://kifu.gov.hu/en/infrastructure/"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "urls": [
+      "https://www.litnet.lt/images/topologija/resizedimages/schema.gif"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "urls": [
+      "https://www.litnet.lt/images/topologija/resizedimages/schema.gif"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "urls": [
+      "https://www.litnet.lt/images/topologija/resizedimages/schema.gif"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "urls": [
+      "https://litnet.lt/lt/topologija/srautai"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2017,
+    "urls": [
+      "http://www.ukim.edu.mk/images/menija/t72058_topologija.jpg"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "urls": [
+      "http://www.ukim.edu.mk/images/menija/t72058_topologija.jpg"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "urls": [
+      "http://www.ukim.edu.mk/images/menija/t72058_topologija.jpg"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2016,
+    "urls": [
+      "http://netmon.ucg.ac.me/mantra"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "urls": [
+      "http://netmon.ucg.ac.me/mantra"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "urls": [
+      "http://netmon.ucg.ac.me/mantra"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "urls": [
+      "http://netmon.ucg.ac.me/mantra"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "urls": [
+      "http://netmon.ucg.ac.me/mantra"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "urls": [
+      "http://netmon.ucg.ac.me/mantra"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "urls": [
+      "http://netmon.ucg.ac.me/mantra"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "urls": [
+      "http://netmon.ucg.ac.me/mantra/"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "urls": [
+      "https://rash.al/sq/sherbime/telematic-network"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "urls": [
+      "https://rash.al/sq/sherbime/telematic-network"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "urls": [
+      "https://rash.al/sq/sherbime/telematic-network"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "urls": [
+      "https://www.rash.al/sq/network/rrjeti-telematik"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "urls": [
+      "https://www.rash.al/sq/network/rrjeti-telematik"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "urls": [
+      "https://www.rash.al/en/network/rrjeti-telematik/"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "urls": [
+      "http://www.redirisnova.es/caracteristicas/mapa-red.html",
+      "http://www.redirisnova.es/caracteristicas/troncal.html"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "urls": [
+      "http://www.rediris.es/lared/mapa.html",
+      "http://www.rediris.es/lared/externas.html",
+      "http://www.redirisnova.es/caracteristicas/troncal.html"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "urls": [
+      "http://www.rediris.es/lared/mapa.html",
+      "http://www.rediris.es/lared/externas.html",
+      "http://www.redirisnova.es/caracteristicas/troncal.html"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "urls": [
+      "http://www.rediris.es/lared/mapa.html",
+      "http://www.rediris.es/lared/externas.html",
+      "http://www.redirisnova.es/caracteristicas/troncal.html"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "urls": [
+      "http://www.rediris.es/lared/mapa.html",
+      "http://www.rediris.es/lared/externas.html",
+      "http://www.redirisnova.es/caracteristicas/troncal.html"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "urls": [
+      "https://www.rediris.es/lared/mapa.html",
+      "https://www.redirisnova.es/caracteristicas/troncal.html"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "urls": [
+      "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php",
+      "http://noc.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "urls": [
+      "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php",
+      "http://noc.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "urls": [
+      "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php",
+      "http://noc.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "urls": [
+      "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php",
+      "http://noc.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "urls": [
+      "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php",
+      "http://noc.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "urls": [
+      "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php",
+      "http://noc.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "urls": [
+      "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php",
+      "http://noc.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "urls": [
+      "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php",
+      "http://noc.renam.md/"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "urls": [
+      "https://pasillo.renater.fr/weathermap/weathermap_metropole.html",
+      "https://pasillo.renater.fr/weathermap/weathermap_idf.html",
+      "https://pasillo.renater.fr/weathermap/weathermap_domtom.html"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "urls": [
+      "https://pasillo.renater.fr/weathermap/weathermap_metropole.html",
+      "https://pasillo.renater.fr/weathermap/weathermap_idf.html",
+      "https://pasillo.renater.fr/weathermap/weathermap_domtom.html"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "urls": [
+      "https://www.renater.fr/sites/default/files/weathermap/weathermap_metropole.html",
+      "https://pasillo.renater.fr/weathermap/weathermap_idf.html",
+      "https://pasillo.renater.fr/weathermap/weathermap_domtom.html"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "urls": [
+      "https://www.renater.fr/sites/default/files/weathermap/weathermap_metropole.html",
+      "https://pasillo.renater.fr/weathermap/weathermap_idf.html",
+      "https://pasillo.renater.fr/weathermap/weathermap_domtom.html"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "urls": [
+      "https://www.renater.fr/sites/default/files/weathermap/weathermap_metropole.html",
+      "https://pasillo.renater.fr/weathermap/weathermap_idf.html",
+      "https://pasillo.renater.fr/weathermap/weathermap_domtom.html"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "urls": [
+      "https://www.renater.fr/documentation/ressources-multimedia/weathermap/metropole",
+      "https://www.renater.fr/documentation/ressources-multimedia/weathermap/weathermap_idf",
+      "https://www.renater.fr/documentation/ressources-multimedia/weathermap/weathermap_domtom"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2016,
+    "urls": [
+      "http://www.restena.lu/restena/en/EN-NationalNetwork.html"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "urls": [
+      "https://www.restena.lu/restena/en/EN-NationalNetwork.html"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "urls": [
+      "https://www.restena.lu/restena/en/EN-NationalNetwork.html"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "urls": [
+      "https://www.restena.lu/en/network#nat"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "urls": [
+      "https://www.restena.lu/en/network"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "urls": [
+      "https://www.restena.lu/en/network"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2016,
+    "urls": [
+      "http://samon.cvt.stuba.sk",
+      "http://www.sanet.sk/en/siet_topologia.shtm",
+      "http://www.sanet.sk/en/technologia.shtm"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "urls": [
+      "http://samon.cvt.stuba.sk",
+      "http://www.sanet.sk/en/siet_topologia.shtm",
+      "http://www.sanet.sk/en/technologia.shtm"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "urls": [
+      "http://samon.cvt.stuba.sk",
+      "http://www.sanet.sk/en/siet_topologia.shtm",
+      "http://www.sanet.sk/en/technologia.shtm"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "urls": [
+      "http://samon.cvt.stuba.sk",
+      "http://www.sanet.sk/en/siet_topologia.shtm",
+      "http://www.sanet.sk/en/technologia.shtm"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "urls": [
+      "http://samon.cvt.stuba.sk",
+      "http://www.sanet.sk/en/siet_topologia.shtm",
+      "http://www.sanet.sk/en/technologia.shtm"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "urls": [
+      "http://samon.cvt.stuba.sk",
+      "http://www.sanet.sk/en/siet_topologia.shtm",
+      "http://www.sanet.sk/en/technologia.shtm"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "urls": [
+      "http://samon.cvt.stuba.sk",
+      "http://www.sanet.sk/en/siet_topologia.shtm",
+      "http://www.sanet.sk/en/technologia.shtm"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "urls": [
+      "http://samon.cvt.stuba.sk/",
+      "https://www.sanet.sk/?page_id=2388",
+      "https://www.sanet.sk/?page_id=2392"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "urls": [
+      "http://stats.uninett.no/stat-q/load-map/uninett"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "urls": [
+      "http://stats.uninett.no/stat-q/load-map/uninett"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "urls": [
+      "https://stats.uninett.no/stat-q/load-map/uninett"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "urls": [
+      "https://stats.uninett.no/stat-q/load-map/uninett"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "urls": [
+      "https://stats.uninett.no/stat-q/load-map/uninett,,traffic,peak"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "urls": [
+      "http://stats.sunet.se/stat-q/load-map/SunetC-univ"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "urls": [
+      "http://stats.sunet.se/stat-q/load-map/SunetC-univ"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "urls": [
+      "http://stats.sunet.se/stat-q/load-map/SunetC-univ"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "urls": [
+      "http://stats.sunet.se/stat-q/load-map/SunetC-univ"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "urls": [
+      "http://stats.sunet.se/stat-q/load-map/SunetC-univ"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "urls": [
+      "http://stats.sunet.se/stat-q/load-map/SunetC-univ"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "urls": [
+      "http://stats.sunet.se/stat-q/load-map/SunetC-univ"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "urls": [
+      "http://stats.sunet.se/stat-q/load-map/SunetC-univ,,traffic,peak"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "urls": [
+      "https://www.surf.nl/en/themes/network/core-network-regional-rings-and-metro-rings/index.html",
+      "https://www.surf.nl/en/themes/network"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "urls": [
+      "https://www.surf.nl/en/themes/network/core-network-regional-rings-and-metro-rings/index.html",
+      "https://www.surf.nl/en/themes/network"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "urls": [
+      "https://www.surf.nl/en/themes/network/core-network-regional-rings-and-metro-rings/index.html",
+      "https://www.surf.nl/en/themes/network"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "urls": [
+      "https://www.surf.nl/en/expertises/network-infrastructure",
+      "https://www.surf.nl/project-surfnet8/kaart-locaties-servicelaag"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "urls": [
+      "https://www.surf.nl/project-surfnet8/kaart-locaties-servicelaag"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "urls": [
+      "https://www.surf.nl/project-surfnet8/kaart-locaties-servicelaag"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "urls": [
+      "https://www.surf.nl/project-surfnet8/kaart-locaties-servicelaag"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "urls": [
+      "https://www.surf.nl/project-surfnet8/kaart-locaties-servicelaag"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "urls": [
+      "http://www.switch.ch/network/infrastructure/backbone"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "urls": [
+      "http://www.switch.ch/network/infrastructure/backbone"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "urls": [
+      "http://www.switch.ch/network/infrastructure/backbone"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "urls": [
+      "http://www.switch.ch/network/infrastructure/backbone"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "urls": [
+      "http://www.switch.ch/network/infrastructure/backbone"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "urls": [
+      "http://www.switch.ch/network/infrastructure/backbone"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "urls": [
+      "http://www.switch.ch/network/infrastructure/backbone"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "urls": [
+      "https://www.switch.ch/en/network/ip-access"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2016,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet/"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "urls": [
+      "http://uran.ua/~eng/net-ukraine.htm"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "urls": [
+      "http://uran.ua/~eng/net-ukraine.htm"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "urls": [
+      "http://uran.ua/~eng/net-ukraine.htm"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "urls": [
+      "http://uran.ua/~eng/net-ukraine.htm"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "urls": [
+      "http://uran.ua/~eng/net-ukraine.htm"
+    ]
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/NonREPeers.json b/test/data/presentation_models_data/NonREPeers.json
new file mode 100644
index 00000000..8084ebcc
--- /dev/null
+++ b/test/data/presentation_models_data/NonREPeers.json
@@ -0,0 +1,1544 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 160
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 167
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 23
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 23
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 28
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 30
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 30
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 33
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 33
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 33
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 283
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 250
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 250
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 250
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 250
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 250
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 27
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 35
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 35
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 33
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 34
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 40
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 40
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 40
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 3
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 3
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 35
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 37
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 38
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 42
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 42
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 42
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 42
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 47
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 7
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 20
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 20
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 20
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 20
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 20
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 214
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 221
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 224
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 241
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 266
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 269
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 274
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 291
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 21
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 24
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 24
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 27
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 27
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 28
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 24
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 24
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 31
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 32
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 36
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 46
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 61
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 54
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 54
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 195
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 208
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 200
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 200
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 200
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 200
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 200
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 200
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 11
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 11
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 11
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 11
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 11
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 11
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 11
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 12
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 30
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 40
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 42
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 57
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 60
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 62
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 62
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 4
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 4
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 4
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 3
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 4
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 3
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 35
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 35
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 35
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 35
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 69
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 69
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 69
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 69
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 15
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 16
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 16
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 16
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 16
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 12
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 12
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 21
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 19
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 19
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 20
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 19
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 19
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 19
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 18
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 5
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 4
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 4
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 107
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 129
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 140
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 200
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 200
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 210
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 3
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 3
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 3
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 50
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 11
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 11
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 6
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 20
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 50
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 50
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 50
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 20
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 20
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 20
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 20
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 20
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 15
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 10
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 50
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 60
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 60
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 60
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 60
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 60
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 60
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 60
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 57
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 47
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 47
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 53
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 52
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 52
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 120
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 120
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 130
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 130
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 142
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 142
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 142
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 150
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 300
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 400
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 400
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 500
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 500
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 500
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 500
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 700
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 642
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 637
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 665
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 722
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 1380
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 836
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 823
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 823
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "nr_of_non_r_and_e_peers": 2
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 1
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "nr_of_non_r_and_e_peers": 150
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "nr_of_non_r_and_e_peers": 230
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "nr_of_non_r_and_e_peers": 4
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "nr_of_non_r_and_e_peers": 6
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "nr_of_non_r_and_e_peers": 6
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "nr_of_non_r_and_e_peers": 6
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/NrenStaff.json b/test/data/presentation_models_data/NrenStaff.json
new file mode 100644
index 00000000..6005bfc7
--- /dev/null
+++ b/test/data/presentation_models_data/NrenStaff.json
@@ -0,0 +1,2522 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "permanent_fte": 11.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "permanent_fte": 12.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 8.0,
+    "non_technical_fte": 17.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "permanent_fte": 13.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 7.5,
+    "non_technical_fte": 5.5
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "permanent_fte": 13.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 8.5,
+    "non_technical_fte": 4.5
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "permanent_fte": 13.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "permanent_fte": 13.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "permanent_fte": 13.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "permanent_fte": 15.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 12.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "permanent_fte": 21.0,
+    "subcontracted_fte": 10.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "permanent_fte": 21.0,
+    "subcontracted_fte": 10.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "permanent_fte": 21.0,
+    "subcontracted_fte": 10.0,
+    "technical_fte": 17.0,
+    "non_technical_fte": 14.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "permanent_fte": 11.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 14.0,
+    "non_technical_fte": 9.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "permanent_fte": 13.0,
+    "subcontracted_fte": 7.0,
+    "technical_fte": 8.0,
+    "non_technical_fte": 5.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "permanent_fte": 15.0,
+    "subcontracted_fte": 7.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 5.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "permanent_fte": 14.0,
+    "subcontracted_fte": 7.0,
+    "technical_fte": 9.0,
+    "non_technical_fte": 5.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "permanent_fte": 63.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "permanent_fte": 66.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 52.0,
+    "non_technical_fte": 14.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "permanent_fte": 55.0,
+    "subcontracted_fte": 5.0,
+    "technical_fte": 34.0,
+    "non_technical_fte": 21.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "permanent_fte": 58.0,
+    "subcontracted_fte": 5.0,
+    "technical_fte": 37.0,
+    "non_technical_fte": 21.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "permanent_fte": 62.0,
+    "subcontracted_fte": 15.0,
+    "technical_fte": 50.0,
+    "non_technical_fte": 27.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "permanent_fte": 78.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 50.0,
+    "non_technical_fte": 36.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "permanent_fte": 80.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 50.0,
+    "non_technical_fte": 38.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "permanent_fte": 95.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 54.0,
+    "non_technical_fte": 45.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 16.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 12.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 12.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "permanent_fte": 17.0,
+    "subcontracted_fte": 1.0,
+    "technical_fte": 14.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "permanent_fte": 19.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 9.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "permanent_fte": 24.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 18.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "permanent_fte": 24.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 15.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "permanent_fte": 24.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 15.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "permanent_fte": 21.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 11.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2016,
+    "permanent_fte": 22.0,
+    "subcontracted_fte": 1.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "permanent_fte": 21.0,
+    "subcontracted_fte": 1.0,
+    "technical_fte": 6.0,
+    "non_technical_fte": 16.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "permanent_fte": 21.0,
+    "subcontracted_fte": 1.0,
+    "technical_fte": 6.0,
+    "non_technical_fte": 16.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "permanent_fte": 21.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 11.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "permanent_fte": 21.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 11.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "permanent_fte": 18.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 9.0,
+    "non_technical_fte": 9.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "permanent_fte": 18.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 9.0,
+    "non_technical_fte": 9.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "permanent_fte": 72.0,
+    "subcontracted_fte": 4.0,
+    "technical_fte": 30.8,
+    "non_technical_fte": 39.8
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "permanent_fte": 80.2,
+    "subcontracted_fte": 5.6,
+    "technical_fte": 33.1,
+    "non_technical_fte": 47.1
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "permanent_fte": 83.5,
+    "subcontracted_fte": 5.0,
+    "technical_fte": 38.5,
+    "non_technical_fte": 50.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "permanent_fte": 82.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 36.0,
+    "non_technical_fte": 49.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "permanent_fte": 76.0,
+    "subcontracted_fte": 5.0,
+    "technical_fte": 43.0,
+    "non_technical_fte": 38.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "permanent_fte": 71.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 40.0,
+    "non_technical_fte": 31.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "permanent_fte": 3.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 2.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "permanent_fte": 3.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 2.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "permanent_fte": 3.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 2.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2016,
+    "permanent_fte": 115.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "permanent_fte": 144.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "permanent_fte": 150.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 69.0,
+    "non_technical_fte": 81.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "permanent_fte": 159.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 75.0,
+    "non_technical_fte": 84.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "permanent_fte": 176.0,
+    "subcontracted_fte": 51.0,
+    "technical_fte": 81.0,
+    "non_technical_fte": 95.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "permanent_fte": 191.0,
+    "subcontracted_fte": 88.0,
+    "technical_fte": 106.0,
+    "non_technical_fte": 85.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "permanent_fte": 221.0,
+    "subcontracted_fte": 88.0,
+    "technical_fte": 113.0,
+    "non_technical_fte": 108.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "permanent_fte": 163.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "permanent_fte": 168.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 130.9,
+    "non_technical_fte": 37.1
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "permanent_fte": 172.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 131.9,
+    "non_technical_fte": 40.1
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "permanent_fte": 180.7,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 140.8,
+    "non_technical_fte": 39.9
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "permanent_fte": 186.1,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 63.9,
+    "non_technical_fte": 34.2
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "permanent_fte": 192.7,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 71.6,
+    "non_technical_fte": 38.25
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "permanent_fte": 207.75,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 170.7,
+    "non_technical_fte": 37.05
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "permanent_fte": 229.2,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 179.7,
+    "non_technical_fte": 49.5
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "permanent_fte": 15.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "permanent_fte": 15.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 11.0,
+    "non_technical_fte": 4.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "permanent_fte": 16.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 12.0,
+    "non_technical_fte": 4.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "permanent_fte": 18.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 15.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "permanent_fte": 18.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 16.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "permanent_fte": 19.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 17.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "permanent_fte": 21.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 19.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "permanent_fte": 21.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 18.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2016,
+    "permanent_fte": 4.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "permanent_fte": 4.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 1.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "permanent_fte": 4.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 1.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "permanent_fte": 5.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 3.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "permanent_fte": 5.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 2.0,
+    "non_technical_fte": 1.5
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "permanent_fte": 6.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 2.0,
+    "non_technical_fte": 1.5
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "permanent_fte": 6.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 3.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "permanent_fte": 26.42,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 22.11,
+    "non_technical_fte": 4.59
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "permanent_fte": 26.3,
+    "subcontracted_fte": 0.8,
+    "technical_fte": 20.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "permanent_fte": 30.76,
+    "subcontracted_fte": 0.4,
+    "technical_fte": 20.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "permanent_fte": 35.07,
+    "subcontracted_fte": 0.4,
+    "technical_fte": 20.0,
+    "non_technical_fte": 15.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2016,
+    "permanent_fte": 55.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "permanent_fte": 55.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 15.0,
+    "non_technical_fte": 40.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "permanent_fte": 60.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 13.0,
+    "non_technical_fte": 47.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "permanent_fte": 61.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 22.0,
+    "non_technical_fte": 39.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "permanent_fte": 63.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 19.0,
+    "non_technical_fte": 16.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "permanent_fte": 63.3,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 40.5,
+    "non_technical_fte": 22.8
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "permanent_fte": 66.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 40.0,
+    "non_technical_fte": 26.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "permanent_fte": 60.4,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 44.4,
+    "non_technical_fte": 16.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "permanent_fte": 21.4,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "permanent_fte": 20.55,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 7.95,
+    "non_technical_fte": 12.6
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "permanent_fte": 23.25,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 9.25,
+    "non_technical_fte": 14.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "permanent_fte": 24.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 11.0,
+    "non_technical_fte": 13.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "permanent_fte": 24.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 4.0,
+    "non_technical_fte": 1.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "permanent_fte": 30.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 11.0,
+    "non_technical_fte": 19.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "permanent_fte": 25.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 12.0,
+    "non_technical_fte": 13.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "permanent_fte": 22.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 12.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "permanent_fte": 61.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "permanent_fte": 62.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 43.0,
+    "non_technical_fte": 19.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "permanent_fte": 66.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 41.0,
+    "non_technical_fte": 24.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "permanent_fte": 70.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 40.0,
+    "non_technical_fte": 30.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "permanent_fte": 81.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 51.0,
+    "non_technical_fte": 34.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "permanent_fte": 102.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 63.0,
+    "non_technical_fte": 39.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "permanent_fte": 108.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 65.0,
+    "non_technical_fte": 43.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "permanent_fte": 117.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 69.0,
+    "non_technical_fte": 48.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "permanent_fte": 58.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "permanent_fte": 63.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 37.0,
+    "non_technical_fte": 34.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "permanent_fte": 65.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 37.0,
+    "non_technical_fte": 36.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "permanent_fte": 65.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 37.0,
+    "non_technical_fte": 36.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "permanent_fte": 65.0,
+    "subcontracted_fte": 7.0,
+    "technical_fte": 52.0,
+    "non_technical_fte": 20.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "permanent_fte": 73.0,
+    "subcontracted_fte": 7.0,
+    "technical_fte": 59.0,
+    "non_technical_fte": 21.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "permanent_fte": 75.0,
+    "subcontracted_fte": 7.0,
+    "technical_fte": 60.0,
+    "non_technical_fte": 22.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "permanent_fte": 76.0,
+    "subcontracted_fte": 6.0,
+    "technical_fte": 60.0,
+    "non_technical_fte": 22.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "permanent_fte": 10.0,
+    "subcontracted_fte": 4.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "permanent_fte": 10.0,
+    "subcontracted_fte": 4.0,
+    "technical_fte": 9.0,
+    "non_technical_fte": 11.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "permanent_fte": 11.0,
+    "subcontracted_fte": 5.0,
+    "technical_fte": 6.0,
+    "non_technical_fte": 8.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "permanent_fte": 13.0,
+    "subcontracted_fte": 4.0,
+    "technical_fte": 7.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "permanent_fte": 13.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 11.0,
+    "non_technical_fte": 5.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "permanent_fte": 13.0,
+    "subcontracted_fte": 4.0,
+    "technical_fte": 11.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "permanent_fte": 14.0,
+    "subcontracted_fte": 4.0,
+    "technical_fte": 12.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "permanent_fte": 14.0,
+    "subcontracted_fte": 4.0,
+    "technical_fte": 12.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2016,
+    "permanent_fte": 40.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "permanent_fte": 90.0,
+    "subcontracted_fte": 50.0,
+    "technical_fte": 40.0,
+    "non_technical_fte": 8.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "permanent_fte": 10.0,
+    "subcontracted_fte": 60.0,
+    "technical_fte": 58.0,
+    "non_technical_fte": 12.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "permanent_fte": 9.0,
+    "subcontracted_fte": 90.0,
+    "technical_fte": 81.0,
+    "non_technical_fte": 18.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "permanent_fte": 9.0,
+    "subcontracted_fte": 90.0,
+    "technical_fte": 40.0,
+    "non_technical_fte": 15.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "permanent_fte": 9.0,
+    "subcontracted_fte": 90.0,
+    "technical_fte": 40.0,
+    "non_technical_fte": 15.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "permanent_fte": 9.0,
+    "subcontracted_fte": 97.0,
+    "technical_fte": 97.0,
+    "non_technical_fte": 9.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "permanent_fte": 10.0,
+    "subcontracted_fte": 90.0,
+    "technical_fte": 92.0,
+    "non_technical_fte": 8.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "permanent_fte": 65.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "permanent_fte": 66.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 41.0,
+    "non_technical_fte": 25.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "permanent_fte": 66.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 42.0,
+    "non_technical_fte": 24.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "permanent_fte": 67.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 43.0,
+    "non_technical_fte": 24.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "permanent_fte": 83.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 51.0,
+    "non_technical_fte": 32.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "permanent_fte": 86.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 53.0,
+    "non_technical_fte": 33.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "permanent_fte": 85.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 61.0,
+    "non_technical_fte": 26.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "permanent_fte": 101.0,
+    "subcontracted_fte": 1.0,
+    "technical_fte": 61.0,
+    "non_technical_fte": 41.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2016,
+    "permanent_fte": 12.0,
+    "subcontracted_fte": 2.35,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "permanent_fte": 14.0,
+    "subcontracted_fte": 2.35,
+    "technical_fte": 11.0,
+    "non_technical_fte": 5.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "permanent_fte": 14.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 14.0,
+    "non_technical_fte": 8.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "permanent_fte": 16.0,
+    "subcontracted_fte": 2.5,
+    "technical_fte": 2.0,
+    "non_technical_fte": 8.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "permanent_fte": 14.3,
+    "subcontracted_fte": 2.8,
+    "technical_fte": 8.3,
+    "non_technical_fte": 8.8
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "permanent_fte": 12.7,
+    "subcontracted_fte": 3.5,
+    "technical_fte": 8.1,
+    "non_technical_fte": 8.1
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "permanent_fte": 13.5,
+    "subcontracted_fte": 2.93,
+    "technical_fte": 8.3,
+    "non_technical_fte": 8.13
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "permanent_fte": 15.7,
+    "subcontracted_fte": 2.93,
+    "technical_fte": 9.7,
+    "non_technical_fte": 8.93
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "permanent_fte": 166.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "permanent_fte": 140.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "permanent_fte": 242.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "permanent_fte": 246.0,
+    "subcontracted_fte": 1.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "permanent_fte": 77.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "permanent_fte": 100.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "permanent_fte": 80.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "permanent_fte": 80.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "permanent_fte": 148.0,
+    "subcontracted_fte": 4.0,
+    "technical_fte": 117.0,
+    "non_technical_fte": 33.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "permanent_fte": 190.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 133.0,
+    "non_technical_fte": 60.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "permanent_fte": 178.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 133.0,
+    "non_technical_fte": 45.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "permanent_fte": 169.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 120.0,
+    "non_technical_fte": 49.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "permanent_fte": 149.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 97.0,
+    "non_technical_fte": 52.0
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "permanent_fte": 11.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 7.0,
+    "non_technical_fte": 5.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "permanent_fte": 3.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "permanent_fte": 3.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "permanent_fte": 4.0,
+    "subcontracted_fte": 5.0,
+    "technical_fte": 7.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "permanent_fte": 4.0,
+    "subcontracted_fte": 5.0,
+    "technical_fte": 7.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "permanent_fte": 50.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "permanent_fte": 50.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "permanent_fte": 50.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "permanent_fte": 50.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 40.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "permanent_fte": 40.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 20.0,
+    "non_technical_fte": 20.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "permanent_fte": 40.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 30.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "permanent_fte": 40.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 30.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "permanent_fte": 40.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 32.0,
+    "non_technical_fte": 8.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2016,
+    "permanent_fte": 7.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2017,
+    "permanent_fte": 7.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "permanent_fte": 5.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 3.0,
+    "non_technical_fte": 4.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "permanent_fte": 4.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 1.0,
+    "non_technical_fte": 5.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "permanent_fte": 4.0,
+    "subcontracted_fte": 1.0,
+    "technical_fte": 1.0,
+    "non_technical_fte": 4.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "permanent_fte": 6.0,
+    "subcontracted_fte": 1.0,
+    "technical_fte": 1.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "permanent_fte": 6.0,
+    "subcontracted_fte": 1.0,
+    "technical_fte": 1.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "permanent_fte": 5.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 2.0,
+    "non_technical_fte": 5.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "permanent_fte": 0.8,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "permanent_fte": 0.8,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "permanent_fte": 0.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 7.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "permanent_fte": 3.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 2.0,
+    "non_technical_fte": 1.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "permanent_fte": 3.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 2.0,
+    "non_technical_fte": 1.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "permanent_fte": 3.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 2.0,
+    "non_technical_fte": 1.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "permanent_fte": 2.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 1.5,
+    "non_technical_fte": 0.5
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "permanent_fte": 0.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 32.0,
+    "non_technical_fte": 50.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "permanent_fte": 29.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 16.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "permanent_fte": 29.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 16.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "permanent_fte": 29.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 4.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "permanent_fte": 29.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "permanent_fte": 29.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 4.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "permanent_fte": 19.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "permanent_fte": 18.0,
+    "subcontracted_fte": 7.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 4.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "permanent_fte": 18.0,
+    "subcontracted_fte": 10.0,
+    "technical_fte": 22.0,
+    "non_technical_fte": 8.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "permanent_fte": 18.0,
+    "subcontracted_fte": 12.0,
+    "technical_fte": 22.0,
+    "non_technical_fte": 8.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "permanent_fte": 18.0,
+    "subcontracted_fte": 12.0,
+    "technical_fte": 15.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "permanent_fte": 18.0,
+    "subcontracted_fte": 18.0,
+    "technical_fte": 15.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 38.0,
+    "technical_fte": 16.0,
+    "non_technical_fte": 4.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "permanent_fte": 12.0,
+    "subcontracted_fte": 6.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "permanent_fte": 19.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 9.0,
+    "non_technical_fte": 31.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "permanent_fte": 19.0,
+    "subcontracted_fte": 3.0,
+    "technical_fte": 9.0,
+    "non_technical_fte": 31.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "permanent_fte": 18.0,
+    "subcontracted_fte": 4.0,
+    "technical_fte": 14.0,
+    "non_technical_fte": 8.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "permanent_fte": 15.0,
+    "subcontracted_fte": 7.0,
+    "technical_fte": 9.0,
+    "non_technical_fte": 4.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "permanent_fte": 14.0,
+    "subcontracted_fte": 7.0,
+    "technical_fte": 9.0,
+    "non_technical_fte": 4.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "permanent_fte": 14.0,
+    "subcontracted_fte": 6.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 5.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "permanent_fte": 67.0,
+    "subcontracted_fte": 15.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "permanent_fte": 76.0,
+    "subcontracted_fte": 15.0,
+    "technical_fte": 46.0,
+    "non_technical_fte": 45.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "permanent_fte": 87.5,
+    "subcontracted_fte": 23.0,
+    "technical_fte": 56.0,
+    "non_technical_fte": 54.5
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "permanent_fte": 82.7,
+    "subcontracted_fte": 23.0,
+    "technical_fte": 62.0,
+    "non_technical_fte": 43.7
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "permanent_fte": 95.0,
+    "subcontracted_fte": 27.0,
+    "technical_fte": 91.0,
+    "non_technical_fte": 31.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "permanent_fte": 97.0,
+    "subcontracted_fte": 27.0,
+    "technical_fte": 93.0,
+    "non_technical_fte": 31.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "permanent_fte": 91.0,
+    "subcontracted_fte": 17.0,
+    "technical_fte": 81.0,
+    "non_technical_fte": 27.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2016,
+    "permanent_fte": 15.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "permanent_fte": 15.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "permanent_fte": 15.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 9.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "permanent_fte": 15.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 9.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 14.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 14.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "permanent_fte": 22.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 15.0,
+    "non_technical_fte": 7.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "permanent_fte": 19.8,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 14.5,
+    "non_technical_fte": 5.3
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 10.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2016,
+    "permanent_fte": 0.0,
+    "subcontracted_fte": 15.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "permanent_fte": 0.0,
+    "subcontracted_fte": 15.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "permanent_fte": 0.0,
+    "subcontracted_fte": 15.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "permanent_fte": 0.0,
+    "subcontracted_fte": 15.0,
+    "technical_fte": 7.0,
+    "non_technical_fte": 6.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "permanent_fte": 0.0,
+    "subcontracted_fte": 16.0,
+    "technical_fte": 6.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "permanent_fte": 0.0,
+    "subcontracted_fte": 17.0,
+    "technical_fte": 6.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "permanent_fte": 0.0,
+    "subcontracted_fte": 11.0,
+    "technical_fte": 9.0,
+    "non_technical_fte": 2.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "permanent_fte": 90.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "permanent_fte": 90.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "permanent_fte": 60.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 50.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "permanent_fte": 389.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 339.0,
+    "non_technical_fte": 50.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "permanent_fte": 345.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 50.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "permanent_fte": 6.0,
+    "subcontracted_fte": 40.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "permanent_fte": 10.0,
+    "subcontracted_fte": 40.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "permanent_fte": 20.0,
+    "subcontracted_fte": 40.0,
+    "technical_fte": 18.0,
+    "non_technical_fte": 9.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "permanent_fte": 35.0,
+    "subcontracted_fte": 25.0,
+    "technical_fte": 24.0,
+    "non_technical_fte": 9.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "permanent_fte": 35.0,
+    "subcontracted_fte": 25.0,
+    "technical_fte": 15.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "permanent_fte": 44.0,
+    "subcontracted_fte": 25.0,
+    "technical_fte": 35.0,
+    "non_technical_fte": 7.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "permanent_fte": 60.0,
+    "subcontracted_fte": 20.0,
+    "technical_fte": 50.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "permanent_fte": 108.0,
+    "subcontracted_fte": 25.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "permanent_fte": 118.0,
+    "subcontracted_fte": 30.0,
+    "technical_fte": 19.0,
+    "non_technical_fte": 99.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "permanent_fte": 121.0,
+    "subcontracted_fte": 28.0,
+    "technical_fte": 18.0,
+    "non_technical_fte": 103.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "permanent_fte": 125.0,
+    "subcontracted_fte": 26.0,
+    "technical_fte": 20.0,
+    "non_technical_fte": 105.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "permanent_fte": 128.0,
+    "subcontracted_fte": 26.0,
+    "technical_fte": 57.0,
+    "non_technical_fte": 71.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "permanent_fte": 376.0,
+    "subcontracted_fte": 100.0,
+    "technical_fte": 357.0,
+    "non_technical_fte": 119.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "permanent_fte": 423.0,
+    "subcontracted_fte": 130.0,
+    "technical_fte": 428.0,
+    "non_technical_fte": 125.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "permanent_fte": 92.65,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "permanent_fte": 91.95,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 58.0,
+    "non_technical_fte": 33.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "permanent_fte": 96.95,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 62.0,
+    "non_technical_fte": 35.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "permanent_fte": 95.4,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 63.9,
+    "non_technical_fte": 31.549999999999997
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "permanent_fte": 103.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 84.0,
+    "non_technical_fte": 19.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "permanent_fte": 110.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 84.0,
+    "non_technical_fte": 26.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "permanent_fte": 124.0,
+    "subcontracted_fte": 1.0,
+    "technical_fte": 94.0,
+    "non_technical_fte": 30.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2016,
+    "permanent_fte": 14.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "permanent_fte": 14.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 5.0,
+    "non_technical_fte": 9.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "permanent_fte": 14.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 5.0,
+    "non_technical_fte": 9.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "permanent_fte": 14.0,
+    "subcontracted_fte": 0.0,
+    "technical_fte": 4.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "permanent_fte": 17.0,
+    "subcontracted_fte": 2.0,
+    "technical_fte": 14.0,
+    "non_technical_fte": 5.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "permanent_fte": 16.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 21.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "permanent_fte": 15.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 20.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "permanent_fte": 16.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 21.0,
+    "non_technical_fte": 3.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "permanent_fte": 6.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 0.0,
+    "non_technical_fte": 0.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "permanent_fte": 3.0,
+    "subcontracted_fte": 12.0,
+    "technical_fte": 6.0,
+    "non_technical_fte": 4.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "permanent_fte": 3.0,
+    "subcontracted_fte": 16.0,
+    "technical_fte": 5.0,
+    "non_technical_fte": 5.5
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "permanent_fte": 3.0,
+    "subcontracted_fte": 13.0,
+    "technical_fte": 6.0,
+    "non_technical_fte": 10.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "permanent_fte": 3.0,
+    "subcontracted_fte": 7.0,
+    "technical_fte": 2.0,
+    "non_technical_fte": 4.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "permanent_fte": 4.0,
+    "subcontracted_fte": 8.0,
+    "technical_fte": 7.0,
+    "non_technical_fte": 5.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "permanent_fte": 5.0,
+    "subcontracted_fte": 6.0,
+    "technical_fte": 6.0,
+    "non_technical_fte": 5.0
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "permanent_fte": 5.0,
+    "subcontracted_fte": 6.0,
+    "technical_fte": 6.0,
+    "non_technical_fte": 5.0
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/OpsAutomation.json b/test/data/presentation_models_data/OpsAutomation.json
new file mode 100644
index 00000000..6044ce71
--- /dev/null
+++ b/test/data/presentation_models_data/OpsAutomation.json
@@ -0,0 +1,730 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Self-service portal so our members can set Wireless SSIDs and switch interface parameters in campus networks that we manage for them. This is an in-house developed tool that levrages ansible."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Self-service portal so our members can set Wireless SSIDs and switch interface parameters in campus networks that we manage for them. This is an in-house developed tool that levrages ansible."
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Self-service portal so our members can set Wireless SSIDs and switch interface parameters in campus networks that we manage for them. This is an in-house developed tool that leverages ansible."
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "ops_automation": "no",
+    "ops_automation_specifics": "N/A"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "ansible"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "ansible"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "ops_automation": "yes",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Automatic configuration management and deploy"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "SREv6"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "network monitoring configuration, DNS configuration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "network monitoring configuration, DNS configuration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "network monitoring configuration, DNS configuration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "ops_automation": "yes",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "---"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "---"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "network automation"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "ops_automation": "planned",
+    "ops_automation_specifics": "network automation"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Ansible - NETCONF"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Ansible - NETCONF"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Ansible - NETCONF"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Provisioning IP and Eline services for clients with Juniper CSD. Ansible for IP peering and all core/distribution/access router configuration management. "
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Provisioning IP and Eline services for clients with Juniper CSD. Ansible for IP peering and all core/distribution/access router configuration management. "
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Provisioning IP and Eline services for clients with Juniper CSD. Ansible for IP peering and all core/distribution/access router configuration management. "
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "configuring CPEs"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "configuring CPEs in schools"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "configuring CPEs in schools"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Electricity, temperature (enviromental data), physical NREN DC security"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Electricity, temperature (enviromental data), physical NREN DC security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "jun-telemetry, Ansible, bgpq3, Python scripts"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "jun-telemetry, Ansible, bgpq3, Python scripts"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "jun-telemetry, Ansible, bgpq3, Python scripts, inventory3"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "ops_automation": "planned",
+    "ops_automation_specifics": "Ansible, AWX"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Ansible, AWX"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Ansible, AWX"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Ansible for templating / configuration, ZTP for initial provisioning"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "Ansible for templating / configuration, ZTP for initial provisioning"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "ops_automation": "yes",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "all L2+L3 customer related network services and core network related services. SURF Orchestrator based on the Workflow Orchestrator ( https://workfloworchestrator.org/ )."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "all L2+L3 customer related network services and core network related services. SURF Orchestrator based on the Workflow Orchestrator ( https://workfloworchestrator.org/ )."
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "ops_automation": "yes",
+    "ops_automation_specifics": "all L2+L3 customer related network services and core network related services. SURF Orchestrator based on the Workflow Orchestrator ( https://workfloworchestrator.org/ )."
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "ops_automation": "planned",
+    "ops_automation_specifics": "Ansible, Gitlab"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "ops_automation": "planned",
+    "ops_automation_specifics": "Ansible, Gitlab"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "ops_automation": "planned",
+    "ops_automation_specifics": "Ansible, Gitlab"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "ops_automation": "planned",
+    "ops_automation_specifics": "in-house developed tools with limited capabilities"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "ops_automation": "planned",
+    "ops_automation_specifics": "in-house developed tools with limited capabilities"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "ops_automation": "planned",
+    "ops_automation_specifics": "in-house developed tools with limited capabilities"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "ops_automation": "planned",
+    "ops_automation_specifics": ""
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "ops_automation": "no",
+    "ops_automation_specifics": ""
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/ParentOrganization.json b/test/data/presentation_models_data/ParentOrganization.json
new file mode 100644
index 00000000..c19b8dab
--- /dev/null
+++ b/test/data/presentation_models_data/ParentOrganization.json
@@ -0,0 +1,290 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "name": "Vienna University"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "name": "Vienna University"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "name": "Vienna University"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "name": "Institute for Informatics and Automation Problems of the National Academy of Sciences of Armenia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "name": "Institute for Informatics and Automation Problems of the National Academy of Sciences of Armenia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "name": "Institute for Informatics and Automation Problems of the National Academy of Sciences of Armenia"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "name": "Institute of Information Technology of Azerbaijan National Academy of Sciences"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "name": "Institute of Information Technology"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "name": "United Institute of Informatics Problems of the National Academy of Sciences of Belarus"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "name": "United Institute of Informatics Problems of the National Academy of Sciences of Belarus"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "name": "United Institute of Informatics Problems of the National Academy of Sciences of Belarus"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "name": "Federal Science Policy Office - Belspo.be "
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "name": "Federal Science Policy Office - Belspo.be "
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "name": "Belgian Federal Science Policy Office - Belspo.be "
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "name": "e-INFRA CZ consortium (www.e-infra.cz)"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "name": "CESNET is self-standing body, part of e-INFRA CZ consortium (www.e-infra.cz)"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "name": "CSC - IT Center for Science Ltd."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "name": "CSC - IT Center for Science Ltd."
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "name": "CSC - IT Center for Science Ltd."
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "name": "DeiC"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "name": "DeiC"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "name": "DeiC"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "name": "Haridus- ja Teadusministeerium (Ministry of Education and Research of Estonia)"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "name": "Haridus- ja Teadusministeerium (Ministry of Education and Research of Estonia)"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "name": "Haridus- ja Teadusministeerium (Ministry of Education and Research of Estonia)"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "name": "FCT - Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "name": "FCT - Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "name": "Ministry of Economy"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "name": "The Ministry of Education and Science Republic of Latvia"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "name": "The Ministry of Education and Science Republic of Latvia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "name": "Joint venture of 5 universities: KTU, VU, KU, VDU, Vilnius Tech"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "name": "Joint venture of 5 universities: KTU, VU, KU, VDU, Vilnius Tech"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "name": "Joint venture of 5 universities: KTU, VU, KU, VDU, Vilnius Tech"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "name": "We are affiliated to Institute of Bioorganic Chemistry of Polish Academy of Science"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "name": "Institute of Bioorganic Chemistry of Polish Academy of Science"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "name": "We are affiliated to Institute of Bioorganic Chemistry of Polish Academy of Science"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "name": "Red.es"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "name": "Red.es"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "name": "Red.es"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "name": "Ministry of Education"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "name": "Ministry of Education"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "name": "Ministry of Education"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "name": "Swedish research council"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "name": "Swedish research council"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "name": "Swedish research council"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "name": "The Scientific and Technological Research Council of Turkey - TUBITAK"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "name": "The Scientific and Technological Research Council of Turkey - TUBITAK"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "name": "The Scientific and Technological Research Council of Turkey - TUBITAK"
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/PassiveMonitoring.json b/test/data/presentation_models_data/PassiveMonitoring.json
new file mode 100644
index 00000000..136d4105
--- /dev/null
+++ b/test/data/presentation_models_data/PassiveMonitoring.json
@@ -0,0 +1,737 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "monitoring": true,
+    "method": "taps"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "monitoring": true,
+    "method": "taps"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "monitoring": true,
+    "method": "taps"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "monitoring": true,
+    "method": "span_ports"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "monitoring": true,
+    "method": "span_ports"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "monitoring": true,
+    "method": "both"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "monitoring": true,
+    "method": "taps"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "monitoring": true,
+    "method": "taps"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "monitoring": true,
+    "method": "taps"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "monitoring": true,
+    "method": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "monitoring": true,
+    "method": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "monitoring": true,
+    "method": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "monitoring": true,
+    "method": "span_ports"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "monitoring": true,
+    "method": "span_ports"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "monitoring": true,
+    "method": "span_ports"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "monitoring": true,
+    "method": "span_ports"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "monitoring": false,
+    "method": "taps"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "monitoring": false,
+    "method": "taps"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "monitoring": true,
+    "method": "span_ports"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "monitoring": true,
+    "method": "span_ports"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "monitoring": true,
+    "method": "span_ports"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "monitoring": true,
+    "method": "taps"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "monitoring": false,
+    "method": "both"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "monitoring": false,
+    "method": "both"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "monitoring": false,
+    "method": "both"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "monitoring": true,
+    "method": "span_ports"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "monitoring": true,
+    "method": "span_ports"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "monitoring": true,
+    "method": "taps"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "monitoring": true,
+    "method": "taps"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "monitoring": true,
+    "method": "taps"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "monitoring": false,
+    "method": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "monitoring": false,
+    "method": null
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/PertTeam.json b/test/data/presentation_models_data/PertTeam.json
new file mode 100644
index 00000000..286bb101
--- /dev/null
+++ b/test/data/presentation_models_data/PertTeam.json
@@ -0,0 +1,2162 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2016,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2017,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2018,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2019,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2020,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2014,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2014,
+    "pert_team": "no"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2016,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2017,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2014,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2015,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2015,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2014,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2015,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2014,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2016,
+    "pert_team": "no"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "pert_team": "no"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "pert_team": "no"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "pert_team": "no"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "pert_team": "no"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "pert_team": "no"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "pert_team": "no"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "pert_team": "no"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2015,
+    "pert_team": "no"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "pert_team": "planned"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "pert_team": "yes"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "pert_team": "yes"
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/Policy.json b/test/data/presentation_models_data/Policy.json
new file mode 100644
index 00000000..614a9dfd
--- /dev/null
+++ b/test/data/presentation_models_data/Policy.json
@@ -0,0 +1,2745 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.aco.net/antrag.html?L=1",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.aco.net/antrag.html?L=1",
+    "privacy_notice": "https://dsba.univie.ac.at/datenschutzerklaerung",
+    "data_protection": "https://www.aco.net/team.html?L=1",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.aco.net/antrag.html?L=1",
+    "privacy_notice": "https://dsba.univie.ac.at/datenschutzerklaerung",
+    "data_protection": "https://www.aco.net/team.html?L=1",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.aco.net/antrag.html?L=1",
+    "privacy_notice": "https://dsba.univie.ac.at/datenschutzerklaerung",
+    "data_protection": "https://www.aco.net/team.html?L=1",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.aco.net/antrag.html?L=1",
+    "privacy_notice": "https://dsba.univie.ac.at/datenschutzerklaerung",
+    "data_protection": "https://www.aco.net/team.html?L=1",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.aco.net/antrag.html?L=1",
+    "privacy_notice": "https://dsba.univie.ac.at/datenschutzerklaerung",
+    "data_protection": "https://www.aco.net/team.html?L=1",
+    "gender_equality": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.amres.ac.rs/dokumenti/amres/akti/pravilnici/pravilnik_o_pravilima_pristupa_i_koriscenja_usluga_amres.pdf",
+    "acceptable_use": "https://www.amres.ac.rs/dokumenti/amres/akti/pravilnici/pravilnik_o_pravilima_pristupa_i_koriscenja_usluga_amres.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.amres.ac.rs/dokumenti/amres/akti/pravilnici/pravilnik_o_pravilima_pristupa_i_koriscenja_usluga_amres.pdf",
+    "acceptable_use": "https://www.amres.ac.rs/dokumenti/amres/akti/pravilnici/pravilnik_o_pravilima_pristupa_i_koriscenja_usluga_amres.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.amres.ac.rs/dokumenti/amres/akti/pravilnici/pravilnik_o_pravilima_pristupa_i_koriscenja_usluga_amres.pdf",
+    "acceptable_use": "https://www.amres.ac.rs/dokumenti/amres/akti/pravilnici/pravilnik_o_pravilima_pristupa_i_koriscenja_usluga_amres.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.amres.ac.rs/dokumenti/amres/akti/pravilnici/pravilnik_o_pravilima_pristupa_i_koriscenja_usluga_amres.pdf",
+    "acceptable_use": "https://www.amres.ac.rs/dokumenti/amres/akti/pravilnici/pravilnik_o_pravilima_pristupa_i_koriscenja_usluga_amres.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.amres.ac.rs/dokumenti/amres/akti/pravilnici/pravilnik_o_pravilima_pristupa_i_koriscenja_usluga_amres.pdf",
+    "acceptable_use": "https://www.amres.ac.rs/dokumenti/amres/akti/pravilnici/pravilnik_o_pravilima_pristupa_i_koriscenja_usluga_amres.pdf",
+    "privacy_notice": "",
+    "data_protection": "https://www.amres.ac.rs/en/institutions/csirt",
+    "gender_equality": ""
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.amres.ac.rs/dokumenti/amres/akti/pravilnici/pravilnik_o_pravilima_pristupa_i_koriscenja_usluga_amres.pdf",
+    "acceptable_use": "https://www.amres.ac.rs/dokumenti/amres/akti/pravilnici/pravilnik_o_pravilima_pristupa_i_koriscenja_usluga_amres.pdf",
+    "privacy_notice": "",
+    "data_protection": "https://www.amres.ac.rs/en/institutions/csirt",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "www.arnes.si/zasebnost",
+    "data_protection": "dpo@arnes.si",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "www.arnes.si/zasebnost",
+    "data_protection": "dpo@arnes.si",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "strategic_plan": "http://www.arnes.si/files/2021/07/Program-dela-in-razvoja-za-leto-2021_Arnes.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "www.arnes.si/zasebnost",
+    "data_protection": "dpo@arnes.si",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "strategic_plan": "https://arnes.splet.arnes.si/files/2022/12/Program-dela-in-razvoja-za-leto-2022-Arnes.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "www.arnes.si/zasebnost",
+    "data_protection": "dpo@arnes.si",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "strategic_plan": "https://arnes.splet.arnes.si/files/2022/12/Program-dela-in-razvoja-za-leto-2022-Arnes.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.arnes.si/fileadmin/dokumenti/pomoc-uporabnikom/kriteriji.pdf",
+    "acceptable_use": "https://www.arnes.si/storitve/odgovorna-in-varna-raba.html",
+    "privacy_notice": "https://www.arnes.si/zasebnost",
+    "data_protection": "https://www.arnes.si/podatkovni-center/",
+    "gender_equality": "https://www.arnes.si/files/2023/02/akcijski_nacrt_za_enakost_spolov_2022.pdf"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "https://www.geant.org/People/Community_Programme/Special_Interest_Groups/Documents/ASNET-Green-Policy.pdf",
+    "equal_opportunity": "",
+    "connectivity": "https://asnet.am/about.php?art=membership_fees&lang=en",
+    "acceptable_use": "https://asnet.am/about.php?art=acceptable_use_polic&lang=en",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "https://www.geant.org/People/Community_Programme/Special_Interest_Groups/Documents/ASNET-Green-Policy.pdf",
+    "equal_opportunity": "",
+    "connectivity": "https://asnet.am/about.php?art=membership_fees&lang=en",
+    "acceptable_use": "https://asnet.am/about.php?art=acceptable_use_polic&lang=en",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "https://www.geant.org/People/Community_Programme/Special_Interest_Groups/Documents/ASNET-Green-Policy.pdf",
+    "equal_opportunity": "",
+    "connectivity": "https://asnet.am/about.php?art=membership_fees&lang=en",
+    "acceptable_use": "https://asnet.am/about.php?art=acceptable_use_polic&lang=en",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "https://asnet.am/files/policy/ASNET-AM-Green-Policy.pdf",
+    "equal_opportunity": "",
+    "connectivity": "https://asnet.am/about.php?art=membership_fees&lang=en",
+    "acceptable_use": "https://asnet.am/about.php?art=acceptable_use_polic&lang=en",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "https://asnet.am/files/policy/ASNET-AM-Green-Policy.pdf",
+    "equal_opportunity": "",
+    "connectivity": "https://asnet.am/about.php?art=membership_fees&lang=en",
+    "acceptable_use": "https://asnet.am/about.php?art=acceptable_use_polic&lang=en",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "https://asnet.am/files/policy/ASNET-AM-Green-Policy.pdf",
+    "equal_opportunity": "",
+    "connectivity": "https://asnet.am/about.php?art=membership_fees&lang=en",
+    "acceptable_use": "https://asnet.am/about.php?art=acceptable_use_polic&lang=en",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://azsciencenet.az/en/content/24",
+    "acceptable_use": "http://azsciencenet.az/en/content/25/",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://azsciencenet.az/en/content/24",
+    "acceptable_use": "http://azsciencenet.az/en/content/25/",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://azsciencenet.az/en/content/24",
+    "acceptable_use": "http://azsciencenet.az/en/content/25/",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://azsciencenet.az/en/content/24",
+    "acceptable_use": "http://azsciencenet.az/en/content/25/",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://azsciencenet.az/en/content/25",
+    "privacy_notice": "https://azsciencenet.az/en/content/24",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "https://www.belnet.be/sites/default/files/20140516_-_environmental_policy.pdf",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.belnet.be/nl/content/voorschriften-voor-aanvaardbaar-gebruik-aup-van-de-belnet-internetdiensten",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "strategic_plan": "https://www.belnet.be/en/about/objectives",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://belnet.be/index.php/en/acceptable-use-policy-aup-belnet-internet-services",
+    "privacy_notice": "",
+    "data_protection": "https://www.belnet.be/en/general-information/processing-policy-personal-data",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "strategic_plan": "https://www.belnet.be/en/about/objectives",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://belnet.be/index.php/en/acceptable-use-policy-aup-belnet-internet-services",
+    "privacy_notice": "",
+    "data_protection": "https://www.belnet.be/en/general-information/processing-policy-personal-data",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "strategic_plan": "https://www.belnet.be/en/about/objectives",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://belnet.be/index.php/en/acceptable-use-policy-aup-belnet-internet-services",
+    "privacy_notice": "",
+    "data_protection": "https://www.belnet.be/en/general-information/processing-policy-personal-data",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "strategic_plan": "https://www.belnet.be/en/about/objectives",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://belnet.be/index.php/en/acceptable-use-policy-aup-belnet-internet-services",
+    "privacy_notice": "",
+    "data_protection": "https://www.belnet.be/en/general-information/processing-policy-personal-data",
+    "gender_equality": "https://www.belnet.be/sites/default/files/2022-06/Gender_Equality_Plan_ENG.pdf"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.belnet.be/en/services/connectivity-internet/internet-connectivity",
+    "acceptable_use": "https://www.belnet.be/en/acceptable-use-policy-aup-belnet-internet-services",
+    "privacy_notice": "https://www.belnet.be/en/general-information/processing-policy-personal-data-users-and-visitors",
+    "data_protection": "https://www.belnet.be/en/general-information/processing-policy-personal-data",
+    "gender_equality": "https://www.belnet.be/sites/default/files/2022-06/Gender_Equality_Plan_ENG.pdf"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "ftp://ftp.carnet.hr/pub/CARNet/docs/rules/CDA0018.pdf",
+    "acceptable_use": "http://www.carnet.hr/clanstvo_u_carnet_mrezi/prava_i_obveze_clanice",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "ftp://ftp.carnet.hr/pub/CARNet/docs/rules/CDA0018.pdf",
+    "acceptable_use": "http://www.carnet.hr/clanstvo_u_carnet_mrezi/prava_i_obveze_clanice",
+    "privacy_notice": "https://www.carnet.hr/en/privacy-policy/",
+    "data_protection": "https://www.carnet.hr/en/zastita-osobnih-podataka/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "ftp://ftp.carnet.hr/pub/CARNet/docs/rules/CDA0018.pdf",
+    "acceptable_use": "http://www.carnet.hr/clanstvo_u_carnet_mrezi/prava_i_obveze_clanice",
+    "privacy_notice": "https://www.carnet.hr/en/privacy-policy/",
+    "data_protection": "https://www.carnet.hr/en/zastita-osobnih-podataka/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "ftp://ftp.carnet.hr/pub/CARNet/docs/rules/CDA0018.pdf",
+    "acceptable_use": "http://www.carnet.hr/clanstvo_u_carnet_mrezi/prava_i_obveze_clanice",
+    "privacy_notice": "https://www.carnet.hr/en/privacy-policy/",
+    "data_protection": "https://www.carnet.hr/en/zastita-osobnih-podataka/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "ftp://ftp.carnet.hr/pub/CARNet/docs/rules/CDA0018.pdf",
+    "acceptable_use": "http://www.carnet.hr/clanstvo_u_carnet_mrezi/prava_i_obveze_clanice",
+    "privacy_notice": "https://www.carnet.hr/en/privacy-policy/",
+    "data_protection": "https://www.carnet.hr/en/zastita-osobnih-podataka/",
+    "gender_equality": "https://www.carnet.hr/wp-content/uploads/2022/09/Plan-ravnopravnosti-spolova-2022-2025.pdf"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "ftp://ftp.carnet.hr/pub/CARNet/docs/rules/CDA0018.pdf",
+    "acceptable_use": "http://www.carnet.hr/clanstvo_u_carnet_mrezi/prava_i_obveze_clanice",
+    "privacy_notice": "https://www.carnet.hr/en/privacy-policy/",
+    "data_protection": "https://www.carnet.hr/en/zastita-osobnih-podataka/",
+    "gender_equality": "https://www.carnet.hr/wp-content/uploads/2022/09/Plan-ravnopravnosti-spolova-2022-2025.pdf"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "strategic_plan": "https://www.cesnet.cz/cesnet/documents/futher-development-strategy/?lang=en",
+    "environmental": "https://www.cesnet.cz/cesnet/documents/green-policy/?lang=en",
+    "equal_opportunity": "",
+    "connectivity": "https://www.cesnet.cz/conditions/?lang=en",
+    "acceptable_use": "https://www.cesnet.cz/conditions/?lang=en",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "strategic_plan": "https://www.cesnet.cz/cesnet/documents/futher-development-strategy/?lang=en",
+    "environmental": "https://www.cesnet.cz/cesnet/documents/green-policy/?lang=en",
+    "equal_opportunity": "",
+    "connectivity": "https://www.cesnet.cz/conditions/?lang=en",
+    "acceptable_use": "https://www.cesnet.cz/conditions/?lang=en",
+    "privacy_notice": "https://www.cesnet.cz/cesnet/personal-data-protection/?lang=en",
+    "data_protection": "https://www.cesnet.cz/contacts/?lang=en",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "strategic_plan": "https://www.cesnet.cz/cesnet/documents/futher-development-strategy/?lang=en",
+    "environmental": "https://www.cesnet.cz/cesnet/documents/green-policy/?lang=en",
+    "equal_opportunity": "",
+    "connectivity": "https://www.cesnet.cz/conditions/?lang=en",
+    "acceptable_use": "https://www.cesnet.cz/conditions/?lang=en",
+    "privacy_notice": "https://www.cesnet.cz/cesnet/personal-data-protection/?lang=en",
+    "data_protection": "https://www.cesnet.cz/contacts/?lang=en",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "strategic_plan": "https://www.cesnet.cz/cesnet/documents/futher-development-strategy/?lang=en",
+    "environmental": "https://www.cesnet.cz/cesnet/documents/green-policy/?lang=en",
+    "equal_opportunity": "",
+    "connectivity": "https://www.cesnet.cz/conditions/?lang=en",
+    "acceptable_use": "https://www.cesnet.cz/conditions/?lang=en",
+    "privacy_notice": "https://www.cesnet.cz/personal-data-processing/?lang=en",
+    "data_protection": "https://www.cesnet.cz/contacts/?lang=en",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "strategic_plan": "https://www.cesnet.cz/cesnet/documents/futher-development-strategy/?lang=en",
+    "environmental": "https://www.cesnet.cz/cesnet/documents/green-policy/?lang=en",
+    "equal_opportunity": "https://www.cesnet.cz/wp-content/uploads/2022/03/Verejna_deklarace_Planu_rovnosti_v2-cistopis-3.pdf",
+    "connectivity": "https://www.cesnet.cz/conditions/?lang=en",
+    "acceptable_use": "https://www.cesnet.cz/conditions/?lang=en",
+    "privacy_notice": "https://www.cesnet.cz/personal-data-processing/?lang=en",
+    "data_protection": "https://www.cesnet.cz/contacts/?lang=en",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "strategic_plan": "https://www.cesnet.cz/cesnet/documents/futher-development-strategy/?lang=en",
+    "environmental": "https://www.cesnet.cz/cesnet/documents/green-policy/?lang=en",
+    "equal_opportunity": "https://www.cesnet.cz/wp-content/uploads/2022/03/Verejna_deklarace_Planu_rovnosti_v2-cistopis-3.pdf",
+    "connectivity": "https://www.cesnet.cz/conditions/?lang=en",
+    "acceptable_use": "https://www.cesnet.cz/conditions/?lang=en",
+    "privacy_notice": "https://www.cesnet.cz/personal-data-processing/?lang=en",
+    "data_protection": "https://www.cesnet.cz/contacts/?lang=en",
+    "gender_equality": "https://www.cesnet.cz/wp-content/uploads/2022/03/Verejna_deklarace_Planu_rovnosti_v2-cistopis-3.pdf"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "strategic_plan": "https://www.csc.fi/strategy",
+    "environmental": "https://www.csc.fi/web/annual-report/22",
+    "equal_opportunity": "",
+    "connectivity": "https://wiki.eduuni.fi/x/h4BpAQ",
+    "acceptable_use": "https://wiki.eduuni.fi/x/h4BpAQ",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "strategic_plan": "https://www.csc.fi/strategy",
+    "environmental": "https://www.csc.fi/web/annual-report/22",
+    "equal_opportunity": "",
+    "connectivity": "https://wiki.eduuni.fi/x/h4BpAQ",
+    "acceptable_use": "https://wiki.eduuni.fi/x/h4BpAQ",
+    "privacy_notice": "https://www.csc.fi/en/web/guest/privacy?inheritRedirect=true",
+    "data_protection": "https://www.csc.fi/en/web/guest/privacy?inheritRedirect=true",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "strategic_plan": "https://www.csc.fi/strategy",
+    "environmental": "https://www.csc.fi/en/corporate-social-responsibility-environmental-responsibility",
+    "equal_opportunity": "",
+    "connectivity": "https://wiki.eduuni.fi/x/h4BpAQ",
+    "acceptable_use": "https://wiki.eduuni.fi/x/h4BpAQ",
+    "privacy_notice": "https://www.csc.fi/en/web/guest/privacy",
+    "data_protection": "https://www.csc.fi/en/web/guest/privacy",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "strategic_plan": "https://www.csc.fi/en/strategy",
+    "environmental": "https://www.csc.fi/en/corporate-social-responsibility-environmental-responsibility",
+    "equal_opportunity": "https://www.csc.fi/en/yhteiskuntavastuu-vastuu-henkilostosta#coc",
+    "connectivity": "https://wiki.eduuni.fi/x/h4BpAQ",
+    "acceptable_use": "https://wiki.eduuni.fi/x/h4BpAQ",
+    "privacy_notice": "https://www.csc.fi/en/web/guest/privacy",
+    "data_protection": "https://www.csc.fi/en/web/guest/privacy",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "strategic_plan": "https://www.csc.fi/en/strategy",
+    "environmental": "https://www.csc.fi/en/corporate-social-responsibility-environmental-responsibility",
+    "equal_opportunity": "https://www.csc.fi/en/yhteiskuntavastuu-vastuu-henkilostosta#coc",
+    "connectivity": "https://wiki.eduuni.fi/x/h4BpAQ",
+    "acceptable_use": "https://wiki.eduuni.fi/x/h4BpAQ",
+    "privacy_notice": "https://www.csc.fi/en/web/guest/privacy",
+    "data_protection": "https://www.csc.fi/en/web/guest/privacy",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "strategic_plan": "https://www.csc.fi/en/strategy",
+    "environmental": "https://www.csc.fi/en/corporate-social-responsibility-environmental-responsibility",
+    "equal_opportunity": "https://www.csc.fi/en/yhteiskuntavastuu-vastuu-henkilostosta#coc",
+    "connectivity": "https://wiki.eduuni.fi/x/h4BpAQ",
+    "acceptable_use": "",
+    "privacy_notice": "https://www.csc.fi/en/web/guest/privacy",
+    "data_protection": "https://www.csc.fi/en/web/guest/privacy",
+    "gender_equality": "https://www.csc.fi/documents/10180/1015043/Non-discrimination+and+Equality+Plan+2022-2023+signed.pdf"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "http://www.cynet.ac.cy/english/CyNet_Policy_en.htm",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "http://www.cynet.ac.cy/english/CyNet_Network_AUP.htm",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "http://www.cynet.ac.cy/english/CyNet_Policy_en.htm",
+    "equal_opportunity": "",
+    "connectivity": "http://www.cynet.ac.cy/CyNet_files/CYNET_terms_5_9_17.pdf",
+    "acceptable_use": "http://www.cynet.ac.cy/english/CyNet_Network_AUP.htm",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "https://new.cynet.ac.cy/en/about/environmental-policy/",
+    "equal_opportunity": "",
+    "connectivity": "http://www.cynet.ac.cy/CyNet_files/CYNET_terms_5_9_17.pdf",
+    "acceptable_use": "http://www.cynet.ac.cy/english/CyNet_Network_AUP.htm",
+    "privacy_notice": "https://new.cynet.ac.cy/en/privacy-policy/",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "https://cynet.ac.cy/about/environmental-policy/",
+    "equal_opportunity": "",
+    "connectivity": "https://cynet.ac.cy/cynet-connectivity-terms/",
+    "acceptable_use": "https://cynet.ac.cy/authorized-user-policy/",
+    "privacy_notice": "https://cynet.ac.cy/privacy-policy/",
+    "data_protection": "liaison@cynet.ac.cy",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "https://cynet.ac.cy/about/environmental-policy/",
+    "equal_opportunity": "",
+    "connectivity": "https://cynet.ac.cy/cynet-connectivity-terms/",
+    "acceptable_use": "https://cynet.ac.cy/authorized-user-policy/",
+    "privacy_notice": "https://cynet.ac.cy/privacy-policy/",
+    "data_protection": "liaison@cynet.ac.cy",
+    "gender_equality": ""
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "https://cynet.ac.cy/about/environmental-policy/",
+    "equal_opportunity": "",
+    "connectivity": "https://cynet.ac.cy/cynet-connectivity-terms/",
+    "acceptable_use": "https://cynet.ac.cy/authorized-user-policy/",
+    "privacy_notice": "https://cynet.ac.cy/privacy-policy/",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "strategic_plan": "https://www.deic.dk/en/node/615",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.deic.dk/sites/default/files/uploads/PDF/Tilslutningsvilkaar_Forskningsnettet_2015.pdf",
+    "acceptable_use": "https://www.deic.dk/sites/default/files/uploads/PDF/AUP_Forskningsnettet_2015.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "strategic_plan": "https://ufm.dk/publikationer/2019/strategi-for-nationalt-samarbejde-om-digital-forskningsinfrastruktur",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.deic.dk/sites/default/files/uploads/image/Terms_Connection_DeiC_NREN_v2019-01.pdf",
+    "acceptable_use": "https://www.deic.dk/sites/default/files/uploads/image/AUP_DeiC_NREN_v2019-01.pdf",
+    "privacy_notice": "https://www.deic.dk/en/privacy-policy",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "strategic_plan": "https://ufm.dk/publikationer/2019/strategi-for-nationalt-samarbejde-om-digital-forskningsinfrastruktur",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.deic.dk/sites/default/files/documents/PDF/Terms_Connection_DeiC_NREN_v2019-01.pdf",
+    "acceptable_use": "https://www.deic.dk/sites/default/files/documents/PDF/AUP_DeiC_NREN_v2019-01.pdf",
+    "privacy_notice": "https://www.deic.dk/en/privacy-policy",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "strategic_plan": "https://ufm.dk/publikationer/2019/strategi-for-nationalt-samarbejde-om-digital-forskningsinfrastruktur",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.deic.dk/sites/default/files/documents/PDF/Terms_Connection_DeiC_NREN_v2019-01.pdf",
+    "acceptable_use": "https://www.deic.dk/sites/default/files/documents/PDF/AUP_DeiC_NREN_v2019-01.pdf",
+    "privacy_notice": "https://www.deic.dk/en/privacy-policy",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "strategic_plan": "https://ufm.dk/publikationer/2019/strategi-for-nationalt-samarbejde-om-digital-forskningsinfrastruktur",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.deic.dk/sites/default/files/documents/PDF/Terms_Connection_DeiC_NREN_v2019-01.pdf",
+    "acceptable_use": "https://www.deic.dk/sites/default/files/documents/PDF/AUP_DeiC_NREN_v2019-01.pdf",
+    "privacy_notice": "https://www.deic.dk/en/privacy-policy",
+    "data_protection": "https://www.deic.dk/en/privacy-policy",
+    "gender_equality": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "",
+    "data_protection": "https://www.dfn.de/verein/geschaeftsstelle/annette-ruelke/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "https://www.dfn.de/fileadmin/Leitlinien/DFN-Verein_Leitlinie_Datenschutz_und_Informationssicherheit_vom_17.04.2018.pdf",
+    "data_protection": "https://www.dfn.de/verein/geschaeftsstelle/annette-ruelke/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "https://www.dfn.de/fileadmin/Leitlinien/DFN-Verein_Leitlinie_Datenschutz_und_Informationssicherheit_vom_17.04.2018.pdf",
+    "data_protection": "https://www.dfn.de/verein/geschaeftsstelle/annette-ruelke/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "https://www.dfn.de/wp-content/uploads/2022/01/Leitlinie_Datenschutz_Informationssicherheit_vom_14.12.2021.pdf",
+    "data_protection": "https://www.dfn.de/datenschutzerklaerung/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.dfn.de/dienste/network-and-communication-services/dfninternet/benutzungsordnung-dfninternet/",
+    "privacy_notice": "https://www.dfn.de/wp-content/uploads/2022/01/Leitlinie_Datenschutz_Informationssicherheit_vom_14.12.2021.pdf",
+    "data_protection": "https://www.dfn.de/datenschutzerklaerung/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "strategic_plan": "https://media.voog.com/0000/0034/3577/files/HITSA%20%20strateegia%202018-2020.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.eenet.ee/EENet/usagepolicy.html",
+    "acceptable_use": "http://www.eenet.ee/EENet/usagepolicy.html",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "strategic_plan": "https://media.voog.com/0000/0034/3577/files/HITSA%402020_eng.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.eenet.ee/EENet/usagepolicy.html",
+    "acceptable_use": "http://www.eenet.ee/EENet/usagepolicy.html",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.eenet.ee/EENet/usagepolicy.html",
+    "acceptable_use": "http://www.eenet.ee/EENet/usagepolicy.html",
+    "privacy_notice": "https://harno.ee/en/node/750",
+    "data_protection": "https://harno.ee/en/node/750",
+    "gender_equality": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.eenet.ee/EENet/usagepolicy.html",
+    "acceptable_use": "http://www.eenet.ee/EENet/usagepolicy.html",
+    "privacy_notice": "https://www.hm.ee/en/ministry/processing-personal-data",
+    "data_protection": "https://www.hm.ee/et/gdpri-rakendamisest-htmi-haldusalas",
+    "gender_equality": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.eenet.ee/EENet/usagepolicy.html",
+    "acceptable_use": "http://www.eenet.ee/EENet/usagepolicy.html",
+    "privacy_notice": "https://www.hm.ee/en/ministry/processing-personal-data",
+    "data_protection": "https://www.hm.ee/et/gdpri-rakendamisest-htmi-haldusalas",
+    "gender_equality": ""
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "strategic_plan": "https://www.hm.ee/en/ministry/ministry/strategic-planning-2021-2035",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.eenet.ee/EENet/usagepolicy.html",
+    "acceptable_use": "http://www.eenet.ee/EENet/usagepolicy.html",
+    "privacy_notice": "https://www.hm.ee/en/ministry/processing-personal-data",
+    "data_protection": "https://www.hm.ee/et/gdpri-rakendamisest-htmi-haldusalas",
+    "gender_equality": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.fccn.pt/wp-content/uploads/2016/07/RCTS_AUP.pdf",
+    "acceptable_use": "https://www.fccn.pt/wp-content/uploads/2016/07/RCTS_AUP.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.fccn.pt/wp-content/uploads/2016/07/RCTS_AUP.pdf",
+    "acceptable_use": "https://www.fccn.pt/wp-content/uploads/2016/07/RCTS_AUP.pdf",
+    "privacy_notice": "",
+    "data_protection": "https://www.fct.pt/dpo/index.phtml.pt",
+    "gender_equality": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.fccn.pt/wp-content/uploads/2016/07/RCTS_AUP.pdf",
+    "acceptable_use": "https://www.fccn.pt/wp-content/uploads/2016/07/RCTS_AUP.pdf",
+    "privacy_notice": "https://www.fccn.pt/avisos-legais/",
+    "data_protection": "https://www.fct.pt/dpo/index.phtml.pt",
+    "gender_equality": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.fccn.pt/media/2021/06/AUP_RCTS_vfinal_jullho2021.pdf",
+    "acceptable_use": "https://www.fccn.pt/media/2021/06/AUP_RCTS_vfinal_jullho2021.pdf",
+    "privacy_notice": "https://www.fccn.pt/termos-e-condicoes/",
+    "data_protection": "https://www.fct.pt/dpo/index.phtml.pt",
+    "gender_equality": ""
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "https://eris.fccn.pt/wp-content/uploads/2022/11/DEL-12-CD-2022.pdf",
+    "connectivity": "https://www.fccn.pt/media/2021/06/AUP_RCTS_vfinal_jullho2021.pdf",
+    "acceptable_use": "https://www.fccn.pt/media/2021/06/AUP_RCTS_vfinal_jullho2021.pdf",
+    "privacy_notice": "https://www.fccn.pt/termos-e-condicoes/",
+    "data_protection": "https://www.fct.pt/dpo/index.phtml.pt",
+    "gender_equality": "https://eris.fccn.pt/wp-content/uploads/2022/11/DEL-12-CD-2022.pdf"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "https://former.fct.pt/docs/P-FCTIG_2022.pdf",
+    "connectivity": "https://www.fccn.pt/media/2021/06/AUP_RCTS_vfinal_jullho2021.pdf",
+    "acceptable_use": "https://www.fccn.pt/media/2021/06/AUP_RCTS_vfinal_jullho2021.pdf",
+    "privacy_notice": "https://www.fccn.pt/termos-e-condicoes/",
+    "data_protection": "https://www.fct.pt/dpo/index.phtml.pt",
+    "gender_equality": "https://former.fct.pt/docs/P-FCTIG_2022.pdf"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.garr.it/en/garr-en/statute",
+    "acceptable_use": "https://www.garr.it/en/acceptable-use-policies",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.garr.it/en/garr-en/statute",
+    "acceptable_use": "https://www.garr.it/en/acceptable-use-policies",
+    "privacy_notice": "https://www.garr.it/en/garr-en/useful-informations/privacy-informations",
+    "data_protection": "https://www.garr.it/it/contatti/responsabile-del-trattamento-dei-dati-personali",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.garr.it/en/garr-en/statute",
+    "acceptable_use": "https://www.garr.it/en/acceptable-use-policies",
+    "privacy_notice": "https://www.garr.it/en/garr-en/useful-informations/privacy-informations",
+    "data_protection": "https://www.garr.it/it/contatti/responsabile-del-trattamento-dei-dati-personali",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "strategic_plan": "https://www.garr.it/en/garr-en/documents/documenti-garr/5369-garr-strategy-2020",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.garr.it/it/regole-di-accesso-alla-rete",
+    "acceptable_use": "https://www.garr.it/en/acceptable-use-policies",
+    "privacy_notice": "https://www.garr.it/en/garr-en/useful-informations/privacy-informations",
+    "data_protection": "https://www.garr.it/it/contatti/responsabile-del-trattamento-dei-dati-personali",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "strategic_plan": "https://www.garr.it/en/garr-en/documents/documenti-garr/5369-garr-strategy-2020",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.garr.it/en/network-access-rules",
+    "acceptable_use": "https://www.garr.it/en/acceptable-use-policies",
+    "privacy_notice": "https://www.garr.it/en/garr-en/useful-informations/privacy-informations",
+    "data_protection": "https://www.garr.it/en/contacts/responsabile-della-protezione-dei-dati-personali",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "strategic_plan": "https://www.garr.it/en/garr-en/documents/documenti-garr/5369-garr-strategy-2020",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.garr.it/en/network-access-rules",
+    "acceptable_use": "https://www.garr.it/en/acceptable-use-policies",
+    "privacy_notice": "https://www.garr.it/en/garr-en/useful-informations/privacy-informations",
+    "data_protection": "https://www.garr.it/en/contacts/responsabile-della-protezione-dei-dati-personali",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "http://www.grena.ge/eng/rules",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.grena.ge/eng/rules",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.grena.ge/eng/rules",
+    "acceptable_use": "https://www.grena.ge/eng/rules",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.grena.ge/eng/rules",
+    "acceptable_use": "https://www.grena.ge/eng/rules",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.grena.ge/eng/rules",
+    "acceptable_use": "https://www.grena.ge/eng/rules",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.grena.ge/eng/rules",
+    "acceptable_use": "https://www.grena.ge/eng/rules",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": "https://s3.grena.ge/grena-website-prod/about-us/files/GRENA-Gender_Equality_Plan.pdf"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "https://grnet.gr/en/company/environmental-policy/",
+    "equal_opportunity": "",
+    "connectivity": "https://grnet.gr/en/acceptable-use-policy/",
+    "acceptable_use": "https://grnet.gr/en/acceptable-use-policy/",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "https://grnet.gr/en/company/environmental-policy/",
+    "equal_opportunity": "",
+    "connectivity": "https://grnet.gr/en/acceptable-use-policy/",
+    "acceptable_use": "https://grnet.gr/en/acceptable-use-policy/",
+    "privacy_notice": "https://grnet.gr/privacy-policy/",
+    "data_protection": "dpo@admin.grnet.gr",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "https://grnet.gr/en/company/environmental-policy/",
+    "equal_opportunity": "",
+    "connectivity": "https://grnet.gr/en/services/internet-services/interconnection/",
+    "acceptable_use": "https://grnet.gr/en/acceptable-use-policy/",
+    "privacy_notice": "https://grnet.gr/privacy-policy/",
+    "data_protection": "dpo@grnet.gr",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "https://grnet.gr/en/company/environmental-policy/",
+    "equal_opportunity": "",
+    "connectivity": "https://grnet.gr/en/services/internet-services/interconnection/",
+    "acceptable_use": "https://grnet.gr/en/acceptable-use-policy/",
+    "privacy_notice": "https://grnet.gr/en/privacy-statement/",
+    "data_protection": "dpo@grnet.gr",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "https://grnet.gr/en/company/environmental-policy/",
+    "equal_opportunity": "",
+    "connectivity": "https://grnet.gr/en/services/internet-services/interconnection/",
+    "acceptable_use": "https://grnet.gr/en/acceptable-use-policy/",
+    "privacy_notice": "https://grnet.gr/en/privacy-statement/",
+    "data_protection": "dpo@grnet.gr",
+    "gender_equality": ""
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "https://grnet.gr/en/company/environmental-policy/",
+    "equal_opportunity": "",
+    "connectivity": "https://grnet.gr/en/services/internet-services/interconnection/",
+    "acceptable_use": "https://grnet.gr/en/acceptable-use-policy/",
+    "privacy_notice": "https://grnet.gr/en/privacy-statement/",
+    "data_protection": "https://grnet.gr/en/privacy-statement/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "strategic_plan": "https://www.heanet.ie/wp-content/uploads/2014/09/HEAnet-Strategic-Plan-Progress-Report-2017-web-FINAL.pdf",
+    "environmental": "https://www.heanet.ie/about/policies/environmental-policy",
+    "equal_opportunity": "",
+    "connectivity": "https://www.heanet.ie/about/policies/acceptable-usage-policy",
+    "acceptable_use": "https://www.heanet.ie/about/policies/acceptable-usage-policy",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "strategic_plan": "https://www.heanet.ie/wp-content/uploads/2014/09/HEAnet-Strategic-Plan-Progress-Report-2017-web-FINAL.pdf",
+    "environmental": "https://www.heanet.ie/about/policies/environmental-policy",
+    "equal_opportunity": "",
+    "connectivity": "https://www.heanet.ie/about/policies/acceptable-usage-policy",
+    "acceptable_use": "https://www.heanet.ie/about/policies/acceptable-usage-policy",
+    "privacy_notice": "https://www.heanet.ie/about/policies/privacy-policy",
+    "data_protection": "dataprotection@heanet.ie",
+    "gender_equality": ""
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "strategic_plan": "https://www.heanet.ie/heanet-strategy",
+    "environmental": "https://www.heanet.ie/who-we-are/our-policies/environmental-policy",
+    "equal_opportunity": "",
+    "connectivity": "https://www.heanet.ie/who-we-are/our-policies/acceptable-usage-policy",
+    "acceptable_use": "https://www.heanet.ie/who-we-are/our-policies/acceptable-usage-policy",
+    "privacy_notice": "https://www.heanet.ie/who-we-are/our-policies/privacy-policy",
+    "data_protection": "dataprotection@heanet.ie",
+    "gender_equality": ""
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "strategic_plan": "https://www.heanet.ie/heanet-strategy",
+    "environmental": "https://www.heanet.ie/who-we-are/our-policies/environmental-policy",
+    "equal_opportunity": "",
+    "connectivity": "https://www.heanet.ie/who-we-are/our-policies/acceptable-usage-policy",
+    "acceptable_use": "https://www.heanet.ie/who-we-are/our-policies/acceptable-usage-policy",
+    "privacy_notice": "https://www.heanet.ie/who-we-are/our-policies/privacy-policy",
+    "data_protection": "dataprotection@heanet.ie",
+    "gender_equality": ""
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "strategic_plan": "https://www.heanet.ie/heanet-strategy",
+    "environmental": "https://www.heanet.ie/who-we-are/our-policies/environmental-policy",
+    "equal_opportunity": "",
+    "connectivity": "https://www.heanet.ie/who-we-are/our-policies/acceptable-usage-policy",
+    "acceptable_use": "https://www.heanet.ie/who-we-are/our-policies/acceptable-usage-policy",
+    "privacy_notice": "https://www.heanet.ie/who-we-are/our-policies/privacy-policy",
+    "data_protection": "dataprotection@heanet.ie",
+    "gender_equality": ""
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "strategic_plan": "https://www.heanet.ie/heanet-strategy",
+    "environmental": "https://www.heanet.ie/who-we-are/our-policies/environmental-policy",
+    "equal_opportunity": "",
+    "connectivity": "https://www.heanet.ie/who-we-are/our-policies/acceptable-usage-policy",
+    "acceptable_use": "https://www.heanet.ie/who-we-are/our-policies/acceptable-usage-policy",
+    "privacy_notice": "https://www.heanet.ie/who-we-are/our-policies/privacy-policy",
+    "data_protection": "https://www.heanet.ie/who-we-are/our-policies/privacy-policy",
+    "gender_equality": ""
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "",
+    "data_protection": "https://www.iucc.ac.il/en/privacypolicy/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "https://www.iucc.ac.il/en/privacypolicy/",
+    "data_protection": "https://www.iucc.ac.il/en/privacypolicy/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "https://www.iucc.ac.il/en/privacypolicy/",
+    "data_protection": "https://www.iucc.ac.il/en/privacypolicy/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.iucc.ac.il/en/infrastructuretechnologies/networking/network-terms-of-use/",
+    "privacy_notice": "https://www.iucc.ac.il/en/privacypolicy/",
+    "data_protection": "https://www.iucc.ac.il/en/privacypolicy/",
+    "gender_equality": "https://www.iucc.ac.il/en/gep-iucc-2022-08/"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.iucc.ac.il/en/infrastructuretechnologies/networking/network-terms-of-use/",
+    "privacy_notice": "https://www.iucc.ac.il/en/privacypolicy/",
+    "data_protection": "https://www.iucc.ac.il/en/privacypolicy/",
+    "gender_equality": "https://www.iucc.ac.il/en/gep-iucc-2022-08/"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "strategic_plan": "https://www.jisc.ac.uk/about/corporate/strategy",
+    "environmental": "https://www.jisc.ac.uk/about/corporate/corporate-social-responsibility",
+    "equal_opportunity": "",
+    "connectivity": "https://community.jisc.ac.uk/library/janet-policies/eligibility-policy",
+    "acceptable_use": "https://community.jisc.ac.uk/library/acceptable-use-policy",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "strategic_plan": "https://www.jisc.ac.uk/about/corporate/strategy",
+    "environmental": "https://www.jisc.ac.uk/about/corporate/corporate-social-responsibility",
+    "equal_opportunity": "",
+    "connectivity": "https://community.jisc.ac.uk/library/janet-policies/eligibility-policy",
+    "acceptable_use": "https://community.jisc.ac.uk/library/acceptable-use-policy",
+    "privacy_notice": "https://www.jisc.ac.uk/website/privacy-notice",
+    "data_protection": "dataprotection@jisc.ac.uk",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "strategic_plan": "https://www.jisc.ac.uk/about/corporate/strategy",
+    "environmental": "https://www.jisc.ac.uk/about/corporate/corporate-social-responsibility",
+    "equal_opportunity": "",
+    "connectivity": "https://repository.jisc.ac.uk/7562/1/janet-network-connection-policy-november-2019.pdf",
+    "acceptable_use": "https://community.jisc.ac.uk/library/acceptable-use-policy",
+    "privacy_notice": "https://www.jisc.ac.uk/website/privacy-notice",
+    "data_protection": "dataprotection@jisc.ac.uk",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "strategic_plan": "https://www.jisc.ac.uk/about/corporate/strategy",
+    "environmental": "https://www.jisc.ac.uk/about/corporate/corporate-social-responsibility",
+    "equal_opportunity": "https://www.jisc.ac.uk/about/corporate/corporate-social-responsibility",
+    "connectivity": "https://repository.jisc.ac.uk/7562/1/janet-network-connection-policy-november-2019.pdf",
+    "acceptable_use": "https://community.jisc.ac.uk/library/acceptable-use-policy",
+    "privacy_notice": "https://www.jisc.ac.uk/website/privacy-notice",
+    "data_protection": "dataprotection@jisc.ac.uk",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "strategic_plan": "https://www.jisc.ac.uk/about/corporate/strategy",
+    "environmental": "https://www.jisc.ac.uk/about/corporate/corporate-social-responsibility",
+    "equal_opportunity": "https://www.jisc.ac.uk/about/corporate/corporate-social-responsibility",
+    "connectivity": "https://repository.jisc.ac.uk/7562/1/janet-network-connection-policy-november-2019.pdf",
+    "acceptable_use": "https://community.jisc.ac.uk/library/acceptable-use-policy",
+    "privacy_notice": "https://www.jisc.ac.uk/website/privacy-notice",
+    "data_protection": "dataprotection@jisc.ac.uk",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "strategic_plan": "https://jisc.ac.uk/about-us/our-strategy",
+    "environmental": "https://jisc.ac.uk/about-us/sustainability",
+    "equal_opportunity": "https://jisc.ac.uk/about-us/equity-diversity-and-inclusion",
+    "connectivity": "https://community.jisc.ac.uk/library/network-and-technology-policies/janet-network-connection-policy",
+    "acceptable_use": "https://community.jisc.ac.uk/library/acceptable-use-policy",
+    "privacy_notice": "https://jisc.ac.uk/website/privacy-notice",
+    "data_protection": "https://jisc.ac.uk/website/privacy-notice",
+    "gender_equality": "https://jisc.ac.uk/about-us/equity-diversity-and-inclusion"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "https://niif.videotorium.hu/en/recordings/652/klimavedelem-es-a-kutatoi-halozatok",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "https://niif.videotorium.hu/en/recordings/652/klimavedelem-es-a-kutatoi-halozatok",
+    "equal_opportunity": "",
+    "connectivity": "https://kifu.gov.hu/document-library/document/csatlakozasi-szerzodes",
+    "acceptable_use": "https://kifu.gov.hu/document-library/document/felhaszn%C3%A1l%C3%B3i-szab%C3%A1lyzat",
+    "privacy_notice": "https://kifu.gov.hu/sites/default/files/2019_08_Adatvedelmi_es_adatbiztonsagi_szabalyzat.pdf",
+    "data_protection": "mailto:adatvedelem@kifu.gov.hu",
+    "gender_equality": ""
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "https://niif.videotorium.hu/en/recordings/652/klimavedelem-es-a-kutatoi-halozatok",
+    "equal_opportunity": "",
+    "connectivity": "https://kifu.gov.hu/document-library/document/csatlakozasi-szerzodes",
+    "acceptable_use": "https://kifu.gov.hu/document-library/document/felhaszn%C3%A1l%C3%B3i-szab%C3%A1lyzat",
+    "privacy_notice": "https://kifu.gov.hu/sites/default/files/2019_08_Adatvedelmi_es_adatbiztonsagi_szabalyzat.pdf",
+    "data_protection": "mailto:adatvedelem@kifu.gov.hu",
+    "gender_equality": ""
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "https://niif.videotorium.hu/en/recordings/652/klimavedelem-es-a-kutatoi-halozatok",
+    "equal_opportunity": "",
+    "connectivity": "https://kifu.gov.hu/document-library/document/csatlakozasi-szerzodes",
+    "acceptable_use": "https://kifu.gov.hu/document-library/document/felhaszn%C3%A1l%C3%B3i-szab%C3%A1lyzat",
+    "privacy_notice": "https://kifu.gov.hu/sites/default/files/2019_08_Adatvedelmi_es_adatbiztonsagi_szabalyzat.pdf",
+    "data_protection": "mailto:adatvedelem@kifu.gov.hu",
+    "gender_equality": ""
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "https://niif.videotorium.hu/en/recordings/652/klimavedelem-es-a-kutatoi-halozatok",
+    "equal_opportunity": "https://kifu.gov.hu/wp-content/uploads/2022/07/2022_50_KIFU_Eselyegyenlosegi_Terve.pdf",
+    "connectivity": "https://kifu.gov.hu/document-library/document/csatlakozasi-szerzodes",
+    "acceptable_use": "https://kifu.gov.hu/wp-content/uploads/2022/03/KIFU_NIIF_Program_Felhasznaloi_Szabalyzat_v1.pdf",
+    "privacy_notice": "https://kifu.gov.hu/wp-content/uploads/2022/03/2017_34_adatvedelmi_es_adatbiztonsagi_szabalyzat_0.pdf",
+    "data_protection": "mailto:adatvedelem@kifu.gov.hu",
+    "gender_equality": "https://kifu.gov.hu/wp-content/uploads/2022/07/2022_50_4_sz_melleklet_Nemek_kozotti_Eselyegyenlosegi_Terv.pdf"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "strategic_plan": "http://no.avail",
+    "environmental": "https://niif.videotorium.hu/en/recordings/652/klimavedelem-es-a-kutatoi-halozatok",
+    "equal_opportunity": "https://kifu.gov.hu/wp-content/uploads/2022/07/2022_50_KIFU_Eselyegyenlosegi_Terve.pdf",
+    "connectivity": "",
+    "acceptable_use": "https://kifu.gov.hu/wp-content/uploads/2022/03/KIFU_NIIF_Program_Felhasznaloi_Szabalyzat_v1.pdf",
+    "privacy_notice": "https://kifu.gov.hu/wp-content/uploads/2022/03/2017_34_adatvedelmi_es_adatbiztonsagi_szabalyzat_0.pdf",
+    "data_protection": "https://kifu.gov.hu/adatvedelem/",
+    "gender_equality": "https://kifu.gov.hu/wp-content/uploads/2022/07/2022_50_4_sz_melleklet_Nemek_kozotti_Eselyegyenlosegi_Terv.pdf"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://kren-ks.eu/conectivity-policy",
+    "acceptable_use": "https://kren-ks.eu/aup-policy",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "strategic_plan": "www.vpc.lv",
+    "environmental": "www.izm.gov.lv",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "strategic_plan": "https://vpc.lv/",
+    "environmental": "https://www.izm.gov.lv",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.litnet.lt/lt/paslaugos",
+    "acceptable_use": "https://www.litnet.lt/lt/paslaugos,",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://litnet.lt/lt/tnt",
+    "acceptable_use": "https://www.litnet.lt/lt/paslaugos,",
+    "privacy_notice": "https://litnet.lt/lt/slapuku-politika",
+    "data_protection": "https://en.ktu.edu/contacts/?searchQuery=data+protection&searchCaller=header",
+    "gender_equality": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://litnet.lt/lt/tnt",
+    "acceptable_use": "https://www.litnet.lt/lt/paslaugos;",
+    "privacy_notice": "https://litnet.lt/lt/slapuku-politika",
+    "data_protection": "https://en.ktu.edu/contacts/?searchQuery=vilcinskaite&searchCaller=header",
+    "gender_equality": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "",
+    "data_protection": "https://en.ktu.edu/contacts/?searchQuery=vilcinskaite&searchCaller=header",
+    "gender_equality": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://litnet.lt/apie-litnet-2/tinklo-naudojimo-taisykles/",
+    "acceptable_use": "",
+    "privacy_notice": "",
+    "data_protection": "https://en.ktu.edu/contacts/?searchQuery=vilcinskaite&searchCaller=header",
+    "gender_equality": ""
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://litnet.lt/apie-litnet-2/tinklo-naudojimo-taisykles/",
+    "acceptable_use": "",
+    "privacy_notice": "",
+    "data_protection": "https://en.ktu.edu/contacts/?searchQuery=vilcinskaite&searchCaller=header",
+    "gender_equality": ""
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "http://marnet.mk/en/environmental_sustainability_policy/",
+    "equal_opportunity": "",
+    "connectivity": "http://marnet.mk/doc/Pravilnik_za_telekomunikaciska_mreza.pdf",
+    "acceptable_use": "http://marnet.mk/doc/Pravilnik_za_telekomunikaciska_mreza.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "http://marnet.mk/en/environmental_sustainability_policy/",
+    "equal_opportunity": "",
+    "connectivity": "http://marnet.mk/doc/Pravilnik_za_telekomunikaciska_mreza.pdf",
+    "acceptable_use": "http://marnet.mk/doc/Pravilnik_za_telekomunikaciska_mreza.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "http://marnet.mk/en/environmental_sustainability_policy/",
+    "equal_opportunity": "",
+    "connectivity": "http://marnet.mk/doc/Pravilnik_za_telekomunikaciska_mreza.pdf",
+    "acceptable_use": "http://marnet.mk/doc/Pravilnik_za_telekomunikaciska_mreza.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "http://marnet.mk/en/environmental_sustainability_policy/",
+    "equal_opportunity": "",
+    "connectivity": "http://marnet.mk/doc/Pravilnik_za_telekomunikaciska_mreza.pdf",
+    "acceptable_use": "http://marnet.mk/doc/Pravilnik_za_telekomunikaciska_mreza.pdf",
+    "privacy_notice": "",
+    "data_protection": "https://marnet.mk/za-nas/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "http://marnet.mk/en/environmental_sustainability_policy/",
+    "equal_opportunity": "",
+    "connectivity": "http://marnet.mk/doc/Pravilnik_za_telekomunikaciska_mreza.pdf",
+    "acceptable_use": "http://marnet.mk/doc/Pravilnik_za_telekomunikaciska_mreza.pdf",
+    "privacy_notice": "",
+    "data_protection": "https://marnet.mk/za-nas/",
+    "gender_equality": "https://marnet.mk/doc/Declaration%20on%20gender%20equality.pdf"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "http://marnet.mk/en/environmental_sustainability_policy/",
+    "equal_opportunity": "",
+    "connectivity": "http://marnet.mk/doc/Pravilnik_za_telekomunikaciska_mreza.pdf",
+    "acceptable_use": "http://marnet.mk/doc/Pravilnik_za_telekomunikaciska_mreza.pdf",
+    "privacy_notice": "",
+    "data_protection": "https://marnet.mk/dokumenti/politika-za-privatnost/",
+    "gender_equality": "https://marnet.mk/dokumenti/rodova-ednakvost/"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.ucg.ac.me/skladiste/blog_1028/objava_10/fajlovi/Pravila%20o%20koriscenju%20Akademske%20mreze%20Univerziteta%20Crne%20Gore.pdf",
+    "acceptable_use": "http://www.ucg.ac.me/skladiste/blog_1028/objava_10/fajlovi/Pravila%20o%20koriscenju%20Akademske%20mreze%20Univerziteta%20Crne%20Gore.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.ucg.ac.me/skladiste/blog_1028/objava_10/fajlovi/Pravila%20o%20koriscenju%20Akademske%20mreze%20Univerziteta%20Crne%20Gore.pdf",
+    "acceptable_use": "http://www.ucg.ac.me/skladiste/blog_1028/objava_10/fajlovi/Pravila%20o%20koriscenju%20Akademske%20mreze%20Univerziteta%20Crne%20Gore.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "http://mren.ac.me/documents/Environmental%20policy%20for%20MREN.pdf",
+    "equal_opportunity": "",
+    "connectivity": "http://www.ucg.ac.me/skladiste/blog_1028/objava_10/fajlovi/Pravila%20o%20koriscenju%20Akademske%20mreze%20Univerziteta%20Crne%20Gore.pdf",
+    "acceptable_use": "http://www.ucg.ac.me/skladiste/blog_1028/objava_10/fajlovi/Pravila%20o%20koriscenju%20Akademske%20mreze%20Univerziteta%20Crne%20Gore.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "http://mren.ac.me/documents/Environmental%20policy%20for%20MREN.pdf",
+    "equal_opportunity": "",
+    "connectivity": "http://www.ucg.ac.me/skladiste/blog_1028/objava_10/fajlovi/Pravila%20o%20koriscenju%20Akademske%20mreze%20Univerziteta%20Crne%20Gore.pdf",
+    "acceptable_use": "http://www.ucg.ac.me/skladiste/blog_1028/objava_10/fajlovi/Pravila%20o%20koriscenju%20Akademske%20mreze%20Univerziteta%20Crne%20Gore.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "http://mren.ac.me/documents/Environmental%20policy%20for%20MREN.pdf",
+    "equal_opportunity": "",
+    "connectivity": "http://www.ucg.ac.me/skladiste/blog_1028/objava_10/fajlovi/Pravila%20o%20koriscenju%20Akademske%20mreze%20Univerziteta%20Crne%20Gore.pdf",
+    "acceptable_use": "http://www.ucg.ac.me/skladiste/blog_1028/objava_10/fajlovi/Pravila%20o%20koriscenju%20Akademske%20mreze%20Univerziteta%20Crne%20Gore.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": "https://www.ucg.ac.me/objava/blog/616808/objava/148423-plan-rodne-ravnopravnosti-univerziteta-crne-gore"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "http://mren.ac.me/documents/Environmental%20policy%20for%20MREN.pdf",
+    "equal_opportunity": "",
+    "connectivity": "http://www.ucg.ac.me/skladiste/blog_1028/objava_10/fajlovi/Pravila%20o%20koriscenju%20Akademske%20mreze%20Univerziteta%20Crne%20Gore.pdf",
+    "acceptable_use": "http://www.ucg.ac.me/skladiste/blog_1028/objava_10/fajlovi/Pravila%20o%20koriscenju%20Akademske%20mreze%20Univerziteta%20Crne%20Gore.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": "https://www.ucg.ac.me/objava/blog/616808/objava/148423-plan-rodne-ravnopravnosti-univerziteta-crne-gore"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "http://www.man.poznan.pl/files/RKP-05-0007-v4.1.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "http://www.man.poznan.pl/files/RKP-05-0007-v4.1.pdf",
+    "privacy_notice": "",
+    "data_protection": "https://www.ibch.poznan.pl/pl/main-pl/kontakt/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "http://www.man.poznan.pl/files/RKP-05-0007-v4.1.pdf",
+    "privacy_notice": "https://www.psnc.pl/information-about-cookies-personal-data-processing-and-privacy-policy/",
+    "data_protection": "https://portal.ichb.pl/inspektor-ochrony-danych-2",
+    "gender_equality": ""
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "http://www.pionier.net.pl",
+    "privacy_notice": "https://www.psnc.pl/information-about-cookies-personal-data-processing-and-privacy-policy/",
+    "data_protection": "https://portal.ibch.poznan.pl/ibch-pas-contacts/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "https://www.psnc.pl/information-about-cookies-personal-data-processing-and-privacy-policy/",
+    "data_protection": "https://portal.ibch.poznan.pl/ibch-pas-contacts/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "https://www.psnc.pl/privacy-policy/",
+    "data_protection": "https://portal.ibch.poznan.pl/ibch-pas-contacts/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "strategic_plan": "https://rash.al/en/about-us/legislation/",
+    "environmental": "https://rash.al/en/about-us/legislation/",
+    "equal_opportunity": "",
+    "connectivity": "https://rash.al/en/about-us/legislation/",
+    "acceptable_use": "https://rash.al/en/about-us/legislation/",
+    "privacy_notice": "https://rash.al/en/about-us/legislation/",
+    "data_protection": "https://rash.al/en/about-us/legislation/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "strategic_plan": "https://rash.al/en/about-us/legislation/",
+    "environmental": "https://rash.al/en/about-us/legislation/",
+    "equal_opportunity": "",
+    "connectivity": "https://rash.al/en/about-us/legislation/",
+    "acceptable_use": "https://rash.al/en/about-us/legislation/",
+    "privacy_notice": "https://rash.al/en/about-us/legislation/",
+    "data_protection": "https://rash.al/en/about-us/legislation/",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "strategic_plan": "https://rash.al/en/about-us/legislation/",
+    "environmental": "https://rash.al/en/about-us/legislation/",
+    "equal_opportunity": "https://rash.al/en/about-us/policies/",
+    "connectivity": "https://rash.al/en/about-us/legislation/",
+    "acceptable_use": "https://rash.al/en/about-us/legislation/",
+    "privacy_notice": "https://rash.al/en/about-us/legislation/",
+    "data_protection": "https://rash.al/en/about-us/policies/",
+    "gender_equality": "https://rash.al/en/about-us/policies/"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.rediris.es/conectividad/conexion.html.es",
+    "acceptable_use": "http://www.rediris.es/rediris/instituciones/politica_de_uso.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.rediris.es/conectividad/conexion.html.es",
+    "acceptable_use": "http://www.rediris.es/rediris/instituciones/politica_de_uso.pdf",
+    "privacy_notice": "https://www.red.es/redes/es/quienes-somos/protecci%C3%B3n-de-datos-de-car%C3%A1cter-personal",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.rediris.es/conectividad/conexion.html.es",
+    "acceptable_use": "http://www.rediris.es/rediris/instituciones/politica_de_uso.pdf",
+    "privacy_notice": "https://www.red.es/redes/es/quienes-somos/protecci%C3%B3n-de-datos-de-car%C3%A1cter-personal",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.rediris.es/conectividad/conexion.html.es",
+    "acceptable_use": "http://www.rediris.es/rediris/instituciones/politica_de_uso.pdf",
+    "privacy_notice": "https://www.red.es/redes/es/quienes-somos/protecci%C3%B3n-de-datos-de-car%C3%A1cter-personal",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "strategic_plan": "https://www.rediris.es/rediris/mm/rediris-plan_estrategico.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.rediris.es/conectividad/conexion.html.es",
+    "acceptable_use": "http://www.rediris.es/rediris/instituciones/politica_de_uso.pdf",
+    "privacy_notice": "https://www.red.es/redes/es/quienes-somos/protecci%C3%B3n-de-datos-de-car%C3%A1cter-personal",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "strategic_plan": "https://www.rediris.es/rediris/mm/rediris-plan_estrategico.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://www.rediris.es/conectividad/conexion.html.es",
+    "acceptable_use": "http://www.rediris.es/rediris/instituciones/politica_de_uso.pdf",
+    "privacy_notice": "",
+    "data_protection": "http://ondemand2.redes.ondemand.flumotion.com/redes/ondemand2/EX-19634/POL-02-%20Politica%20de%20Privacidad%20Red_es.pdf",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "strategic_plan": "http://renam.md/wp-content/uploads/2017/02/PlanActMemorand16-GV_f.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://renam.md/about/renam-documents/accessible-use-policy-for-renam-data-communication-infrastructure/",
+    "acceptable_use": "http://renam.md/about/renam-documents/accessible-use-policy-for-renam-data-communication-infrastructure/",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "strategic_plan": "http://renam.md/wp-content/uploads/2017/02/PlanActMemorand16-GV_f.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://renam.md/about/renam-documents/accessible-use-policy-for-renam-data-communication-infrastructure/",
+    "acceptable_use": "http://renam.md/about/renam-documents/accessible-use-policy-for-renam-data-communication-infrastructure/",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "strategic_plan": "http://renam.md/wp-content/uploads/2017/02/PlanActMemorand16-GV_f.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://renam.md/about/renam-documents/accessible-use-policy-for-renam-data-communication-infrastructure/",
+    "acceptable_use": "http://renam.md/about/renam-documents/accessible-use-policy-for-renam-data-communication-infrastructure/",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "strategic_plan": "http://renam.md/wp-content/uploads/2017/02/PlanActMemorand16-GV_f.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://renam.md/about/renam-documents/accessible-use-policy-for-renam-data-communication-infrastructure/",
+    "acceptable_use": "http://renam.md/about/renam-documents/accessible-use-policy-for-renam-data-communication-infrastructure/",
+    "privacy_notice": "",
+    "data_protection": "https://renam.md/wp-content/uploads/2021/12/NI4OS-Europe-GDPR-DPO-CISO-Data-Protection-Policy-RENAM-EU-projects.pdf",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "strategic_plan": "http://renam.md/wp-content/uploads/2017/02/PlanActMemorand16-GV_f.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://renam.md/about/renam-documents/accessible-use-policy-for-renam-data-communication-infrastructure/",
+    "acceptable_use": "http://renam.md/about/renam-documents/accessible-use-policy-for-renam-data-communication-infrastructure/",
+    "privacy_notice": "",
+    "data_protection": "https://renam.md/wp-content/uploads/2021/12/NI4OS-Europe-GDPR-DPO-CISO-Data-Protection-Policy-RENAM-EU-projects.pdf",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "strategic_plan": "http://renam.md/wp-content/uploads/2017/02/PlanActMemorand16-GV_f.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://renam.md/about/renam-documents/accessible-use-policy-for-renam-data-communication-infrastructure/",
+    "acceptable_use": "http://renam.md/about/renam-documents/accessible-use-policy-for-renam-data-communication-infrastructure/",
+    "privacy_notice": "",
+    "data_protection": "https://renam.md/wp-content/uploads/2021/12/NI4OS-Europe-GDPR-DPO-CISO-Data-Protection-Policy-RENAM-EU-projects.pdf",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "strategic_plan": "https://www.renater.fr/IMG/pdf/plan-strategique-renater-7_2_.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.renater.fr/IMG/pdf/charte_en.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "strategic_plan": "https://www.renater.fr/IMG/pdf/plan-strategique-renater-7_2_.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.renater.fr/IMG/pdf/charte_en.pdf",
+    "acceptable_use": "https://www.renater.fr/IMG/pdf/charte_en.pdf",
+    "privacy_notice": "https://www.renater.fr/politique-de-protection-des-donnees-RGPD",
+    "data_protection": "dpo@renater.fr",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "strategic_plan": "https://www.renater.fr/IMG/pdf/plan-strategique-renater-7_2_.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.renater.fr/IMG/pdf/charte_en.pdf",
+    "acceptable_use": "https://www.renater.fr/IMG/pdf/charte_en.pdf",
+    "privacy_notice": "https://www.renater.fr/politique-de-protection-des-donnees-RGPD",
+    "data_protection": "dpo@renater.fr",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "strategic_plan": "https://www.renater.fr/IMG/pdf/plan-strategique-renater-7_2_.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.renater.fr/IMG/pdf/charte_en.pdf",
+    "acceptable_use": "https://www.renater.fr/IMG/pdf/charte_en.pdf",
+    "privacy_notice": "https://www.renater.fr/politique-de-protection-des-donnees-RGPD",
+    "data_protection": "dpo@renater.fr",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "strategic_plan": "https://www.renater.fr/en/about/the-gip-renater/our-strategy/",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.renater.fr/en/about/become-user/subscription-terms-and-conditions/",
+    "acceptable_use": "https://www.renater.fr/en/about/become-user/subscription-terms-and-conditions/",
+    "privacy_notice": "https://www.renater.fr/donnees-personnelles-et-cookies/",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.restena.lu/restena/en/EN-IndConditions.html",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.restena.lu/restena/en/EN-IndConditions.html",
+    "privacy_notice": "https://www.restena.lu/restena/en/EN-DataProtection.html",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.restena.lu/en/general-conditions",
+    "privacy_notice": "https://www.restena.lu/en/legal-aspects",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.restena.lu/en/general-conditions",
+    "privacy_notice": "https://www.restena.lu/en/legal-aspects",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.restena.lu/en/general-conditions",
+    "privacy_notice": "https://www.restena.lu/en/legal-aspects",
+    "data_protection": "",
+    "gender_equality": "https://www.restena.lu/files/inline-images/DOC_PlanEgaliteGenres_2022_v1.0_PUB_0.pdf"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.restena.lu/en/general-conditions",
+    "privacy_notice": "https://www.restena.lu/en/legal-aspects",
+    "data_protection": "",
+    "gender_equality": "https://www.restena.lu/files/inline-images/DOC_PlanEgaliteGenres_2022_v1.0_PUB_0.pdf"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.roedu.net/Pages/PageView?code=Regulament",
+    "acceptable_use": "https://www.roedu.net/Pages/PageView?code=Regulament",
+    "privacy_notice": "",
+    "data_protection": "office@roedu.net",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.roedu.net/Pages/PageView?code=Regulament",
+    "acceptable_use": "https://www.roedu.net/Pages/PageView?code=Regulament",
+    "privacy_notice": "",
+    "data_protection": "office@roedu.net",
+    "gender_equality": ""
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "https://www.roedu.net/Pages/PageView?code=GenderEqualityPlan",
+    "connectivity": "https://www.roedu.net/Pages/PageView?code=Regulament",
+    "acceptable_use": "https://www.roedu.net/Pages/PageView?code=Regulament",
+    "privacy_notice": "",
+    "data_protection": "office@roedu.net",
+    "gender_equality": "https://www.roedu.net/Pages/PageView?code=GenderEqualityPlan"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "https://www.roedu.net/Pages/PageView?code=GenderEqualityPlan",
+    "connectivity": "https://www.roedu.net/Pages/PageView?code=Regulament",
+    "acceptable_use": "https://www.roedu.net/Pages/PageView?code=Regulament",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": "https://www.roedu.net/Pages/PageView?code=GenderEqualityPlan"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "www.sanet.sk",
+    "acceptable_use": "www.sanet.sk",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "www.sanet.sk",
+    "acceptable_use": "www.sanet.sk",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "www.sanet.sk",
+    "acceptable_use": "www.sanet.sk",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "www.sanet.sk",
+    "acceptable_use": "www.sanet.sk",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "www.sanet.sk",
+    "acceptable_use": "https://www.sanet.sk/wp-content/uploads/SANET_Acceptable_Use_Policy.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.sanet.sk",
+    "acceptable_use": "https://www.sanet.sk/wp-content/uploads/SANET_Acceptable_Use_Policy.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.uninett.no/en/acceptable-use",
+    "acceptable_use": "https://www.uninett.no/en/ethical-guidelines",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "strategic_plan": "https://www.uninett.no/uninetts-strategi",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "https://www.uninett.no/hvem-kan-bli-kunde-hos-uninett",
+    "acceptable_use": "https://www.uninett.no/en/node/1913",
+    "privacy_notice": "https://www.uninett.no/personvernpolicy-uninett",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "https://lovdata.no/dokument/SPH/sph-2022/KAPITTEL_1-6#KAPITTEL_1-6",
+    "connectivity": "https://sikt.no/hvem-kan-bli-kunde-av-sikt",
+    "acceptable_use": "https://www.uninett.no/akseptabel-bruk-av-nettet",
+    "privacy_notice": "https://sikt.no/personvernerklaering",
+    "data_protection": "https://sikt.no/personvernerklaering",
+    "gender_equality": "https://lovdata.no/dokument/SPH/sph-2022/KAPITTEL_1-6#KAPITTEL_1-6"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "strategic_plan": "https://sikt.no/om-sikt/samfunnsoppdrag-og-mal",
+    "environmental": "",
+    "equal_opportunity": "https://lovdata.no/dokument/SPH/sph-2024/KAPITTEL_1-6#",
+    "connectivity": "https://sikt.no/hvem-kan-bli-kunde",
+    "acceptable_use": "https://www.uninett.no/akseptabel-bruk-av-nettet",
+    "privacy_notice": "https://sikt.no/personvernerklaering",
+    "data_protection": "https://sikt.no/personvernerklaering",
+    "gender_equality": "https://lovdata.no/dokument/SPH/sph-2024/KAPITTEL_1-6#"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "strategic_plan": "https://www.surf.nl/en/about-surf/mission-and-vision/surfs-strategic-plan/index.html",
+    "environmental": "https://www.surf.nl/en/themes/green-ict-and-sustainability",
+    "equal_opportunity": "",
+    "connectivity": "https://www.surf.nl/over-surf/werkmaatschappijen/surfnet/over-surfnet/aansluiten-op-surfnet/index.html",
+    "acceptable_use": "",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "strategic_plan": "https://www.surf.nl/en/the-surf-cooperative/surf-strategic-plan-2019-2022",
+    "environmental": "https://www.surf.nl/en/themes/green-ict-and-sustainability",
+    "equal_opportunity": "",
+    "connectivity": "https://www.surf.nl/en/services-and-support/purchasing-services-from-surfnet",
+    "acceptable_use": "",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "strategic_plan": "https://www.surf.nl/en/2JP",
+    "environmental": "https://www.surf.nl/en/themes/green-ict-and-sustainability",
+    "equal_opportunity": "",
+    "connectivity": "https://www.surf.nl/en/services-and-support/purchasing-services-from-surfnet",
+    "acceptable_use": "",
+    "privacy_notice": "https://www.surf.nl/en/privacy-statement-surf",
+    "data_protection": "communicatie@surf.nl",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "strategic_plan": "https://www.surf.nl/en/2JP",
+    "environmental": "https://www.surf.nl/en/themes/green-ict-and-sustainability",
+    "equal_opportunity": "",
+    "connectivity": "https://www.surf.nl/en/connecting-third-parties-to-the-surf-network?dst=n1350",
+    "acceptable_use": "",
+    "privacy_notice": "https://www.surf.nl/en/privacy-statement-surf",
+    "data_protection": "communicatie@surf.nl",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "strategic_plan": "https://www.surf.nl/en/our-focus-for-2022-2027",
+    "environmental": "https://www.surf.nl/en/themes/green-ict-and-sustainability",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "https://www.surf.nl/en/privacy-statement-surf",
+    "data_protection": "communicatie@surf.nl",
+    "gender_equality": "https://www.surf.nl/files/2022-04/2018-juli-def-regeling-ongewenste-omgangsvormeneng-gb_0.pdf"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "strategic_plan": "https://www.surf.nl/en/our-focus-for-2022-2027",
+    "environmental": "https://www.surf.nl/en/themes/green-ict-and-sustainability",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "https://www.surf.nl/en/privacy-statement-surf",
+    "data_protection": "",
+    "gender_equality": "https://www.surf.nl/files/2022-04/2018-juli-def-regeling-ongewenste-omgangsvormeneng-gb_0.pdf"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.switch.ch/about/disclaimer/service-regulations/",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.switch.ch/about/disclaimer/service-regulations/",
+    "privacy_notice": "https://www.switch.ch/about/disclaimer/",
+    "data_protection": "mailto:legalteam@switch.ch",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.switch.ch/about/disclaimer/service-regulations/",
+    "privacy_notice": "https://www.switch.ch/about/disclaimer/",
+    "data_protection": "mailto:legalteam@switch.ch",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.switch.ch/about/disclaimer/service-regulations/",
+    "privacy_notice": "https://www.switch.ch/about/disclaimer/",
+    "data_protection": "mailto:privacy@switch.ch",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.switch.ch/about/legal-notice/service-regulations/",
+    "privacy_notice": "https://www.switch.ch/about/legal-notice/",
+    "data_protection": "mailto:privacy@switch.ch",
+    "gender_equality": ""
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "https://www.switch.ch/about/legal-notice/service-regulations/",
+    "privacy_notice": "https://www.switch.ch/about/legal-notice/",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "strategic_plan": "https://www.tubitak.gov.tr/sites/default/files/2204/tubitak_2018-2022_stratejik_plani.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "http://ulakbim.tubitak.gov.tr/sites/images/Ulakbim/ukp-v2011.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "strategic_plan": "https://www.tubitak.gov.tr/sites/default/files/2204/tubitak_2018-2022_stratejik_plani.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "http://ulakbim.tubitak.gov.tr/sites/images/Ulakbim/ukp-v2011.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "strategic_plan": "https://www.tubitak.gov.tr/sites/default/files/2204/tubitak_2018-2022_stratejik_plani.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "http://ulakbim.tubitak.gov.tr/sites/images/Ulakbim/ukp-v2011.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "strategic_plan": "https://www.tubitak.gov.tr/sites/default/files/2204/tubitak_2018-2022_stratejik_plani.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "http://ulakbim.tubitak.gov.tr/sites/images/Ulakbim/ukp-v2011.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "strategic_plan": "https://tubitak.gov.tr/sites/default/files/18842/tubitak_2019-2023_stratejik_plani.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "http://ulakbim.tubitak.gov.tr/sites/images/Ulakbim/ukp-v2011.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "strategic_plan": "https://tubitak.gov.tr/sites/default/files/18842/tubitak_2019-2023_stratejik_plani.pdf",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "http://ulakbim.tubitak.gov.tr/sites/images/Ulakbim/ukp-v2011.pdf",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "strategic_plan": "http://uran.ua/~eng/net-org.htm",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://uran.ua/~eng/net-how-connect.htm",
+    "acceptable_use": "http://uran.ua/~eng/net-aup.htm",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "strategic_plan": "http://uran.ua/~eng/net-org.htm",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://uran.ua/~eng/net-how-connect.htm",
+    "acceptable_use": "http://uran.ua/~eng/net-aup.htm",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "strategic_plan": "http://uran.ua/~eng/net-org.htm",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "http://uran.ua/~eng/net-how-connect.htm",
+    "acceptable_use": "http://uran.ua/~eng/net-aup.htm",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": ""
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": "https://panorama.uran.ua/wp-content/uploads/2022/07/Gender-Equality-Plan-2022-2025.pdf"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "strategic_plan": "",
+    "environmental": "",
+    "equal_opportunity": "",
+    "connectivity": "",
+    "acceptable_use": "",
+    "privacy_notice": "",
+    "data_protection": "",
+    "gender_equality": "https://panorama.uran.ua/wp-content/uploads/2022/07/Gender-Equality-Plan-2022-2025.pdf"
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/RemoteCampuses.json b/test/data/presentation_models_data/RemoteCampuses.json
new file mode 100644
index 00000000..ea20bbcc
--- /dev/null
+++ b/test/data/presentation_models_data/RemoteCampuses.json
@@ -0,0 +1,815 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Norway - Svalbard",
+        "local_r_and_e_connection": true
+      }
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Norway - Svalbard",
+        "local_r_and_e_connection": true
+      }
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Norway - Svalbard",
+        "local_r_and_e_connection": true
+      }
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Norway - Svalbard",
+        "local_r_and_e_connection": true
+      }
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": [
+      {
+        "country": "Bahrain and China. ",
+        "local_r_and_e_connection": true
+      }
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Bahrain, Malaysia and China. ",
+        "local_r_and_e_connection": true
+      }
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Bahrain, Malaysia and China. ",
+        "local_r_and_e_connection": false
+      }
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Malta, Malaysia",
+        "local_r_and_e_connection": true
+      }
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Malta, Malaysia, India",
+        "local_r_and_e_connection": true
+      }
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Malta, Malaysia, India",
+        "local_r_and_e_connection": true
+      }
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": [
+      {
+        "country": "Austria",
+        "local_r_and_e_connection": true
+      }
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "remote_campus_connectivity": false,
+    "connections": [
+      {
+        "country": "Austria",
+        "local_r_and_e_connection": true
+      }
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "remote_campus_connectivity": false,
+    "connections": [
+      {
+        "country": "UNIR - Mexico, Colombia, Peru",
+        "local_r_and_e_connection": false
+      }
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "remote_campus_connectivity": false,
+    "connections": [
+      {
+        "country": "UNIR - Mexico, Colombia, Peru",
+        "local_r_and_e_connection": false
+      }
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": [
+      {
+        "country": "UNIR - Mexico, Colombia, Peru",
+        "local_r_and_e_connection": false
+      }
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "remote_campus_connectivity": false,
+    "connections": [
+      {
+        "country": "Italy",
+        "local_r_and_e_connection": false
+      }
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Hong Kong",
+        "local_r_and_e_connection": false
+      }
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Hong Kong",
+        "local_r_and_e_connection": false
+      }
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Hong Kong",
+        "local_r_and_e_connection": false
+      }
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Hong Kong",
+        "local_r_and_e_connection": false
+      }
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "remote_campus_connectivity": true,
+    "connections": [
+      {
+        "country": "Hong Kong",
+        "local_r_and_e_connection": null
+      }
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "remote_campus_connectivity": false,
+    "connections": [
+      {
+        "country": "Singapore, UAE",
+        "local_r_and_e_connection": false
+      }
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": [
+      {
+        "country": "Singapore, UAE",
+        "local_r_and_e_connection": false
+      }
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "remote_campus_connectivity": false,
+    "connections": [
+      {
+        "country": "Singapore, UAE",
+        "local_r_and_e_connection": false
+      }
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "remote_campus_connectivity": false,
+    "connections": []
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/SecurityControls.json b/test/data/presentation_models_data/SecurityControls.json
new file mode 100644
index 00000000..c365ec6a
--- /dev/null
+++ b/test/data/presentation_models_data/SecurityControls.json
@@ -0,0 +1,1599 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "security_control_descriptions": [
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "security_control_descriptions": [
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "security_control_descriptions": [
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "Anti-malware, , vulnerability management,.."
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "Anti-malware, , vulnerability management,.."
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "monitoring",
+      "ddos_mitigation",
+      "acl",
+      "segmentation",
+      "Anti-malware, vulnerability management,..\nIntegrity checking: not really sure what kind of integrity checking is meant here."
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "security_control_descriptions": [
+      "monitoring"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "security_control_descriptions": [
+      "monitoring"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "security_control_descriptions": [
+      "monitoring"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "Content Filtering"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "Content Filtering"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "Content Filtering"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "Regular penetration testing of the infrastructure, Monitoring and application of FlowSpec, rate-limiting, RTBH communities etc., Vendor audits"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "Regular penetration testing of the infrastructure, Monitoring and application of FlowSpec, rate-limiting, RTBH communities etc., Vendor audits"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "Regular penetration testing of the infrastructure\nMonitoring and application of FlowSpec, rate-limiting, RTBH communities etc.\nVendor audits"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "security_control_descriptions": [
+      "Other"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "security_control_descriptions": [
+      "monitoring",
+      "acl"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "monitoring",
+      "ips_ids",
+      "IDS/IPS, Endpoint security"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "monitoring",
+      "ips_ids",
+      "IDS/IPS, Endpoint security"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "firewall",
+      "monitoring",
+      "ips_ids",
+      "ddos_mitigation"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "Backup"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "VPN,  Strong Passworrd, server root-kit detection, 4-eyes-principle for changes"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "VPN,  Strong Passworrd, server root-kit detection, 4-eyes-principle for changes"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "anti-virus, anti-spam, ACL filters, NO firewalls"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "Firewall,  anti-virus, spam filter,  DDoS protection system"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "Firewall,  anti-virus, spam filter,  DDoS protection system"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "security_control_descriptions": [
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "Next generation firewall IPS WAF, Sightline DDoS monitoring, Firewall on demand (access lists based)"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "security_control_descriptions": [
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "Next generation firewall IPS WAF, Flow monitoring, Firewall on demand (access lists based)"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "security_control_descriptions": [
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "Host firewall, ACLs"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "Host firewall"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "Host firewall"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "anti-virus, firewall"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "anti-virus, firewall"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "anti-virus, integrity checking, firewalls based on policies"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "anti-virus, integrity checking, firewalls based on policies"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "security_control_descriptions": [
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "Perimeter FW (Fortinet), Integrated security, performance, and availability monitoring SIEM, GEANT FOD (Firewall on Demand)"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "Perimeter FW (Fortinet), Integrated security, performance, and availability monitoring SIEM, GEANT FOD (Firewall on Demand)"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "Perimeter FW (Fortinet)\nIntegrated security, performance, and availability monitoring SIEM\nGEANT FOD (Firewall on Demand)"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "security_control_descriptions": [
+      "firewall"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "security_control_descriptions": [
+      "firewall"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "security_control_descriptions": [
+      "firewall"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "security_control_descriptions": [
+      "firewall",
+      "monitoring",
+      "acl"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "security_control_descriptions": [
+      "firewall",
+      "monitoring",
+      "acl"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "security_control_descriptions": [
+      "firewall",
+      "monitoring",
+      "acl",
+      "anti_spam",
+      "anti_virus"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "IPS, VPNs"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "IPS, VPNs"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "firewall",
+      "ddos_mitigation"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "firewall",
+      "ddos_mitigation"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "firewall",
+      "ddos_mitigation",
+      "anti_spam",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "SIEM"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "ips_ids"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "segmentation",
+      "integrity_checking",
+      "acl"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "Log analytics"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "ips_ids",
+      "Log analytics"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "integrity_checking"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation",
+      "SCION network protocol"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "security_control_descriptions": [
+      "anti_virus",
+      "anti_spam",
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "ips_ids",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "security_control_descriptions": [
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "security_control_descriptions": [
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "security_control_descriptions": [
+      "firewall",
+      "ddos_mitigation",
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "security_control_descriptions": [
+      "anti_spam",
+      "firewall",
+      "monitoring",
+      "acl",
+      "segmentation",
+      "integrity_checking",
+      "RPKI validation tool"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "security_control_descriptions": [
+      "monitoring",
+      "acl",
+      "segmentation"
+    ]
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/ServiceManagement.json b/test/data/presentation_models_data/ServiceManagement.json
new file mode 100644
index 00000000..cfee0ed0
--- /dev/null
+++ b/test/data/presentation_models_data/ServiceManagement.json
@@ -0,0 +1,1563 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "service_management_framework": null,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "service_management_framework": null,
+    "service_level_targets": false
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": false
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "service_management_framework": null,
+    "service_level_targets": false
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": true
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "service_management_framework": true,
+    "service_level_targets": true
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "service_management_framework": false,
+    "service_level_targets": false
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "service_management_framework": false,
+    "service_level_targets": false
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/ServiceUserTypes.json b/test/data/presentation_models_data/ServiceUserTypes.json
new file mode 100644
index 00000000..5a64289a
--- /dev/null
+++ b/test/data/presentation_models_data/ServiceUserTypes.json
@@ -0,0 +1,31355 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "security"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "primary_schools",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "secondary_schools",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "security"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "security"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "multimedia"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "identity"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2021,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "identity"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "identity"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "institutes",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "further_education",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "government",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "identity"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "identity"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "identity"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "universities",
+    "service_category": "network_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "iros",
+    "service_category": "isp_support"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "hospitals",
+    "service_category": "collaboration"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "storage_and_hosting"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "cultural",
+    "service_category": "professional_services"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "user_category": "for_profit_orgs",
+    "service_category": "network_services"
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/SiemVendors.json b/test/data/presentation_models_data/SiemVendors.json
new file mode 100644
index 00000000..ec93485f
--- /dev/null
+++ b/test/data/presentation_models_data/SiemVendors.json
@@ -0,0 +1,370 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "vendor_names": [
+      "Splunk"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "vendor_names": [
+      "Splunk"
+    ]
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "vendor_names": [
+      "Splunk"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "vendor_names": [
+      "https://oktacron.rs/siem.html"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "vendor_names": [
+      "https://oktacron.rs/siem.html"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "vendor_names": [
+      "https://oktacron.rs/siem.html"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "vendor_names": [
+      "Elasticsearch"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "vendor_names": [
+      "Elasticsearch"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "vendor_names": [
+      "Elasticsearch"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "vendor_names": [
+      "Mentat (own development)"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "vendor_names": [
+      "Mentat (own development)"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "vendor_names": [
+      "Mentat (SIEM) and Nerd (repuration database), both own development"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "vendor_names": [
+      "LogRythm"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "vendor_names": [
+      "ElasticSearch and home-grown tools"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "vendor_names": [
+      "ElasticSearch and home-grown tools"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "vendor_names": [
+      "self-developed, partly based on GN4.3 WP8 SOCtools"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "vendor_names": [
+      "self-developed, partly based on GN4.3 WP8 SOCtools"
+    ]
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "vendor_names": [
+      "self-developed, partly based on GN4.3 WP8 SOCtools"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "vendor_names": [
+      "LogRythm"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "vendor_names": [
+      "Other"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "vendor_names": [
+      "Splunk"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "vendor_names": [
+      "FortiAnalyzer"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "vendor_names": [
+      "FortiAnalyzer"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "vendor_names": [
+      "FortiAnalyzer"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "vendor_names": [
+      "Securonix"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "vendor_names": [
+      "Splunk"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "vendor_names": [
+      "Splunk"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "vendor_names": [
+      "Splunk"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "vendor_names": [
+      "Other"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "vendor_names": [
+      "AlienVault"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "vendor_names": [
+      "AlienVault"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "vendor_names": [
+      "AlienVault"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "vendor_names": [
+      "Other"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "vendor_names": [
+      "IBM Qradar"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "vendor_names": [
+      "Keena\u00ef"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "vendor_names": [
+      "Elastic + Kibana"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "vendor_names": [
+      "ELK"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "vendor_names": [
+      "ELK"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "vendor_names": [
+      "Splunk"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "vendor_names": [
+      "Humio/Falcon LogScale"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "vendor_names": [
+      "Humio/Falcon LogScale"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "vendor_names": [
+      "Splunk"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "vendor_names": [
+      "Splunk"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "vendor_names": [
+      "Splunk"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "vendor_names": [
+      "Splunk"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "vendor_names": [
+      "baseVision"
+    ]
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/Standards.json b/test/data/presentation_models_data/Standards.json
new file mode 100644
index 00000000..fd87a17d
--- /dev/null
+++ b/test/data/presentation_models_data/Standards.json
@@ -0,0 +1,2802 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2016,
+    "audits": null,
+    "audit_specifics": "Our security team is performing risk management analysis.",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "Our CERT team is performing risk management analysis.",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "Our CERT team is performing risk management analysis.",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "Our CERT team is performing risk management analysis.",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "Our CERT team is performing risk management analysis.",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "Our CERT team is performing risk management analysis.",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "Our CERT team is performing risk management analysis.",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "Our CERT team is performing risk management analysis.",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2017,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "goverment security auditor",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "goverment security auditor",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "goverment security auditor",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "goverment security auditor",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We do not comply with any internal standards but test of plans are again planned",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We do comply international standards but test of plans are  planned & performed",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We do not yet comply with specific international standards(planned). Tests of our BCP is being done periodically.",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "Planned for 2022",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We do not yet comply with specific international standards(planned). Tests of our BCP is being done periodically.",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "ISO27001 certification programme started in Q3 2022",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We do not yet comply with specific international standards(planned). Tests of our BCP is being done periodically.",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "ISO27001 certification programme started in Q3 2022",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We do not yet comply with specific international standards(planned). Tests of our BCP is being done periodically.",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "We have internal audit created and conducted in-house.",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "No.",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "We have internal audit created and conducted in-house.",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "No.",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "We have internal audit created and conducted in-house.",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "No.",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "We have internal audit created and conducted in-house.",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "No.",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "We have internal audit created and conducted in-house.",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "No.",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "We have internal audit created and conducted in-house.",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "No.",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "We have internal audit created and conducted in-house.",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "No.",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "Certified, complying with ISO 27001. June 2018.",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "Re-certified, June 2019",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "Re-certified, June 2020",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "Re-certified, June 2021",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Yes we have some BCP for several scenarios. But we yet do not comply with any internation standard",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "Re-certified, June 2022",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Yes we have some BCP for several scenarios. But we yet do not comply with any internation standard",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "Re-certified, June 2023",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Yes we have some BCP for several scenarios. But we yet do not hold internation standard certification.",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "audits": null,
+    "audit_specifics": "A certified security auditor on ISO 27001 is performing the audits",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "Regularly tested and yearly updated",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "A certified security auditor on ISO 27001 is performing the audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regularly tested and yearly updated",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "A certified security auditor on ISO 27001 is performing the audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regularly tested and yearly updated",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "A certified security auditor on ISO 27001 is performing the audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regularly tested and yearly updated",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "A certified security auditor on ISO 27001 is performing the audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regularly tested and yearly updated",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "A certified security auditor on ISO 27001 is performing the audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regularly tested and yearly updated",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "A certified security auditor on ISO 27001 is performing the audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regularly tested and yearly updated",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "A certified security auditor on ISO 27001 is performing the audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regularly tested and yearly updated",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "audits": null,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "27000, 27001, 27002, 27005",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Comply with ISO22301:2012. No continuity plans testing regularly",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "audits": null,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "audits": null,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "A Certified ISO 27001 Lead Implementor is performing the audits ",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2016,
+    "audits": null,
+    "audit_specifics": "ISO27001 certified auditor",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2017,
+    "audits": null,
+    "audit_specifics": "ISO27001 certified auditor",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "ISO27001 certified auditor",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regular exercises according to ISO27001",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "ISO2701 certification",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "ISO27001 certified, tested regularly",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "ISO2701 certification",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "ISO27001 certified, tested regularly",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "ISO2701 certification",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "ISO27001 certified, tested regularly",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "ISO2701 certification",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "ISO27001 certified, tested regularly",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "Audits for Mail Support, BSI-IGZ-0306-2018, ETSI-EN 319 411.-1 V1.1.1",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Yes, for Mail Support and PKI",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "Audits for Mail Support, BSI-IGZ-0306-2018, ETSI-EN 319 411.-1 V1.1.1",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Yes, for Mail Support and PKI",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "Audits for Mail Support, BSI-IGZ-0306-2018, ETSI-EN 319 411.-1 V1.1.1",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Yes, for Mail Support and PKI",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "Audits for Mail Support, BSI-IGZ-0306-2018, DFN-PKI: ETSI-EN 319 411.-1 V1.1.1",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Yes, for Mail Support and PKI",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "Audits for Mail Support, BSI-IGZ-0306-2018, DFN-PKI: ETSI-EN 319 411.-1 V1.1.1",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Yes, for Mail Support and PKI",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "Audits for Mail Support and Server Infrstructure, BSI-IGZ-0306-2018, DFN-PKI: ETSI-EN 319 411-1",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Yes, for Mail Support, Server Infrastructure and PKI",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2016,
+    "audits": null,
+    "audit_specifics": "Certain infosystems are ISKE audited (ISKE is similar to German BSI standard)",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "Certain infosystems are ISKE audited (ISKE is similar to German BSI standard)",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "Certain infosystems are ISKE audited (ISKE is similar to German BSI standard)",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "Certain infosystems are ISKE audited (ISKE is similar to German BSI standard)",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "Certain infosystems are ISKE audited (ISKE is similar to German BSI standard)",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "EITS (Estonian Information Security Standard) has been implemented.",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "audits": null,
+    "audit_specifics": "Internal, planned for 2017",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "Internal",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "Internal",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "Internal",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "Internal",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "No",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "No",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "Our cloud data centres are ISO27001 certified and as such subject to annual audit.",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "Our cloud data centres are ISO27001 certified and as such subject to annual audit.",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "Our cloud data centres are ISO27001 certified and as such subject to annual audit.",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "T\u00dcV HELLAS - T\u00fcV NORD",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "ISO9001 T\u00dcV HELLAS - T\u00fcV NORD",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "ISO9001 T\u00dcV HELLAS - T\u00fcV NORD, ISO/IEC 27001:2013",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "ISO/IEC 27001:2013",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "ISO9001 T\u00dcV HELLAS - T\u00fcV NORD, ISO/IEC 27001:2013",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "ISO/IEC 27001:2013",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "ISO9001 T\u00dcV HELLAS - T\u00fcV NORD, ISO/IEC 27001:2013",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "ISO/IEC 27001:2013",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "ISO9001 T\u00dcV HELLAS - T\u00fcV NORD, ISO/IEC 27001:2013",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "ISO/IEC 27001:2013, ISO9001",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "audits": null,
+    "audit_specifics": "Mazaars risk management consultancy (annual audit)",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "We conduct annual BCP exercises",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "Outsourced professional firm accredited by the Chartered Institute of Internal Auditors in Ireland",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We conduct annual BCP exercises however these are not to any international standard",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "Outsourced professional firm accredited by the Chartered Institute of Internal Auditors in Ireland",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We conduct annual BCP exercises however these are not to any international standard",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "Outsourced professional firm accredited by the Chartered Institute of Internal Auditors in Ireland",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We conduct annual BCP exercises however these are not to any international standard",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "Outsourced professional firm accredited by the Chartered Institute of Internal Auditors in Ireland",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We conduct annual BCP exercises however these are not to any international standard",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "Internal security audit by internal security service team ",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We conduct annual BCP exercises however these are not to any international standard",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "Internal security audit by internal security service team. Also external audit in 2022 by Mazars. ",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We conduct annual BCP exercises however these are not to any international standard",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "External security audits are carried out at least on an annual basis. Currently these audits are based on the NIST framework. External audit in 2022 by Mazars. ",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We conduct annual BCP exercises however these are not based on any international standard",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "audits": null,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": " certified auditor",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": " certified auditor",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": " certified auditor",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": " certified auditor",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": " certified auditor",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": " certified auditor",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "audits": null,
+    "audit_specifics": "ISO/IEC 27001:2013 audits",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "ISO/IEC 27001:2013 audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "ISO/IEC 27001:2013 audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "ISO/IEC 27001:2013 audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regular tests are scheduled and performed",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "ISO/IEC 27001:2013 audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regular tests are scheduled and performed",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "ISO/IEC 27001:2013 audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regular tests are scheduled and performed",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "ISO/IEC 27001:2013 audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regular tests are scheduled and performed",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "ISO/IEC 27001:2013 internal and external audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Regular tests are scheduled and performed",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "expired due to NIIFI merger to KIFU",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "expired due to NIIFI merger to KIFU",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "currently planned",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "internal certified security auditor",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "currently under preparation",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "internal certified security auditor",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "currently under preparation",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "internal certified security auditor; working on recertify to ISO27001",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "currently under preparation",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "internal certified security auditor; working on recertify to ISO27001",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "currently under preparation",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2018,
+    "audits": null,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "internal",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "internal",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "IN 2018 company NRD CS executed network security audit",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "IN 2018 company NRD CS executed network security audit",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2016,
+    "audits": null,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "We have BCPs in the field of classified data protection and in some projects (in separated teams). We plan to have such plans globally in the whole organisation. In the field of classified data security: According to regulations by Polish Agency of Homeland Security.",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "Internal audit but ISO planned in 2018",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We have BCPs in the field of classified data protection and in some projects (in separated teams). We plan to have such plans globally in the whole organisation. In the field of classified data security: According to regulations by Polish Agency of Homeland Security.",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "Internal audit for ISO planned in 2018",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We have BCPs in the field of classified data protection and in some projects (in separated teams). We plan to have such plans globally in the whole organisation. In the field of classified data security: According to regulations by Polish Agency of Homeland Security.",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "Audit for ISO27001 planned in 2020",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We have BCPs in the field of classified data protection and in some projects (in separated teams). We plan to have such plans globally in the whole organisation. In the field of classified data security: According to regulations by Polish Agency of Homeland Security.",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "We are certified in ISO27001 and 9001",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We have BCP for ISO27001",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "We are certified in ISO27001 and 9001",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We have BCP for ISO27001",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "We are certified in ISO27001 and 9001",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We have BCP for ISO27001",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "We are certified in ISO27001 and 9001",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We have BCP for ISO27001",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "https://rash.al/en/about-us/legislation/",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "https://rash.al/en/about-us/legislation/",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "https://rash.al/en/about-us/legislation/",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Not yet",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Not yet",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "Internal audits and ISO 27001 in progress",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Not yet",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "Internal audits and ISO 27001 in progress",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Not yet",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "Internal audits and ISO 27001",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "ISO 27001",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "ISO 27001 and EBIOS method",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "ISO 27001 and EBIOS method",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "ISO 27001 and EBIOS method",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "ISO 27001 and EBIOS method",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "ISO 27001 and EBIOS method",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "audits": null,
+    "audit_specifics": "external audits by certified auditors ISO 27001 and EBIOS method",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "ISO27001 certification by authorised auditor",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "ISO27001 certification by authorised auditor",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "ISO27001 and ISO22301",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "We are doing internal audits and working towards ISO 27001, but are not certified. We are looking at the possibility of external audits in 2023.",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We test it regularly",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "We are doing internal audits and working towards ISO 27001, but are not certified. We are looking at the possibility of external audits in 2024.",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "We test business continuity plans regularly",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2016,
+    "audits": null,
+    "audit_specifics": "For some services",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "For some services. Kantara for eduID",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "For some services. Kantara for eduID",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "For some services. Kantara for eduID",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "For some services. Kantara for eduID",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "For some services. Kantara for eduID",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "For some services. Kantara for eduID",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "For some services. Kantara for eduID",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "audits": null,
+    "audit_specifics": "Internal auditor",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "Internal auditor and externally audited",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "Internal auditor and externally audited",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "Internal auditor and externally audited",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "Internal auditor and externally audited",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "Internal auditor and externally audited",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "Internal auditor and externally audited",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "No",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "Internal auditor and externally audited",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "No",
+    "crisis_management_procedure": true
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "audits": null,
+    "audit_specifics": "Certification retention audits or re-certification audits, penetration testing, other internal and external audits",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "Certification retention audits or re-certification audits, penetration testing, other internal and external audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Based on ISO 22301",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "Certification retention audits or re-certification audits, penetration testing, other internal and external audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Based on ISO 22301",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "audits": true,
+    "audit_specifics": "Certification retention audits or re-certification audits, penetration testing, other internal and external audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Based on ISO 22301",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "audits": true,
+    "audit_specifics": "Certification retention audits or re-certification audits, penetration testing, other internal and external audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Based on ISO 22301",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "audits": true,
+    "audit_specifics": "Certification retention audits or re-certification audits, penetration testing, other internal and external audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Based on ISO 22301",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "audits": true,
+    "audit_specifics": "Certification retention audits or re-certification audits, penetration testing, other internal and external audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Based on ISO 22301",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "audits": true,
+    "audit_specifics": "Certification retention audits or re-certification audits, penetration testing, other internal and external audits",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "Based on ISO 22301",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2016,
+    "audits": null,
+    "audit_specifics": "",
+    "business_continuity_plans": null,
+    "business_continuity_plans_specifics": "No external relations",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2017,
+    "audits": true,
+    "audit_specifics": "Audt of EaPconnect at March 2017",
+    "business_continuity_plans": true,
+    "business_continuity_plans_specifics": "http://uran.ua/archives/indx.htm",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2018,
+    "audits": true,
+    "audit_specifics": "Audt of EaPconnect at March 2017",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "0",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2019,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "0",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2020,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": null
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "audits": false,
+    "audit_specifics": "",
+    "business_continuity_plans": false,
+    "business_continuity_plans_specifics": "",
+    "crisis_management_procedure": false
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/SubOrganization.json b/test/data/presentation_models_data/SubOrganization.json
new file mode 100644
index 00000000..364c7dc1
--- /dev/null
+++ b/test/data/presentation_models_data/SubOrganization.json
@@ -0,0 +1,240 @@
+[
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "name": "CYNET-CSIRT",
+    "role": "cert team"
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "name": "CYNET-CSIRT",
+    "role": "cert team"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "name": "DFN-CERT",
+    "role": "CERT"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "name": "DFN-CERT",
+    "role": "CERT"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "name": "Educampus Services",
+    "role": "MIS shared services for third level."
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "name": "Educampus Services",
+    "role": "MIS shared services for third level."
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "name": "MALMAD",
+    "role": "Online periodicals and journal access"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "name": "MEITAL",
+    "role": "e=learning"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "name": "MALMAD",
+    "role": "Online periodicals and journal access"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "name": "MEITAL",
+    "role": "e=learning "
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "name": "Same entity but different departmment",
+    "role": "HPC centre"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "name": "Same entity but different division",
+    "role": "web accessibility"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "name": "Same entity but different departmment ",
+    "role": "hpc"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "name": "Same entity but different division ",
+    "role": "web accessibility support department"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "name": "LU",
+    "role": "Eduroam"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "name": "LU MII",
+    "role": "Connection provider"
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "name": "LU",
+    "role": "IDC federation"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "name": "KTU",
+    "role": "NOC, administrative authority"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "name": "VU",
+    "role": "Technical centre"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "name": "VDU",
+    "role": "Technical centre"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "name": "KU",
+    "role": "Technical centre"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "name": "VilniusTech",
+    "role": "Technical centre"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "name": "VilniusTech",
+    "role": "Technical centre"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "name": "VDU",
+    "role": "Technical centre"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "name": "VU",
+    "role": "Technical centre"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "name": "KU",
+    "role": "Technical centre"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "name": "KTU",
+    "role": "NOC, administrative authority"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "name": "Sigma2 AS",
+    "role": "HPC centre"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "name": "Sigma2 AS",
+    "role": "hpc"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "name": "LLC URAN PUBLISHING SERVICE",
+    "role": "Supporting digital academic publishing"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2022,
+    "name": "Daughter Enterprise of URAN Association 'Network Operating Center URAN'",
+    "role": "Telecom and Data center Operator"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "name": "LLC URAN PUBLISHING SERVICE",
+    "role": "Supporting digital academic publishing"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "name": "Daughter Enterprise of URAN Association 'Network Operating Center URAN'",
+    "role": "Telecom and Data center Operator"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "name": "Charitable Found URAN",
+    "role": "Charitable Found"
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/TrafficRatio.json b/test/data/presentation_models_data/TrafficRatio.json
new file mode 100644
index 00000000..cf9b79ed
--- /dev/null
+++ b/test/data/presentation_models_data/TrafficRatio.json
@@ -0,0 +1,163 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "r_and_e_percentage": 40.0,
+    "commodity_percentage": 60.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "r_and_e_percentage": 10.0,
+    "commodity_percentage": 90.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "r_and_e_percentage": 60.0,
+    "commodity_percentage": 40.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "r_and_e_percentage": 60.0,
+    "commodity_percentage": 40.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "r_and_e_percentage": 85.0,
+    "commodity_percentage": 15.0
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "r_and_e_percentage": 99.0,
+    "commodity_percentage": 1.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "r_and_e_percentage": 30.0,
+    "commodity_percentage": 70.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "r_and_e_percentage": 70.0,
+    "commodity_percentage": 30.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "r_and_e_percentage": 10.0,
+    "commodity_percentage": 90.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "r_and_e_percentage": 20.0,
+    "commodity_percentage": 80.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "r_and_e_percentage": 4.0,
+    "commodity_percentage": 96.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "r_and_e_percentage": 95.0,
+    "commodity_percentage": 5.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "r_and_e_percentage": 40.0,
+    "commodity_percentage": 60.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "r_and_e_percentage": 50.0,
+    "commodity_percentage": 50.0
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "r_and_e_percentage": 100.0,
+    "commodity_percentage": 0.0
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "r_and_e_percentage": 20.0,
+    "commodity_percentage": 80.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "r_and_e_percentage": 10.0,
+    "commodity_percentage": 90.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "r_and_e_percentage": 5.0,
+    "commodity_percentage": 95.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "r_and_e_percentage": 30.0,
+    "commodity_percentage": 70.0
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "r_and_e_percentage": 60.0,
+    "commodity_percentage": 40.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "r_and_e_percentage": 50.0,
+    "commodity_percentage": 50.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "r_and_e_percentage": 39.0,
+    "commodity_percentage": 61.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "r_and_e_percentage": 4.0,
+    "commodity_percentage": 96.0
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/TrafficStatistics.json b/test/data/presentation_models_data/TrafficStatistics.json
new file mode 100644
index 00000000..df6b30bc
--- /dev/null
+++ b/test/data/presentation_models_data/TrafficStatistics.json
@@ -0,0 +1,3719 @@
+[
+  {
+    "nren": "ACOnet",
+    "nren_country": "Austria",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": []
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netiis.rcub.bg.ac.rs"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netiis.rcub.bg.ac.rs"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netiis.rcub.bg.ac.rs"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netiis.rcub.bg.ac.rs"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netiis.rcub.bg.ac.rs"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netiis.rcub.bg.ac.rs"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netiis.rcub.bg.ac.rs"
+    ]
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": []
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.aznet.org"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.ab.az"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.ab.az"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.ab.az"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.ab.az"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.ab.az"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.ab.az"
+    ]
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": []
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://monitor.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor-ha.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor-ha.belnet.be",
+      "my.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor-ha.belnet.be",
+      "my.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor-ha.belnet.be",
+      "my.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor-ha.belnet.be",
+      "my.belnet.be"
+    ]
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "https://monitor-ha.belnet.be"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg"
+    ]
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.acad.bg/"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.carnet.hr/o_carnetu/carnet_infrastruktura/statistika"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.carnet.hr/o_carnetu/carnet_infrastruktura/statistika"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.carnet.hr/o_carnetu/carnet_infrastruktura/statistika"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.carnet.hr/o_carnetu/carnet_infrastruktura/statistika"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.carnet.hr/o_carnetu/carnet_infrastruktura/statistika"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.carnet.hr/o_carnetu/carnet_infrastruktura/statistika"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.carnet.hr/o_carnetu/carnet_infrastruktura/statistika"
+    ]
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.cesnet.cz/provoz/zatizeni"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.cesnet.cz/provoz/zatizeni"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.cesnet.cz/provoz/zatizeni"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.cesnet.cz/provoz/zatizeni"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.cesnet.cz/provoz/zatizeni"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netreport.cesnet.cz/netreport"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netreport.cesnet.cz/netreport"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netreport.cesnet.cz/netreport"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netreport.cesnet.cz/netreport"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netreport.cesnet.cz/netreport"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netreport.cesnet.cz/netreport"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netreport.cesnet.cz/netreport"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netreport.cesnet.cz/netreport"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netreport.cesnet.cz/netreport"
+    ]
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netreport.cesnet.cz/netreport/"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.csc.fi/funet/status/tools/wm"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.csc.fi/funet/status/tools/wm"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.csc.fi/funet/status/tools/wm"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.csc.fi/funet/status/tools/wm"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.csc.fi/funet/status/tools/wm"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.csc.fi/funet/status/tools/wm"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "https://info.funet.fi/cgi-bin/map/wm"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "https://info.funet.fi/cgi-bin/map/wm"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "https://info.funet.fi/cgi-bin/map/wm"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "https://info.funet.fi/cgi-bin/map/wm"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "https://info.funet.fi/cgi-bin/map/wm"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "https://info.funet.fi/cgi-bin/map/wm"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "https://info.funet.fi/netmap"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "https://info.funet.fi/netmap"
+    ]
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "https://info.funet.fi/netmap"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.cynet.ac.cy/english/CyNet_Network_Traffic.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.cynet.ac.cy/english/CyNet_Network_Traffic.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.cynet.ac.cy/english/CyNet_Network_Traffic.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.cynet.ac.cy/english/CyNet_Network_Traffic.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.cynet.ac.cy/english/CyNet_Network_Traffic.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.cynet.ac.cy/english/CyNet_Network_Traffic.htm"
+    ]
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.forskningsnettet.dk/trafik"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.forskningsnettet.dk/trafik"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.forskningsnettet.dk/trafik"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.forskningsnettet.dk/trafik"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://info.forskningsnettet.dk/trafik/MRTG/Public"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://info.forskningsnettet.dk/trafik/MRTG/Public"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://info.forskningsnettet.dk/trafik/MRTG/Public"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "http://info.net.deic.dk/traffic"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "http://info.net.deic.dk/traffic"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "http://info.net.deic.dk/traffic"
+    ]
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://muhutaja.eenet.ee"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://muhutaja.eenet.ee"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://muhutaja.eenet.ee"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://muhutaja.eenet.ee"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://muhutaja.eenet.ee"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://muhutaja.eenet.ee"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://muhutaja.eenet.ee"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "http://muhutaja.eenet.ee/muhud"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "http://muhutaja.eenet.ee/muhud"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "https://muhutaja.eenet.ee/muhud"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "https://muhutaja.eenet.ee/muhud"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "https://muhutaja.eenet.ee/muhud"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "https://muhutaja.eenet.ee"
+    ]
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "https://muhutaja.eenet.ee/"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.fccn.pt/pt/servicos/conectividade-e-infraestrutura/rcts-ip/dados-em-tempo-real"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.fccn.pt/pt/servicos/conectividade-e-infraestrutura/rcts-ip/dados-em-tempo-real"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.fccn.pt/pt/servicos/conectividade-e-infraestrutura/rcts-ip/dados-em-tempo-real"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.fccn.pt/pt/servicos/conectividade-e-infraestrutura/rcts-ip/dados-em-tempo-real"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.fccn.pt/pt/servicos/conectividade-e-infraestrutura/rcts-ip/dados-em-tempo-real"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "traffic_statistics": false,
+    "urls": [
+      "http://www.fccn.pt/pt/servicos/conectividade-e-infraestrutura/rcts-ip/dados-em-tempo-real"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "https://www.fccn.pt/indicadores"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "https://www.fccn.pt/indicadores"
+    ]
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "https://www.fccn.pt/indicadores/"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "https://www.noc.garr.it/GINS/home_statistics.php"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "https://www.noc.garr.it/GINS/home_statistics.php"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://ginsdr.dir.garr.it"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://ginsdr.dir.garr.it"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "https://gins.garr.it"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "https://gins.garr.it"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "https://gins.garr.it"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "https://gins.garr.it"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "https://gins.garr.it"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "https://gins.garr.it"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "https://gins.garr.it"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "https://gins.garr.it"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "https://gins.garr.it/home_statistics.php"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "https://gins.garr.it/home_statistics.php"
+    ]
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "https://stats.garr.net/",
+      "https://gins.garr.it/"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmrg.grena.ge/netmrg/device_tree.php"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmrg.grena.ge/netmrg/device_tree.php"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "https://netflow.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "https://netflow.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "https://netflow.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "https://netflow.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "https://netflow.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "netflow.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "netflow.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "netflow.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "netflow.grena.ge",
+      "scrutinizer.gre.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "cacti.grena.ge",
+      "scrutinizer.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "cacti.grena.ge",
+      "scrutinizer.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "https://scrutinizer.grena.ge"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.grnet.gr"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr/rg"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr/rg"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr"
+    ]
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "http://mon.grnet.gr"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "www.hea.net"
+    ]
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "https://www.hea.net"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://noc.ilan.net.il/stats"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://noc.ilan.net.il/stats"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://noc.ilan.net.il/stats"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://noc.ilan.net.il/stats"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://noc.ilan.net.il/stats"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://noc.ilan.net.il/stats"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://noc.ilan.net.il/stats"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "https://nms.iucc.ac.il/cacti/graph_view.php"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "https://nms.iucc.ac.il/cacti/graph_view.php"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "https://zabbix.iucc.ac.il/screenconf.php?filter_rst=1"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "https://zabbix.iucc.ac.il/screenconf.php?filter_rst=1"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "https://zabbix.iucc.ac.il/screenconf.php?filter_rst=1"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "https://zabbix.iucc.ac.il/zabbix.php?action=dashboard.list"
+    ]
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "https://zabbix.iucc.ac.il/zabbix.php?action=dashboard.list"
+    ]
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "https://rrd-ma.perfsonar.vh.hbone.hu/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "https://rrd-ma.perfsonar.vh.hbone.hu/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "https://rrd-ma.perfsonar.vh.hbone.hu/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "https://rrd-ma.perfsonar.vh.hbone.hu/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "https://alder.vh.hbone.hu/cgi-bin/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "https://alder.vh.hbone.hu/cgi-bin/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "https://alder.vh.hbone.hu/cgi-bin/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "https://alder.vh.hbone.hu/cgi-bin/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "https://alder.vh.hbone.hu/cgi-bin/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "https://alder.vh.hbone.hu/cgi-bin/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "https://alder.vh.hbone.hu/cgi-bin/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "https://alder.vh.hbone.hu/cgi-bin/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "https://alder.vh.hbone.hu/cgi-bin/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "https://alder.vh.hbone.hu/cgi-bin/cricket/grapher.cgi"
+    ]
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": []
+  },
+  {
+    "nren": "KREN",
+    "nren_country": "Kosovo",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://gridimon.balticgrid.org/latvia.htm"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://gridimon.balticgrid.org/latvia.htm"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://gridimon.balticgrid.org/latvia.htm"
+    ]
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://traffic.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://monitor.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://monitor.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://monitor.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://monitor.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://monitor.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://monitor.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "https://watch.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "https://watch.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "https://watch.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "https://watch.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "https://watch.litnet.lt"
+    ]
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://anal.marnet.net.mk/mrtg"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "xpert.ukim.mk"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "xpert.ukim.mk"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "xpert.ukim.mk"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "xpert.ukim.mk"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "xpert.ukim.mk"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "xpert.ukim.mk"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2017,
+    "traffic_statistics": false,
+    "urls": [
+      "xpert.ukim.mk"
+    ]
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://vuk.cg.ac.yu/cacti/graph_view.php?action=tree&tree_id=3"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=24"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=24"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=24"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=24"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=24"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=24"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2017,
+    "traffic_statistics": false,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=40"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=36&leaf_id=1430"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=36&leaf_id=1430"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=36&leaf_id=1430"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=36&leaf_id=1430"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=36&leaf_id=1430"
+    ]
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "http://netmon.cis.ac.me/cacti/graph_view.php?action=tree&tree_id=36&leaf_id=1430"
+    ]
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "stats.inima.al"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "stats.inima.al"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "stats.inima.al"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "stats.inima.al"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2013,
+    "traffic_statistics": false,
+    "urls": [
+      "stats.inima.al"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2014,
+    "traffic_statistics": false,
+    "urls": [
+      "stats.inima.al"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2015,
+    "traffic_statistics": false,
+    "urls": [
+      "stats.inima.al"
+    ]
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rediris.es/red/stats"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rediris.es/red/stats"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rediris.es/red/stats"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rediris.es/red/stats"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rediris.es/red/stats"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rediris.es/red/stats"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rediris.es/red/stats"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rediris.es/conectividad/stats/index.html"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rediris.es/conectividad/stats/index.html"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rediris.es/conectividad/stats/index.html"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rediris.es/conectividad/stats/index.html"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rediris.es/conectividad/stats/index.html"
+    ]
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "https://www.rediris.es/conectividad/stats/index.html?"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://noc.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "traffic_statistics": false,
+    "urls": [
+      "stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "traffic_statistics": false,
+    "urls": [
+      "stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "traffic_statistics": false,
+    "urls": [
+      "stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": [
+      "stat.renam.md"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.renater.fr/Metrologie/map-Renater4"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.renater.fr/rubrique.php3?id_rubrique=84&lang=en"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.renater.fr/raccourci"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.renater.fr/raccourci"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.renater.fr/raccourci"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.renater.fr/raccourci"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "https://pasillo.renater.fr/weathermap/weathermap_metropole.html"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "https://pasillo.renater.fr/weathermap/weathermap_metropole.html"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "https://pasillo.renater.fr/weathermap/weathermap_metropole.html"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "https://pasillo.renater.fr/weathermap/weathermap_metropole.html"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "https://pasillo.renater.fr/weathermap/weathermap_metropole.html"
+    ]
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "traffic_statistics": false,
+    "urls": [
+      "https://www.renater.fr/documentation/ressources-multimedia/weathermap/weathermap_domtom"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.restena.lu/restena/operations.html"
+    ]
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "www.rhnet.is/english/traffic-map.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "www.rhnet.is/english/traffic-map.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "www.rhnet.is/english/traffic-map.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "www.rhnet.is/english/traffic-map.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rhnet.is/traffic-map/rhnet-traffic-map.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rhnet.is/traffic-map/rhnet-traffic-map.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rhnet.is/traffic-map/rhnet-traffic-map.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rhnet.is/traffic-map/rhnet-traffic-map.html"
+    ]
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.rhnet.is/traffic-map/rhnet-traffic-map.html"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "https://admin.roedu.net/weathermap"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "https://admin.roedu.net/weathermap/mapgraph"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "https://admin.roedu.net/weathermap/mapgraph"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "https://admin.roedu.net/weathermap/mapgraph"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "https://nmis.roedu.net/weathermap"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "https://nmis.roedu.net/weathermap"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "https://nmis.roedu.net/weathermap"
+    ]
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": []
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "http://samon.cvt.stuba.sk"
+    ]
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "https://samon.bts.sk/"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://drift.uninett.no/stats/tbl-report.html"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://drift.uninett.no/stats/tbl-report.html"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://drift.uninett.no/stats/tbl-report.html"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://drift.uninett.no/stats/tbl-report.html"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.uninett.no"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.uninett.no"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.uninett.no"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.uninett.no"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "traffic_statistics": false,
+    "urls": [
+      "http://stats.uninett.no"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "https://stats.uninett.no"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.uninett.no"
+    ]
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.uninett.no/"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "http://stats.sunet.se"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://surfstat.surfnet.nl/surfstat"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://surfstat.surfnet.nl/surfstat"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://surfstat.surfnet.nl/surfstat"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://surfstat.surfnet.nl/surfstat"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://surfstat.surfnet.nl/surfstat"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://surfstat.surfnet.nl/surfstat"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://surfstat.surfnet.nl/surfstat"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "http://surfstat.surfnet.nl/surfstat"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "http://surfstat.surfnet.nl/surfstat"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "http://surfstat.surfnet.nl/surfstat"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "https://netwerkdashboard.surfnet.nl"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "https://netwerkdashboard.surfnet.nl"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "https://netwerkdashboard.surf.nl"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "https://netwerkdashboard.surf.nl"
+    ]
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "https://netwerkdashboard.surf.nl/"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.switch.ch/network/operation/statistics"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.switch.ch/network/operation/statistics"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.switch.ch/network/operation/statistics"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.switch.ch/network/operation/statistics"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.switch.ch/network/operation/statistics"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.switch.ch/network/operation/statistics"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "https://traffic.lan.switch.ch"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "traffic_statistics": true,
+    "urls": [
+      "https://traffic.lan.switch.ch"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "https://traffic.lan.switch.ch"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "https://traffic.lan.switch.ch"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "https://traffic.lan.switch.ch"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "https://traffic.lan.switch.ch"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "https://traffic.lan.switch.ch"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "https://traffic.lan.switch.ch"
+    ]
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": [
+      "https://network.switch.ch/"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://www.ulakbim.gov.tr/ulaknet/istatistik"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://istatistik.ulakbim.gov.tr"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://istatistik.ulakbim.gov.tr"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://istatistik.ulakbim.gov.tr"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/ulaknet"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "traffic_statistics": true,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/uc"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "traffic_statistics": true,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/uc"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "traffic_statistics": true,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/uc"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "traffic_statistics": true,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/uc"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "traffic_statistics": true,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/uc"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "traffic_statistics": true,
+    "urls": [
+      "https://stat.ulakbim.gov.tr/uc"
+    ]
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "traffic_statistics": true,
+    "urls": []
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2009,
+    "traffic_statistics": true,
+    "urls": [
+      "http://zabbix.uran.net.ua"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2010,
+    "traffic_statistics": true,
+    "urls": [
+      "http://zabbix.uran.net.ua"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2011,
+    "traffic_statistics": true,
+    "urls": [
+      "http://zabbix.uran.net.ua"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2012,
+    "traffic_statistics": true,
+    "urls": [
+      "http://zabbix.uran.net.ua"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2013,
+    "traffic_statistics": true,
+    "urls": [
+      "http://zabbix.uran.net.ua"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2014,
+    "traffic_statistics": true,
+    "urls": [
+      "http://zabbix.uran.net.ua"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2015,
+    "traffic_statistics": true,
+    "urls": [
+      "http://zabbix.uran.net.ua"
+    ]
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2023,
+    "traffic_statistics": false,
+    "urls": []
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/TrafficVolume.json b/test/data/presentation_models_data/TrafficVolume.json
new file mode 100644
index 00000000..cfe9cf56
--- /dev/null
+++ b/test/data/presentation_models_data/TrafficVolume.json
@@ -0,0 +1,1892 @@
+[
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2020,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 1688.0,
+    "from_external": 5406.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2021,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 2440.0,
+    "from_external": 10800.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2022,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 3453.0,
+    "from_external": 18212.0
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2023,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 7450.0,
+    "from_external": 36547.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2016,
+    "to_customers": 664.0,
+    "from_customers": 664.0,
+    "to_external": 40.0,
+    "from_external": 13869.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2017,
+    "to_customers": 55320.0,
+    "from_customers": 55730.0,
+    "to_external": 15514.0,
+    "from_external": 16488.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2018,
+    "to_customers": 44280.0,
+    "from_customers": 48770.0,
+    "to_external": 29234.0,
+    "from_external": 37415.0
+  },
+  {
+    "nren": "ARNES",
+    "nren_country": "Slovenia",
+    "year": 2019,
+    "to_customers": 81959.0,
+    "from_customers": 77704.0,
+    "to_external": 34753.0,
+    "from_external": 52088.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2020,
+    "to_customers": 50.0,
+    "from_customers": 370.0,
+    "to_external": 0.0,
+    "from_external": 0.0
+  },
+  {
+    "nren": "AzScienceNet",
+    "nren_country": "Azerbaijan",
+    "year": 2021,
+    "to_customers": 50.0,
+    "from_customers": 370.0,
+    "to_external": 0.0,
+    "from_external": 0.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2016,
+    "to_customers": 410.0,
+    "from_customers": 410.0,
+    "to_external": 260.0,
+    "from_external": 4064.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2017,
+    "to_customers": 6941.0,
+    "from_customers": 2736.0,
+    "to_external": 822.0,
+    "from_external": 5027.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2018,
+    "to_customers": 9219.0,
+    "from_customers": 2236.0,
+    "to_external": 1250.0,
+    "from_external": 8234.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2019,
+    "to_customers": 10154.0,
+    "from_customers": 2976.0,
+    "to_external": 1240.0,
+    "from_external": 8418.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2020,
+    "to_customers": 8896.0,
+    "from_customers": 3025.0,
+    "to_external": 1018.0,
+    "from_external": 6889.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2021,
+    "to_customers": 8825.0,
+    "from_customers": 3695.0,
+    "to_external": 1060.0,
+    "from_external": 6190.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2022,
+    "to_customers": 8929.0,
+    "from_customers": 3714.0,
+    "to_external": 1163.0,
+    "from_external": 6378.0
+  },
+  {
+    "nren": "BASNET",
+    "nren_country": "Belarus",
+    "year": 2023,
+    "to_customers": 10030.0,
+    "from_customers": 5254.0,
+    "to_external": 2388.0,
+    "from_external": 7164.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2018,
+    "to_customers": 86476.0,
+    "from_customers": 48354.0,
+    "to_external": 48354.0,
+    "from_external": 86476.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2019,
+    "to_customers": 95085.0,
+    "from_customers": 55434.0,
+    "to_external": 55434.0,
+    "from_external": 95085.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2020,
+    "to_customers": 138970.0,
+    "from_customers": 104709.0,
+    "to_external": 104709.0,
+    "from_external": 138970.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2021,
+    "to_customers": 346079.0,
+    "from_customers": 371872.0,
+    "to_external": 346079.0,
+    "from_external": 371872.0
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2022,
+    "to_customers": 130116.8,
+    "from_customers": 76992.2,
+    "to_external": 76992.2,
+    "from_external": 130116.8
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "to_customers": 132300.0,
+    "from_customers": 78300.0,
+    "to_external": 78300.0,
+    "from_external": 132300.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2018,
+    "to_customers": 45.0,
+    "from_customers": 274.0,
+    "to_external": 3266.0,
+    "from_external": 19602.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2019,
+    "to_customers": 70.0,
+    "from_customers": 396.0,
+    "to_external": 4500.0,
+    "from_external": 25500.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2020,
+    "to_customers": 84.0,
+    "from_customers": 480.0,
+    "to_external": 5400.0,
+    "from_external": 30000.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2021,
+    "to_customers": 240.0,
+    "from_customers": 1200.0,
+    "to_external": 5800.0,
+    "from_external": 58000.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2022,
+    "to_customers": 459.0,
+    "from_customers": 732.0,
+    "to_external": 11095.0,
+    "from_external": 35379.0
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2023,
+    "to_customers": 782.0,
+    "from_customers": 432.0,
+    "to_external": 10445.0,
+    "from_external": 37781.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "to_customers": 40180.0,
+    "from_customers": 40180.0,
+    "to_external": 13369.0,
+    "from_external": 40870.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "to_customers": 135100.0,
+    "from_customers": 145969.0,
+    "to_external": 33143.0,
+    "from_external": 46483.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "to_customers": 177405.0,
+    "from_customers": 193104.0,
+    "to_external": 42225.0,
+    "from_external": 63053.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "to_customers": 222766.0,
+    "from_customers": 241457.0,
+    "to_external": 44997.0,
+    "from_external": 75078.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "to_customers": 233656.0,
+    "from_customers": 257278.0,
+    "to_external": 66976.0,
+    "from_external": 104096.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "to_customers": 319586.0,
+    "from_customers": 347773.0,
+    "to_external": 61466.0,
+    "from_external": 95531.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "to_customers": 383311.0,
+    "from_customers": 419283.0,
+    "to_external": 65260.0,
+    "from_external": 117287.0
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "to_customers": 417755.0,
+    "from_customers": 458779.0,
+    "to_external": 78986.0,
+    "from_external": 158166.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "to_customers": 110270.0,
+    "from_customers": 110270.0,
+    "to_external": 103696.0,
+    "from_external": 14000.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "to_customers": 71600.0,
+    "from_customers": 31800.0,
+    "to_external": 13100.0,
+    "from_external": 31200.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "to_customers": 79600.0,
+    "from_customers": 34300.0,
+    "to_external": 13100.0,
+    "from_external": 31200.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "to_customers": 85000.0,
+    "from_customers": 38100.0,
+    "to_external": 17400.0,
+    "from_external": 42600.0
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 20000.0,
+    "from_external": 40000.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2016,
+    "to_customers": 1155.0,
+    "from_customers": 1155.0,
+    "to_external": 825.0,
+    "from_external": 80.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2017,
+    "to_customers": 17.0,
+    "from_customers": 10.0,
+    "to_external": 7.0,
+    "from_external": 15.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2018,
+    "to_customers": 224.0,
+    "from_customers": 158.0,
+    "to_external": 65.0,
+    "from_external": 149.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2019,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 14090.0,
+    "from_external": 56150.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2020,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 14090.0,
+    "from_external": 56150.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2021,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 17120.0,
+    "from_external": 62350.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2022,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 20150.0,
+    "from_external": 75500.0
+  },
+  {
+    "nren": "CYNET",
+    "nren_country": "Cyprus",
+    "year": 2023,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 50150.0,
+    "from_external": 150500.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2018,
+    "to_customers": 418483.0,
+    "from_customers": 107537.0,
+    "to_external": 91770.0,
+    "from_external": 393254.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2020,
+    "to_customers": 86000.0,
+    "from_customers": 38000.0,
+    "to_external": 35000.0,
+    "from_external": 78000.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2021,
+    "to_customers": 136431.0,
+    "from_customers": 99136.0,
+    "to_external": 43418.0,
+    "from_external": 80638.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2022,
+    "to_customers": 54120.0,
+    "from_customers": 26750.0,
+    "to_external": 32750.0,
+    "from_external": 85040.0
+  },
+  {
+    "nren": "DeiC",
+    "nren_country": "Denmark",
+    "year": 2023,
+    "to_customers": 54120.0,
+    "from_customers": 26750.0,
+    "to_external": 32750.0,
+    "from_external": 85040.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2016,
+    "to_customers": 133512.0,
+    "from_customers": 133512.0,
+    "to_external": 30019.0,
+    "from_external": 197033.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "to_customers": 252516.0,
+    "from_customers": 147679.0,
+    "to_external": 155331.0,
+    "from_external": 265772.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 0.0,
+    "from_external": 330000.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2019,
+    "to_customers": 470720.0,
+    "from_customers": 341215.0,
+    "to_external": 268030.0,
+    "from_external": 396978.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2020,
+    "to_customers": 581223.0,
+    "from_customers": 472993.0,
+    "to_external": 377112.0,
+    "from_external": 485670.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2021,
+    "to_customers": 427102.0,
+    "from_customers": 488400.0,
+    "to_external": 438122.0,
+    "from_external": 499004.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2022,
+    "to_customers": 443859.0,
+    "from_customers": 574218.0,
+    "to_external": 441444.0,
+    "from_external": 595647.0
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2023,
+    "to_customers": 420726.0,
+    "from_customers": 668836.0,
+    "to_external": 398789.0,
+    "from_external": 688390.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "to_customers": 37800.0,
+    "from_customers": 37800.0,
+    "to_external": 6400.0,
+    "from_external": 14748.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2017,
+    "to_customers": 16228.0,
+    "from_customers": 7270.0,
+    "to_external": 6157.0,
+    "from_external": 14748.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2018,
+    "to_customers": 23587.0,
+    "from_customers": 9120.0,
+    "to_external": 5490.0,
+    "from_external": 12821.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2019,
+    "to_customers": 25482.0,
+    "from_customers": 11180.0,
+    "to_external": 6990.0,
+    "from_external": 13215.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2020,
+    "to_customers": 172500.0,
+    "from_customers": 115050.0,
+    "to_external": 81990.0,
+    "from_external": 116526.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2021,
+    "to_customers": 149561.0,
+    "from_customers": 216414.0,
+    "to_external": 67824.0,
+    "from_external": 105883.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2022,
+    "to_customers": 53509.0,
+    "from_customers": 23251.0,
+    "to_external": 20094.0,
+    "from_external": 50814.0
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2023,
+    "to_customers": 438350.0,
+    "from_customers": 190477.0,
+    "to_external": 164546.0,
+    "from_external": 415151.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "to_customers": 7270.0,
+    "from_customers": 7270.0,
+    "to_external": 6157.0,
+    "from_external": 86452.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "to_customers": 188000.0,
+    "from_customers": 167000.0,
+    "to_external": 153000.0,
+    "from_external": 213000.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "to_customers": 198000.0,
+    "from_customers": 128000.0,
+    "to_external": 132000.0,
+    "from_external": 188000.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "to_customers": 276000.0,
+    "from_customers": 175000.0,
+    "to_external": 107000.0,
+    "from_external": 179000.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "to_customers": 350000.0,
+    "from_customers": 237000.0,
+    "to_external": 160000.0,
+    "from_external": 244000.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "to_customers": 297566.0,
+    "from_customers": 238818.0,
+    "to_external": 162544.0,
+    "from_external": 204570.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "to_customers": 302000.0,
+    "from_customers": 265000.0,
+    "to_external": 195000.0,
+    "from_external": 207000.0
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "to_customers": 373000.0,
+    "from_customers": 315000.0,
+    "to_external": 315000.0,
+    "from_external": 315000.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2016,
+    "to_customers": 17000.0,
+    "from_customers": 17000.0,
+    "to_external": 28000.0,
+    "from_external": 382.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2017,
+    "to_customers": 200.0,
+    "from_customers": 530.0,
+    "to_external": 330.0,
+    "from_external": 500.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2018,
+    "to_customers": 850.0,
+    "from_customers": 850.0,
+    "to_external": 700.0,
+    "from_external": 900.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2019,
+    "to_customers": 850.0,
+    "from_customers": 850.0,
+    "to_external": 700.0,
+    "from_external": 900.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2020,
+    "to_customers": 650.0,
+    "from_customers": 650.0,
+    "to_external": 500.0,
+    "from_external": 700.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2021,
+    "to_customers": 650.0,
+    "from_customers": 650.0,
+    "to_external": 500.0,
+    "from_external": 700.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2022,
+    "to_customers": 800.0,
+    "from_customers": 800.0,
+    "to_external": 600.0,
+    "from_external": 900.0
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2023,
+    "to_customers": 1600.0,
+    "from_customers": 800.0,
+    "to_external": 600.0,
+    "from_external": 1800.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "to_customers": 26880.0,
+    "from_customers": 20736.0,
+    "to_external": 35850.0,
+    "from_external": 27187.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "to_customers": 18544.0,
+    "from_customers": 10803.0,
+    "to_external": 33310.0,
+    "from_external": 53473.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "to_customers": 23306.0,
+    "from_customers": 15278.0,
+    "to_external": 54316.0,
+    "from_external": 32245.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "to_customers": 31744.0,
+    "from_customers": 16384.0,
+    "to_external": 65228.0,
+    "from_external": 43315.0
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "to_customers": 38123.0,
+    "from_customers": 18370.0,
+    "to_external": 47104.0,
+    "from_external": 47616.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2016,
+    "to_customers": 65964.0,
+    "from_customers": 65964.0,
+    "to_external": 57421.0,
+    "from_external": 15213.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "to_customers": 27588.0,
+    "from_customers": 18580.0,
+    "to_external": 11915.0,
+    "from_external": 20739.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "to_customers": 33798.0,
+    "from_customers": 16777.0,
+    "to_external": 9465.0,
+    "from_external": 26688.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "to_customers": 937.0,
+    "from_customers": 13121.0,
+    "to_external": 12832.0,
+    "from_external": 29262.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "to_customers": 40162.0,
+    "from_customers": 16942.0,
+    "to_external": 11625.0,
+    "from_external": 34791.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "to_customers": 29696.0,
+    "from_customers": 14436.0,
+    "to_external": 11869.0,
+    "from_external": 26179.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "to_customers": 36419.0,
+    "from_customers": 14520.0,
+    "to_external": 14765.0,
+    "from_external": 34958.0
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "to_customers": 56675.0,
+    "from_customers": 19880.0,
+    "to_external": 52916.0,
+    "from_external": 18690.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "to_customers": 26676.0,
+    "from_customers": 11352.0,
+    "to_external": 0.0,
+    "from_external": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "to_customers": 23533.0,
+    "from_customers": 12259.0,
+    "to_external": 0.0,
+    "from_external": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "to_customers": 19197.0,
+    "from_customers": 13639.0,
+    "to_external": 0.0,
+    "from_external": 0.0
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "to_customers": 67017.0,
+    "from_customers": 23652.0,
+    "to_external": 0.0,
+    "from_external": 0.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2016,
+    "to_customers": 15.0,
+    "from_customers": 15.0,
+    "to_external": 10268.0,
+    "from_external": 365268.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2017,
+    "to_customers": 487956.0,
+    "from_customers": 190876.0,
+    "to_external": 162298.0,
+    "from_external": 474223.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2018,
+    "to_customers": 487956.0,
+    "from_customers": 190876.0,
+    "to_external": 162298.0,
+    "from_external": 474223.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2019,
+    "to_customers": 765977.0,
+    "from_customers": 319893.0,
+    "to_external": 240320.0,
+    "from_external": 670979.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "to_customers": 931285.0,
+    "from_customers": 459118.0,
+    "to_external": 365666.0,
+    "from_external": 838284.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "to_customers": 433862.0,
+    "from_customers": 673960.0,
+    "to_external": 411609.0,
+    "from_external": 668882.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "to_customers": 930684.0,
+    "from_customers": 627085.0,
+    "to_external": 549324.0,
+    "from_external": 863921.0
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "to_customers": 930684.0,
+    "from_customers": 627085.0,
+    "to_external": 549324.0,
+    "from_external": 863921.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "to_customers": 138996.0,
+    "from_customers": 138996.0,
+    "to_external": 119598.0,
+    "from_external": 60000.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "to_customers": 369612.0,
+    "from_customers": 138996.0,
+    "to_external": 20000.0,
+    "from_external": 60000.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 20000.0,
+    "from_external": 60000.0
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 0.0,
+    "from_external": 60000.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2022,
+    "to_customers": 14838.0,
+    "from_customers": 338.0,
+    "to_external": 1744.0,
+    "from_external": 3020.0
+  },
+  {
+    "nren": "LAT",
+    "nren_country": "Latvia",
+    "year": 2023,
+    "to_customers": 14838.0,
+    "from_customers": 338.0,
+    "to_external": 1744.0,
+    "from_external": 3020.0
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 5731.7,
+    "from_external": 13189.33
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 5543.33,
+    "from_external": 13672.69
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 4947.69,
+    "from_external": 15055.72
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 5673.25,
+    "from_external": 13534.88
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2021,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 6670.95,
+    "from_external": 16125.6
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2022,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 7025.8,
+    "from_external": 22112.8
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2023,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 7025.8,
+    "from_external": 22112.8
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2019,
+    "to_customers": 230.2,
+    "from_customers": 46.2,
+    "to_external": 53.6,
+    "from_external": 245.3
+  },
+  {
+    "nren": "MREN",
+    "nren_country": "Montenegro",
+    "year": 2020,
+    "to_customers": 230.2,
+    "from_customers": 46.2,
+    "to_external": 53.6,
+    "from_external": 245.3
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2016,
+    "to_customers": 0.0,
+    "from_customers": 0.0,
+    "to_external": 20000.0,
+    "from_external": 62680.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2017,
+    "to_customers": 114114.0,
+    "from_customers": 115990.0,
+    "to_external": 40283.0,
+    "from_external": 92248.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2018,
+    "to_customers": 114115.0,
+    "from_customers": 52129.0,
+    "to_external": 52129.0,
+    "from_external": 92424.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2020,
+    "to_customers": 238670.0,
+    "from_customers": 119005.0,
+    "to_external": 55185.0,
+    "from_external": 110076.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2021,
+    "to_customers": 266485.0,
+    "from_customers": 133407.0,
+    "to_external": 49402.0,
+    "from_external": 121947.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2022,
+    "to_customers": 296718.0,
+    "from_customers": 135409.0,
+    "to_external": 55897.0,
+    "from_external": 150419.0
+  },
+  {
+    "nren": "PSNC",
+    "nren_country": "Poland",
+    "year": 2023,
+    "to_customers": 354183.0,
+    "from_customers": 136886.0,
+    "to_external": 62023.0,
+    "from_external": 180423.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2018,
+    "to_customers": 40.0,
+    "from_customers": 65.0,
+    "to_external": 40.0,
+    "from_external": 65.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2019,
+    "to_customers": 40.0,
+    "from_customers": 65.0,
+    "to_external": 40.0,
+    "from_external": 65.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2020,
+    "to_customers": 40.0,
+    "from_customers": 65.0,
+    "to_external": 40.0,
+    "from_external": 65.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2021,
+    "to_customers": 1017.0,
+    "from_customers": 960.0,
+    "to_external": 262.0,
+    "from_external": 219.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2022,
+    "to_customers": 1017.0,
+    "from_customers": 960.0,
+    "to_external": 262.0,
+    "from_external": 219.0
+  },
+  {
+    "nren": "RASH",
+    "nren_country": "Albania",
+    "year": 2023,
+    "to_customers": 69.0,
+    "from_customers": 40.0,
+    "to_external": 195.0,
+    "from_external": 26.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2016,
+    "to_customers": 115990.0,
+    "from_customers": 115990.0,
+    "to_external": 34830.0,
+    "from_external": 115000.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "to_customers": 140000.0,
+    "from_customers": 79000.0,
+    "to_external": 74000.0,
+    "from_external": 115000.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "to_customers": 205000.0,
+    "from_customers": 105000.0,
+    "to_external": 99200.0,
+    "from_external": 206000.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "to_customers": 123110.0,
+    "from_customers": 53288.0,
+    "to_external": 58900.0,
+    "from_external": 105200.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "to_customers": 152089.0,
+    "from_customers": 71290.0,
+    "to_external": 69500.0,
+    "from_external": 129000.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "to_customers": 143320.0,
+    "from_customers": 85558.0,
+    "to_external": 82400.0,
+    "from_external": 106585.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2022,
+    "to_customers": 182894.0,
+    "from_customers": 95330.0,
+    "to_external": 91118.0,
+    "from_external": 158780.0
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "to_customers": 206232.0,
+    "from_customers": 120246.0,
+    "to_external": 94027.0,
+    "from_external": 180451.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2016,
+    "to_customers": 79000.0,
+    "from_customers": 79000.0,
+    "to_external": 74000.0,
+    "from_external": 384.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "to_customers": 861.0,
+    "from_customers": 332.0,
+    "to_external": 384.0,
+    "from_external": 384.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "to_customers": 861.0,
+    "from_customers": 332.0,
+    "to_external": 384.0,
+    "from_external": 384.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "to_customers": 861.0,
+    "from_customers": 332.0,
+    "to_external": 384.0,
+    "from_external": 384.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "to_customers": 961.0,
+    "from_customers": 432.0,
+    "to_external": 484.0,
+    "from_external": 444.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "to_customers": 961.0,
+    "from_customers": 432.0,
+    "to_external": 484.0,
+    "from_external": 444.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "to_customers": 961.0,
+    "from_customers": 432.0,
+    "to_external": 484.0,
+    "from_external": 444.0
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2023,
+    "to_customers": 961.0,
+    "from_customers": 432.0,
+    "to_external": 907.0,
+    "from_external": 10879.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2016,
+    "to_customers": 332000.0,
+    "from_customers": 332000.0,
+    "to_external": 382000.0,
+    "from_external": 120000.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "to_customers": 180000.0,
+    "from_customers": 130000.0,
+    "to_external": 114000.0,
+    "from_external": 165000.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "to_customers": 223000.0,
+    "from_customers": 139000.0,
+    "to_external": 123000.0,
+    "from_external": 203000.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "to_customers": 283000.0,
+    "from_customers": 187000.0,
+    "to_external": 139000.0,
+    "from_external": 228000.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "to_customers": 301000.0,
+    "from_customers": 202000.0,
+    "to_external": 189000.0,
+    "from_external": 288000.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "to_customers": 301000.0,
+    "from_customers": 202000.0,
+    "to_external": 189000.0,
+    "from_external": 288000.0
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "to_customers": 416000.0,
+    "from_customers": 387000.0,
+    "to_external": 274000.0,
+    "from_external": 303000.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2016,
+    "to_customers": 111.0,
+    "from_customers": 111.0,
+    "to_external": 81.0,
+    "from_external": 5238.6
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2017,
+    "to_customers": 517.5,
+    "from_customers": 2372.0,
+    "to_external": 5238.6,
+    "from_external": 5238.6
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2018,
+    "to_customers": 1023.0,
+    "from_customers": 4581.0,
+    "to_external": 1558.0,
+    "from_external": 11562.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2019,
+    "to_customers": 1180.0,
+    "from_customers": 4810.0,
+    "to_external": 1606.0,
+    "from_external": 12023.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2020,
+    "to_customers": 12678.0,
+    "from_customers": 5237.0,
+    "to_external": 1968.0,
+    "from_external": 9565.0
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2021,
+    "to_customers": 15119.4,
+    "from_customers": 4623.05,
+    "to_external": 3088.13,
+    "from_external": 13583.48
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2022,
+    "to_customers": 18866.44,
+    "from_customers": 8014.4,
+    "to_external": 4582.07,
+    "from_external": 15486.29
+  },
+  {
+    "nren": "Restena",
+    "nren_country": "Luxembourg",
+    "year": 2023,
+    "to_customers": 23698.81,
+    "from_customers": 11567.29,
+    "to_external": 5003.97,
+    "from_external": 17505.71
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2016,
+    "to_customers": 3392.2,
+    "from_customers": 3392.2,
+    "to_external": 2970.7,
+    "from_external": 25370.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2017,
+    "to_customers": 39800.0,
+    "from_customers": 26950.0,
+    "to_external": 15260.0,
+    "from_external": 30050.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2018,
+    "to_customers": 36568.0,
+    "from_customers": 24878.0,
+    "to_external": 19633.0,
+    "from_external": 35111.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2019,
+    "to_customers": 39045.0,
+    "from_customers": 26443.0,
+    "to_external": 21456.0,
+    "from_external": 37856.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2020,
+    "to_customers": 43650.0,
+    "from_customers": 16410.0,
+    "to_external": 22500.0,
+    "from_external": 49415.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2022,
+    "to_customers": 59765.0,
+    "from_customers": 64975.0,
+    "to_external": 39660.0,
+    "from_external": 36770.0
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2023,
+    "to_customers": 59765.0,
+    "from_customers": 64975.0,
+    "to_external": 42182.0,
+    "from_external": 52397.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2016,
+    "to_customers": 20309.0,
+    "from_customers": 20309.0,
+    "to_external": 20738.0,
+    "from_external": 43752.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "to_customers": 41832.0,
+    "from_customers": 20309.0,
+    "to_external": 19501.0,
+    "from_external": 48942.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "to_customers": 77006.0,
+    "from_customers": 36376.0,
+    "to_external": 38458.0,
+    "from_external": 89361.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "to_customers": 171492.0,
+    "from_customers": 122485.0,
+    "to_external": 81658.0,
+    "from_external": 131367.0
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "to_customers": 211807.0,
+    "from_customers": 132857.0,
+    "to_external": 92246.0,
+    "from_external": 177870.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2017,
+    "to_customers": 60912.0,
+    "from_customers": 44283.0,
+    "to_external": 6498.0,
+    "from_external": 3585.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2018,
+    "to_customers": 60912.0,
+    "from_customers": 44283.0,
+    "to_external": 6498.0,
+    "from_external": 3585.0
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2019,
+    "to_customers": 622868.0,
+    "from_customers": 479820.0,
+    "to_external": 60013.0,
+    "from_external": 45128.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2017,
+    "to_customers": 129270.0,
+    "from_customers": 73713.0,
+    "to_external": 63557.0,
+    "from_external": 118257.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2018,
+    "to_customers": 175180.0,
+    "from_customers": 99048.0,
+    "to_external": 74789.0,
+    "from_external": 148277.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2019,
+    "to_customers": 171042.0,
+    "from_customers": 86132.0,
+    "to_external": 77518.0,
+    "from_external": 162716.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2020,
+    "to_customers": 186788.0,
+    "from_customers": 93083.0,
+    "to_external": 73662.0,
+    "from_external": 158346.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2021,
+    "to_customers": 159369.0,
+    "from_customers": 119880.0,
+    "to_external": 95639.0,
+    "from_external": 151404.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2022,
+    "to_customers": 210766.0,
+    "from_customers": 144599.0,
+    "to_external": 110415.0,
+    "from_external": 171576.0
+  },
+  {
+    "nren": "SURF",
+    "nren_country": "Netherlands",
+    "year": 2023,
+    "to_customers": 284625.0,
+    "from_customers": 179610.0,
+    "to_external": 155994.0,
+    "from_external": 278145.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "to_customers": 24.0,
+    "from_customers": 24.0,
+    "to_external": 27.0,
+    "from_external": 60009.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "to_customers": 56964.0,
+    "from_customers": 46807.0,
+    "to_external": 45878.0,
+    "from_external": 57893.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "to_customers": 73759.0,
+    "from_customers": 54025.0,
+    "to_external": 36461.0,
+    "from_external": 57013.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "to_customers": 88449.0,
+    "from_customers": 55031.0,
+    "to_external": 43914.0,
+    "from_external": 75287.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "to_customers": 139107.0,
+    "from_customers": 82579.0,
+    "to_external": 58558.0,
+    "from_external": 102917.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "to_customers": 166250.0,
+    "from_customers": 126202.0,
+    "to_external": 77770.0,
+    "from_external": 103148.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "to_customers": 168108.0,
+    "from_customers": 131372.0,
+    "to_external": 98397.0,
+    "from_external": 119108.0
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "to_customers": 209837.0,
+    "from_customers": 160891.0,
+    "to_external": 116911.0,
+    "from_external": 153452.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2016,
+    "to_customers": 36609.0,
+    "from_customers": 36609.0,
+    "to_external": 53166.0,
+    "from_external": 57900.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "to_customers": 23300.0,
+    "from_customers": 6500.0,
+    "to_external": 0.0,
+    "from_external": 72000.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "to_customers": 1811.0,
+    "from_customers": 8739.0,
+    "to_external": 19966.0,
+    "from_external": 96340.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "to_customers": 1920.0,
+    "from_customers": 8770.0,
+    "to_external": 19245.0,
+    "from_external": 96750.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "to_customers": 1901.0,
+    "from_customers": 9593.0,
+    "to_external": 20961.0,
+    "from_external": 105738.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "to_customers": 2681.0,
+    "from_customers": 6756.0,
+    "to_external": 29553.0,
+    "from_external": 74476.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "to_customers": 392.0,
+    "from_customers": 850.0,
+    "to_external": 39204.0,
+    "from_external": 85043.0
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "to_customers": 830.0,
+    "from_customers": 2800.0,
+    "to_external": 41728.0,
+    "from_external": 139889.0
+  }
+]
\ No newline at end of file
diff --git a/test/data/presentation_models_data/WeatherMap.json b/test/data/presentation_models_data/WeatherMap.json
new file mode 100644
index 00000000..660aad4c
--- /dev/null
+++ b/test/data/presentation_models_data/WeatherMap.json
@@ -0,0 +1,1934 @@
+[
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://netiis.rcub.bg.ac.rs/netiis/NetIIS"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://netiis.rcub.bg.ac.rs/netiis/NetIIS?service=main&ID=group.21361"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://netiis.rcub.bg.ac.rs/netiis/NetIIS?service=main&action=show&ID=group.21361"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://netiis.rcub.bg.ac.rs/netiis/NetIIS?service=main&action=show&ID=group.21361"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://netiis.rcub.bg.ac.rs/netiis/NetIIS?service=main&action=show&ID=group.21361"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://netiis.rcub.bg.ac.rs/netiis/NetIIS?service=main&action=show&ID=group.21361"
+  },
+  {
+    "nren": "AMRES",
+    "nren_country": "Serbia",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://netiis.rcub.bg.ac.rs/netiis/NetIIS?service=main&action=show&ID=group.21361"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2019,
+    "weather_map": true,
+    "url": "http://weathermap.asnet.am/cacti/weathermap/ASNET.html"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2020,
+    "weather_map": true,
+    "url": "http://weathermap.asnet.am/cacti/weathermap/ASNET.html"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2021,
+    "weather_map": true,
+    "url": "http://weathermap.asnet.am/cacti/weathermap/ASNET.html"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2022,
+    "weather_map": true,
+    "url": "http://weathermap.asnet.am/cacti/weathermap/ASNET.html"
+  },
+  {
+    "nren": "ASNET-AM",
+    "nren_country": "Armenia",
+    "year": 2023,
+    "weather_map": true,
+    "url": "http://weathermap.asnet.am/cacti/weathermap/ASNET.html"
+  },
+  {
+    "nren": "Belnet",
+    "nren_country": "Belgium",
+    "year": 2023,
+    "weather_map": true,
+    "url": "https://status.belnet.be/"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://netmon.acad.bg"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2018,
+    "weather_map": true,
+    "url": "http://netmon.acad.bg"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2019,
+    "weather_map": true,
+    "url": "http://netmon.acad.bg"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2020,
+    "weather_map": true,
+    "url": "http://netmon.acad.bg"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2021,
+    "weather_map": true,
+    "url": "http://netmon.acad.bg"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2022,
+    "weather_map": true,
+    "url": "http://netmon.acad.bg"
+  },
+  {
+    "nren": "BREN",
+    "nren_country": "Bulgaria",
+    "year": 2023,
+    "weather_map": true,
+    "url": "http://netmon.acad.bg/"
+  },
+  {
+    "nren": "CARNET",
+    "nren_country": "Croatia",
+    "year": 2012,
+    "weather_map": true,
+    "url": "beacon.carnet.hr"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://www.cesnet.cz/provoz/zatizeni"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://www.cesnet.cz/provoz/zatizeni"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://www.cesnet.cz/provoz/zatizeni"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://www.cesnet.cz/provoz/zatizeni"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://www.cesnet.cz/provoz/zatizeni"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://www.cesnet.cz/provoz/zatizeni"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://netreport.cesnet.cz/netreport"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2016,
+    "weather_map": true,
+    "url": "http://netreport.cesnet.cz/netreport"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2017,
+    "weather_map": true,
+    "url": "http://netreport.cesnet.cz/netreport"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2018,
+    "weather_map": true,
+    "url": "http://netreport.cesnet.cz/netreport"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2019,
+    "weather_map": true,
+    "url": "http://netreport.cesnet.cz/netreport"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2020,
+    "weather_map": true,
+    "url": "http://netreport.cesnet.cz/netreport"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2021,
+    "weather_map": true,
+    "url": "http://netreport.cesnet.cz/netreport"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2022,
+    "weather_map": true,
+    "url": "http://netreport.cesnet.cz/netreport"
+  },
+  {
+    "nren": "CESNET",
+    "nren_country": "Czech Republic",
+    "year": 2023,
+    "weather_map": true,
+    "url": "http://netreport.cesnet.cz/netreport/"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://www.csc.fi/funet/status/tools/wm"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://www.csc.fi/funet/status/tools/wm"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://www.csc.fi/funet/status/tools/wm"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://www.csc.fi/funet/status/tools/wm"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://www.csc.fi/funet/status/tools/wm"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://www.csc.fi/funet/status/tools/wm"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2015,
+    "weather_map": true,
+    "url": "https://info.funet.fi/cgi-bin/map/wm"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2016,
+    "weather_map": true,
+    "url": "https://info.funet.fi/cgi-bin/map/wm"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2017,
+    "weather_map": true,
+    "url": "https://info.funet.fi/cgi-bin/map/wm"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2018,
+    "weather_map": true,
+    "url": "https://info.funet.fi/cgi-bin/map/wm"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2019,
+    "weather_map": true,
+    "url": "https://info.funet.fi/cgi-bin/map/wm"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2020,
+    "weather_map": true,
+    "url": "https://info.funet.fi/netmap"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2021,
+    "weather_map": true,
+    "url": "https://info.funet.fi/netmap"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2022,
+    "weather_map": true,
+    "url": "https://info.funet.fi/netmap"
+  },
+  {
+    "nren": "CSC",
+    "nren_country": "Finland",
+    "year": 2023,
+    "weather_map": true,
+    "url": "https://info.funet.fi/netmap"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://www-win.rrze.uni-erlangen.de/cgi-bin/ipqos/map.pl?config=win"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://www-win.rrze.uni-erlangen.de/cgi-bin/ipqos/map.pl?config=win"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://www.win-labor.dfn.de/cgi-bin/hades/map.pl?config=win"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://www.win-labor.dfn.de/cgi-bin/hades/map.pl?config=win"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://www.win-labor.dfn.de/cgi-bin/hades/map.pl?config=win"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2017,
+    "weather_map": true,
+    "url": "http://www.win-labor.dfn.de/cgi-bin/hades/map.pl?config=win"
+  },
+  {
+    "nren": "DFN",
+    "nren_country": "Germany",
+    "year": 2018,
+    "weather_map": true,
+    "url": "http://www.win-labor.dfn.de/cgi-bin/hades/map.pl?config=win"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://muhutaja.eenet.ee"
+  },
+  {
+    "nren": "EENet",
+    "nren_country": "Estonia",
+    "year": 2010,
+    "weather_map": false,
+    "url": "http://muhutaja.eenet.ee"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://www.fccn.pt/index.php?module=pagemaster&PAGE_user_op=view_page&PAGE_id=70&MMN_position=26:1"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://www.fccn.pt/index.php?module=pagemaster&PAGE_user_op=view_page&PAGE_id=70&MMN_position=26:1"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://www.fccn.pt/pt/servicos/conectividade-e-infraestrutura/rcts-ip/dados-em-tempo-real"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://www.fccn.pt/pt/servicos/conectividade-e-infraestrutura/rcts-ip/dados-em-tempo-real"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://www.fccn.pt/pt/servicos/conectividade-e-infraestrutura/rcts-ip/dados-em-tempo-real"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://www.fccn.pt/pt/servicos/conectividade-e-infraestrutura/rcts-ip/dados-em-tempo-real"
+  },
+  {
+    "nren": "FCCN",
+    "nren_country": "Portugal",
+    "year": 2016,
+    "weather_map": false,
+    "url": "http://www.fccn.pt/pt/servicos/conectividade-e-infraestrutura/rcts-ip/dados-em-tempo-real"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2010,
+    "weather_map": true,
+    "url": "https://www.noc.garr.it/GINS/svg/weathermap.php"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://ginsdr.dir.garr.it/Weathermap/mapgen.php?slice=bb_ip"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://ginsdr.dir.garr.it/Weathermap/mapgen.php?slice=garrx_top"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2013,
+    "weather_map": true,
+    "url": "https://gins.garr.it/Weathermap/mapgen.php?slice=garrx_top"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2014,
+    "weather_map": true,
+    "url": "https://gins.garr.it/Weathermap/mapgen.php?slice=garrx_top"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2015,
+    "weather_map": true,
+    "url": "https://gins.garr.it/Weathermap/mapgen.php?slice=garrx_top"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2016,
+    "weather_map": true,
+    "url": "https://gins.garr.it/Weathermap/mapgen.php?slice=garrx_top"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2017,
+    "weather_map": true,
+    "url": "https://gins.garr.it/xWeathermap/mapgen.php?slice=garrx_top"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2018,
+    "weather_map": true,
+    "url": "https://gins.garr.it/xWeathermap/mapgen.php?slice=garrx_top"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2019,
+    "weather_map": true,
+    "url": "https://gins.garr.it/xWeathermap/mapgen.php?slice=garrx_top"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2020,
+    "weather_map": true,
+    "url": "https://gins.garr.it/xWeathermap/mapgen.php?slice=garrx_top"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2021,
+    "weather_map": true,
+    "url": "https://gins.garr.it/xWeathermap/mapgen.php?slice=garrx_top"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2022,
+    "weather_map": true,
+    "url": "https://gins.garr.it/xWeathermap/mapgenT.php?slice=garrt_ip"
+  },
+  {
+    "nren": "GARR",
+    "nren_country": "Italy",
+    "year": 2023,
+    "weather_map": true,
+    "url": "https://gins.garr.it/xWeathermap/mapgenT.php?slice=garrt_ip"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2012,
+    "weather_map": false,
+    "url": "http://netview.grena.ge"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2013,
+    "weather_map": false,
+    "url": "http://netview.grena.ge"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2014,
+    "weather_map": false,
+    "url": "http://netview.grena.ge"
+  },
+  {
+    "nren": "GRENA",
+    "nren_country": "Georgia",
+    "year": 2015,
+    "weather_map": false,
+    "url": "http://netview.grena.ge"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://netmon.grnet.gr/map.shtml"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://mon.grnet.gr/network/maps"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2015,
+    "weather_map": true,
+    "url": "https://mon.grnet.gr/maps/metromap"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2017,
+    "weather_map": true,
+    "url": "https://mon.grnet.gr/networkmap"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2018,
+    "weather_map": true,
+    "url": "https://mon.grnet.gr/networkmap"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2019,
+    "weather_map": true,
+    "url": "https://mon.grnet.gr/networkmap"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2020,
+    "weather_map": true,
+    "url": "https://mon.grnet.gr/networkmap"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2021,
+    "weather_map": true,
+    "url": "https://mon.grnet.gr/networkmap"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2022,
+    "weather_map": true,
+    "url": "https://mon.grnet.gr/networkmap"
+  },
+  {
+    "nren": "GRNET",
+    "nren_country": "Greece",
+    "year": 2023,
+    "weather_map": true,
+    "url": "https://mon.grnet.gr/networkmap/"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2017,
+    "weather_map": true,
+    "url": "www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2018,
+    "weather_map": true,
+    "url": "www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2019,
+    "weather_map": true,
+    "url": "www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2020,
+    "weather_map": true,
+    "url": "www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2021,
+    "weather_map": true,
+    "url": "www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2022,
+    "weather_map": true,
+    "url": "www.hea.net"
+  },
+  {
+    "nren": "HEAnet",
+    "nren_country": "Ireland",
+    "year": 2023,
+    "weather_map": true,
+    "url": "https://www.hea.net"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://noc.ilan.net.il/stats/weathermap.png"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://noc.ilan.net.il/stats/weathermap.png"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://noc.ilan.net.il/stats/weathermap.png"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://noc.ilan.net.il/stats/weathermap.png"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://noc.ilan.net.il/stats/weathermap.png"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://noc.ilan.net.il/stats/weathermap.png"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://noc.ilan.net.il/stats/weathermap.png"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2017,
+    "weather_map": true,
+    "url": "https://portal.iucc.ac.il/weathermap"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2018,
+    "weather_map": true,
+    "url": "https://portal.iucc.ac.il/weathermap"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2019,
+    "weather_map": true,
+    "url": "https://portal.iucc.ac.il/weathermap"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2020,
+    "weather_map": true,
+    "url": "https://portal.iucc.ac.il/weathermap"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2021,
+    "weather_map": true,
+    "url": "https://portal.iucc.ac.il/weathermap"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2022,
+    "weather_map": true,
+    "url": "https://portal.iucc.ac.il/weathermap"
+  },
+  {
+    "nren": "IUCC",
+    "nren_country": "Israel",
+    "year": 2023,
+    "weather_map": true,
+    "url": "https://portal.iucc.ac.il/weathermap/"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://netsight.ja.net/Public/HomePage.aspx"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://netsight.ja.net/Public/HomePage.aspx"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://netsight.ja.net/Public/HomePage.aspx"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://netsight.ja.net/Public/HomePage.aspx"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://netsight.ja.net/Public/HomePage.aspx"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2015,
+    "weather_map": false,
+    "url": "http://netsight.ja.net/Public/HomePage.aspx"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2020,
+    "weather_map": true,
+    "url": "https://netsight3.ja.net/view"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2021,
+    "weather_map": true,
+    "url": "https://netsight3.ja.net/view"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2022,
+    "weather_map": true,
+    "url": "https://netsight3.ja.net/view"
+  },
+  {
+    "nren": "Jisc",
+    "nren_country": "United Kingdom",
+    "year": 2023,
+    "weather_map": true,
+    "url": "https://netsight3.ja.net/view"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2010,
+    "weather_map": true,
+    "url": "https://rrd-ma.perfsonar.vh.hbone.hu/wetter"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2011,
+    "weather_map": true,
+    "url": "https://rrd-ma.perfsonar.vh.hbone.hu/wm"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2012,
+    "weather_map": true,
+    "url": "https://rrd-ma.perfsonar.vh.hbone.hu/wm"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2013,
+    "weather_map": true,
+    "url": "https://alder.vh.hbone.hu/wmsvg/hboneplus.php"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2014,
+    "weather_map": true,
+    "url": "https://alder.vh.hbone.hu/wmsvg/hboneplus.php"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2015,
+    "weather_map": true,
+    "url": "https://alder.vh.hbone.hu/wetter"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2016,
+    "weather_map": true,
+    "url": "https://alder.vh.hbone.hu/wetter"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2017,
+    "weather_map": true,
+    "url": "https://alder.vh.hbone.hu/wetter"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2018,
+    "weather_map": true,
+    "url": "https://alder.vh.hbone.hu/wetter"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2019,
+    "weather_map": true,
+    "url": "https://alder.vh.hbone.hu/wetter"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2020,
+    "weather_map": true,
+    "url": "https://alder.vh.hbone.hu/wetter"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2021,
+    "weather_map": true,
+    "url": "https://alder.vh.hbone.hu/wetter"
+  },
+  {
+    "nren": "KIFU",
+    "nren_country": "Hungary",
+    "year": 2022,
+    "weather_map": true,
+    "url": "https://alder.vh.hbone.hu/wetter"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://monitor.litnet.lt"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://www.litnet.lt/map.php"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://www.litnet.lt/index.php/topologija/59-srautai"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://www.litnet.lt/index.php/topologija/59-srautai"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://www.litnet.lt/index.php/topologija/59-srautai"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://www.litnet.lt/index.php/topologija/srautu-zemelapis"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://www.litnet.lt/index.php/topologija/srautu-zemelapis"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2016,
+    "weather_map": true,
+    "url": "https://www.litnet.lt/lt/topologija/125-srautai"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2017,
+    "weather_map": true,
+    "url": "https://www.litnet.lt/lt/topologija/125-srautai"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2018,
+    "weather_map": true,
+    "url": "https://www.litnet.lt/lt/topologija/125-srautai"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2019,
+    "weather_map": true,
+    "url": "https://litnet.lt/lt/topologija-4/srautai"
+  },
+  {
+    "nren": "LITNET",
+    "nren_country": "Lithuania",
+    "year": 2020,
+    "weather_map": true,
+    "url": "https://litnet.lt/lt/topologija/srautai"
+  },
+  {
+    "nren": "MARnet",
+    "nren_country": "North Macedonia",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://anal.ukim.mk/mrtgwebcfg"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://www.rediris.es/red/ri2wm/ri2wm-out-1024.png"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://www.rediris.es/conectividad/weathermap"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://www.rediris.es/conectividad/weathermap"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://www.rediris.es/conectividad/weathermap"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://www.rediris.es/conectividad/weathermap"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://www.rediris.es/conectividad/weathermap"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://www.rediris.es/conectividad/weathermap"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2017,
+    "weather_map": true,
+    "url": "http://www.rediris.es/conectividad/weathermap"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2018,
+    "weather_map": true,
+    "url": "http://www.rediris.es/conectividad/weathermap"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2019,
+    "weather_map": true,
+    "url": "http://www.rediris.es/conectividad/weathermap"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2020,
+    "weather_map": true,
+    "url": "http://www.rediris.es/conectividad/weathermap"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2021,
+    "weather_map": true,
+    "url": "http://www.rediris.es/conectividad/weathermap"
+  },
+  {
+    "nren": "RedIRIS",
+    "nren_country": "Spain",
+    "year": 2023,
+    "weather_map": true,
+    "url": "https://www.rediris.es/conectividad/weathermap/"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://stat.renam.md"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://stat.renam.md/cacti/plugins/weathermap/weathermap-cacti-plugin.php"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2017,
+    "weather_map": true,
+    "url": "stat.renam.md"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2018,
+    "weather_map": true,
+    "url": "stat.renam.md"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2019,
+    "weather_map": true,
+    "url": "stat.renam.md"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2020,
+    "weather_map": false,
+    "url": "stat.renam.md"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2021,
+    "weather_map": false,
+    "url": "stat.renam.md"
+  },
+  {
+    "nren": "RENAM",
+    "nren_country": "Moldova",
+    "year": 2022,
+    "weather_map": false,
+    "url": "stat.renam.md"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://www.renater.fr/Metrologie/map-Renater4"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://pasillo.renater.fr/weathermap/weathermap_france.html"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://www.renater.fr/raccourci"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://www.renater.fr/raccourci"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://www.renater.fr/raccourci"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://www.renater.fr/raccourci"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2017,
+    "weather_map": true,
+    "url": "https://pasillo.renater.fr/weathermap/weathermap_metropole.html"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2018,
+    "weather_map": true,
+    "url": "https://pasillo.renater.fr/weathermap/weathermap_metropole.html"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2019,
+    "weather_map": true,
+    "url": "https://pasillo.renater.fr/weathermap/weathermap_metropole.html"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2020,
+    "weather_map": true,
+    "url": "https://pasillo.renater.fr/weathermap/weathermap_metropole.html"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2021,
+    "weather_map": true,
+    "url": "https://pasillo.renater.fr/weathermap/weathermap_metropole.html"
+  },
+  {
+    "nren": "RENATER",
+    "nren_country": "France",
+    "year": 2022,
+    "weather_map": true,
+    "url": "https://www.renater.fr/documentation/ressources-multimedia/weathermap/metropole"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://rhnet.is/english/traffic-map.html"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2010,
+    "weather_map": true,
+    "url": "www.rhnet.is/english/traffic-map.html"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://www.rhnet.is/traffic-map-en.html"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://www.rhnet.is/traffic-map-en.html"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://www.rhnet.is/traffic-map/rhnet-traffic-map.html"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://www.rhnet.is/traffic-map.html"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://www.rhnet.is/traffic-map.html"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2016,
+    "weather_map": true,
+    "url": "http://www.rhnet.is/traffic-map.html"
+  },
+  {
+    "nren": "RHnet",
+    "nren_country": "Iceland",
+    "year": 2017,
+    "weather_map": true,
+    "url": "http://www.rhnet.is/traffic-map.html"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2009,
+    "weather_map": true,
+    "url": "https://admin.roedu.net/weathermap"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2010,
+    "weather_map": true,
+    "url": "https://admin.roedu.net/weathermap/mapgraph"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2011,
+    "weather_map": true,
+    "url": "https://admin.roedu.net/weathermap/mapgraph"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2012,
+    "weather_map": true,
+    "url": "https://admin.roedu.net/weathermap/mapgraph"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2013,
+    "weather_map": true,
+    "url": "https://nmis.roedu.net/weathermap"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2014,
+    "weather_map": true,
+    "url": "https://nmis.roedu.net/weathermap"
+  },
+  {
+    "nren": "RoEduNet",
+    "nren_country": "Romania",
+    "year": 2015,
+    "weather_map": true,
+    "url": "https://nmis.roedu.net/weathermap"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://samon.cvt.stuba.sk"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://samon.cvt.stuba.sk/mapa/sanet.html"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://samon.cvt.stuba.sk/mapa/sanet.html"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://samon.cvt.stuba.sk/mapa/sanet.html"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://samon.cvt.stuba.sk/mapa"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://samon.cvt.stuba.sk/mapa"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2017,
+    "weather_map": true,
+    "url": "http://samon.cvt.stuba.sk/mapa"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2018,
+    "weather_map": true,
+    "url": "http://samon.cvt.stuba.sk/mapa"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2019,
+    "weather_map": true,
+    "url": "http://samon.cvt.stuba.sk/mapa"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2020,
+    "weather_map": true,
+    "url": "http://samon.cvt.stuba.sk/mapa"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2021,
+    "weather_map": true,
+    "url": "http://samon.cvt.stuba.sk/mapa"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2022,
+    "weather_map": true,
+    "url": "http://samon.cvt.stuba.sk/mapa"
+  },
+  {
+    "nren": "SANET",
+    "nren_country": "Slovakia",
+    "year": 2023,
+    "weather_map": true,
+    "url": "https://samon.bts.sk/mapa/"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://drift.uninett.no/kartg/last-en"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://drift.uninett.no/stat-q/load-map/uninett"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://drift.uninett.no/stat-q/load-map/uninett"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://drift.uninett.no/stat-q/load-map/uninett"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://stats.uninett.no/stat-q/load-map/uninett"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://stats.uninett.no/stat-q/load-map/uninett"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://stats.uninett.no/stat-q/load-map/uninett"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2017,
+    "weather_map": true,
+    "url": "http://stats.uninett.no/stat-q/load-map/uninett"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2018,
+    "weather_map": false,
+    "url": "http://stats.uninett.no/stat-q/load-map/uninett"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2020,
+    "weather_map": true,
+    "url": "https://stats.uninett.no/stat-q/load-map/uninett"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2022,
+    "weather_map": true,
+    "url": "http://stats.uninett.no/stat-q/load-map/uninett"
+  },
+  {
+    "nren": "Sikt",
+    "nren_country": "Norway",
+    "year": 2023,
+    "weather_map": true,
+    "url": "http://stats.uninett.no/stat-q/load-map/uninett,,traffic,peak"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://stats.sunet.se/stat-q/load-map/optosunet-core"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://stats.sunet.se"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://stats.sunet.se"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://stats.sunet.se"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://stats.sunet.se"
+  },
+  {
+    "nren": "SUNET",
+    "nren_country": "Sweden",
+    "year": 2015,
+    "weather_map": true,
+    "url": "http://stats.sunet.se"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://www.switch.ch/network/operation/weathermap"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://www.switch.ch/network/operation/weathermap"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://www.switch.ch/network/operation/weathermap"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://www.switch.ch/network/operation/weathermap"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2013,
+    "weather_map": true,
+    "url": "http://www.switch.ch/network/operation/weathermap"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2014,
+    "weather_map": true,
+    "url": "http://www.switch.ch/network/operation/weathermap"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2015,
+    "weather_map": true,
+    "url": "https://traffic.lan.switch.ch/pub/swiss-map"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2016,
+    "weather_map": true,
+    "url": "https://traffic.lan.switch.ch/pub/swiss-map"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2017,
+    "weather_map": true,
+    "url": "https://traffic.lan.switch.ch/pub/swiss-map"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2018,
+    "weather_map": true,
+    "url": "https://traffic.lan.switch.ch/pub/swiss-map"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2019,
+    "weather_map": true,
+    "url": "https://traffic.lan.switch.ch/pub/swiss-map"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2020,
+    "weather_map": true,
+    "url": "https://traffic.lan.switch.ch/pub/swiss-map"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2021,
+    "weather_map": true,
+    "url": "https://traffic.lan.switch.ch/pub/swiss-map"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2022,
+    "weather_map": true,
+    "url": "https://traffic.lan.switch.ch/pub/swiss-map"
+  },
+  {
+    "nren": "SWITCH",
+    "nren_country": "Switzerland",
+    "year": 2023,
+    "weather_map": true,
+    "url": "https://network.switch.ch/pub/swiss-map/"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2009,
+    "weather_map": true,
+    "url": "http://www.ulakbim.gov.tr/ulaknet/istatistik/snmp/index.uhtml"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2010,
+    "weather_map": true,
+    "url": "http://istatistik.ulakbim.gov.tr/omurga/s_omurga"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2011,
+    "weather_map": true,
+    "url": "http://istatistik.ulakbim.gov.tr/omurga/s_omurga"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://istatistik.ulakbim.gov.tr/omurga/s_omurga/index.uhtml"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2013,
+    "weather_map": true,
+    "url": "https://stat.ulakbim.gov.tr/ulaknet"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2014,
+    "weather_map": true,
+    "url": "https://stat.ulakbim.gov.tr/ulaknet"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2015,
+    "weather_map": true,
+    "url": "https://stat.ulakbim.gov.tr/ulaknet"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2017,
+    "weather_map": true,
+    "url": "https://stat.ulakbim.gov.tr/ulaknet"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2018,
+    "weather_map": true,
+    "url": "https://stat.ulakbim.gov.tr/ulaknet"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2019,
+    "weather_map": true,
+    "url": "https://stat.ulakbim.gov.tr/ulaknet"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2020,
+    "weather_map": true,
+    "url": "https://stat.ulakbim.gov.tr/ulaknet"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2021,
+    "weather_map": true,
+    "url": "https://stat.ulakbim.gov.tr/ulaknet"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2022,
+    "weather_map": true,
+    "url": "https://stat.ulakbim.gov.tr/ulaknet"
+  },
+  {
+    "nren": "ULAKBIM",
+    "nren_country": "Turkey",
+    "year": 2023,
+    "weather_map": true,
+    "url": "https://stat.ulakbim.gov.tr/ulaknet/"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2012,
+    "weather_map": true,
+    "url": "http://uran.ua/~eng/net-ukraine.htm"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2013,
+    "weather_map": false,
+    "url": "http://uran.ua/~eng/net-ukraine.htm"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2014,
+    "weather_map": false,
+    "url": "http://uran.ua/~eng/net-ukraine.htm"
+  },
+  {
+    "nren": "URAN",
+    "nren_country": "Ukraine",
+    "year": 2015,
+    "weather_map": false,
+    "url": "http://uran.ua/~eng/net-ukraine.htm"
+  }
+]
\ No newline at end of file
diff --git a/test/data/service-matrix-services.json b/test/data/service-matrix-services.json
index 55a6ba94..13824047 100644
--- a/test/data/service-matrix-services.json
+++ b/test/data/service-matrix-services.json
@@ -165,7 +165,7 @@
     "description": "Virtual point to point circuits or VPNs delivered as a service to users."
   },
   "procurement": {
-    "name": "Procurement/brokerage",
+    "name": "Procurement Brokerage",
     "category": "professional_services",
     "description": "Procurement services, inc. negotiating agreements and framework agreements."
   },
-- 
GitLab


From d264ee2232343c78aa852f6a438a9d0964cc40cd Mon Sep 17 00:00:00 2001
From: Bjarke Madsen <bjarke@nordu.net>
Date: Fri, 20 Dec 2024 15:18:32 +0100
Subject: [PATCH 2/8] rename alienwave column

---
 compendium_v2/db/presentation_models.py       |  6 ++---
 .../3b28f1ccec65_fix_alienwave_column_name.py | 25 +++++++++++++++++++
 .../survey_publisher_old_db_2022.py           |  2 +-
 compendium_v2/publishers/year/map_2023.py     |  2 +-
 4 files changed, 30 insertions(+), 5 deletions(-)
 create mode 100644 compendium_v2/migrations/versions/3b28f1ccec65_fix_alienwave_column_name.py

diff --git a/compendium_v2/db/presentation_models.py b/compendium_v2/db/presentation_models.py
index faeaffdd..d80e9a8b 100644
--- a/compendium_v2/db/presentation_models.py
+++ b/compendium_v2/db/presentation_models.py
@@ -756,7 +756,7 @@ class AlienWave(PresentationModel):
     nren_id: Mapped[int_pk_fkNREN]
     nren: Mapped[NREN] = relationship(lazy='joined')
     year: Mapped[int_pk]
-    alien_wave_third_pary: Mapped[Optional[YesNoPlanned]]
+    alien_wave_third_party: Mapped[Optional[YesNoPlanned]]
     nr_of_alien_wave_third_party_services: Mapped[Optional[int]]
     alien_wave_internal: Mapped[Optional[bool]]
 
@@ -764,8 +764,8 @@ class AlienWave(PresentationModel):
         return {
             **self.nren.to_dict(),
             'year': self.year,
-            'alien_wave_third_party': self.alien_wave_third_pary.value
-            if self.alien_wave_third_pary is not None else None,
+            'alien_wave_third_party': self.alien_wave_third_party.value
+            if self.alien_wave_third_party is not None else None,
             'nr_of_alien_wave_third_party_services': self.nr_of_alien_wave_third_party_services,
             'alien_wave_internal': self.alien_wave_internal
         }
diff --git a/compendium_v2/migrations/versions/3b28f1ccec65_fix_alienwave_column_name.py b/compendium_v2/migrations/versions/3b28f1ccec65_fix_alienwave_column_name.py
new file mode 100644
index 00000000..a280d9be
--- /dev/null
+++ b/compendium_v2/migrations/versions/3b28f1ccec65_fix_alienwave_column_name.py
@@ -0,0 +1,25 @@
+# flake8: noqa
+"""Fix alienwave column name
+
+Revision ID: 3b28f1ccec65
+Revises: cb8aea87cab5
+Create Date: 2024-12-20 14:12:14.091292
+
+"""
+from alembic import op
+import sqlalchemy as sa
+from sqlalchemy.dialects import postgresql
+
+# revision identifiers, used by Alembic.
+revision = '3b28f1ccec65'
+down_revision = 'cb8aea87cab5'
+branch_labels = None
+depends_on = None
+
+
+def upgrade():
+    op.alter_column('alien_wave', 'alien_wave_third_pary', new_column_name='alien_wave_third_party')
+
+
+def downgrade():
+    op.alter_column('alien_wave', 'alien_wave_third_party', new_column_name='alien_wave_third_pary')
diff --git a/compendium_v2/publishers/survey_publisher_old_db_2022.py b/compendium_v2/publishers/survey_publisher_old_db_2022.py
index 2a6d9cc2..f14cb467 100644
--- a/compendium_v2/publishers/survey_publisher_old_db_2022.py
+++ b/compendium_v2/publishers/survey_publisher_old_db_2022.py
@@ -1276,7 +1276,7 @@ def transfer_alien_wave(nren_dict):
             nren=nren_dict[nren_name],
             nren_id=nren_dict[nren_name].id,
             year=year,
-            alien_wave_third_pary=alien.get((nren_name, year)),
+            alien_wave_third_party=alien.get((nren_name, year)),
             nr_of_alien_wave_third_party_services=nr.get((nren_name, year)),
             alien_wave_internal=internal.get((nren_name, year))
         )
diff --git a/compendium_v2/publishers/year/map_2023.py b/compendium_v2/publishers/year/map_2023.py
index e46153d5..5dc40e9a 100644
--- a/compendium_v2/publishers/year/map_2023.py
+++ b/compendium_v2/publishers/year/map_2023.py
@@ -576,7 +576,7 @@ def map_alienwave_entry(nren: NREN, year: int, answers: Dict[str, Any]):
         return {
             'nren_id': nren.id,
             'year': year,
-            'alien_wave_third_pary': alienwave_services,
+            'alien_wave_third_party': alienwave_services,
             'nr_of_alien_wave_third_party_services': int_or_none(answers, "alienwave_services_number"),
             'alien_wave_internal': alienwave_internal
         }
-- 
GitLab


From 24ec34403463904fce759f9d8f547e99d6daddc7 Mon Sep 17 00:00:00 2001
From: Bjarke Madsen <bjarke@nordu.net>
Date: Fri, 20 Dec 2024 15:19:41 +0100
Subject: [PATCH 3/8] Move keys around a bit

---
 compendium_v2/db/presentation_models.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/compendium_v2/db/presentation_models.py b/compendium_v2/db/presentation_models.py
index d80e9a8b..5a3b578f 100644
--- a/compendium_v2/db/presentation_models.py
+++ b/compendium_v2/db/presentation_models.py
@@ -919,10 +919,10 @@ class NRENService(PresentationModel):
         return {
             **self.nren.to_dict(),
             'year': self.year,
+            'service_name': self.service.name,
+            'service_category': self.service.category.value,
+            'service_description': self.service.description,
             'product_name': self.product_name,
             'additional_information': self.additional_information,
             'official_description': self.official_description,
-            'service_name': self.service.name,
-            'service_category': self.service.category.value,
-            'service_description': self.service.description
         }
-- 
GitLab


From 63e426aa9dc9946d2a0d23c7a4884082cf97d95a Mon Sep 17 00:00:00 2001
From: Bjarke Madsen <bjarke@nordu.net>
Date: Fri, 20 Dec 2024 15:20:57 +0100
Subject: [PATCH 4/8] Fix data download to work with keys that are lists of
 dicts

---
 compendium_v2/routes/data_download.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/compendium_v2/routes/data_download.py b/compendium_v2/routes/data_download.py
index f71739e6..f2eba24a 100644
--- a/compendium_v2/routes/data_download.py
+++ b/compendium_v2/routes/data_download.py
@@ -48,7 +48,12 @@ def _fetch(table_model, nrens):
             for e in data:
                 for key, val in list(e.items()):
                     if isinstance(val, list):
-                        e[key] = ', '.join(val)
+                        if val and isinstance(val[0], dict):
+                            for i, v in enumerate(val):
+                                for k, v in v.items():
+                                    e[f'{key}_{i}_{k}'] = v
+                        else:
+                            e[key] = ', '.join(val)
             result.extend(data)
 
     return result
-- 
GitLab


From 0529e904d590bc90d495c84f731648b7c8609430 Mon Sep 17 00:00:00 2001
From: Bjarke Madsen <bjarke@nordu.net>
Date: Fri, 20 Dec 2024 15:21:22 +0100
Subject: [PATCH 5/8] add to_dict for remaining unused models

---
 compendium_v2/db/presentation_models.py | 27 +++++++++++++++++++++++++
 1 file changed, 27 insertions(+)

diff --git a/compendium_v2/db/presentation_models.py b/compendium_v2/db/presentation_models.py
index 5a3b578f..c0a07f36 100644
--- a/compendium_v2/db/presentation_models.py
+++ b/compendium_v2/db/presentation_models.py
@@ -549,6 +549,14 @@ class RemoteCampuses(PresentationModel):
     remote_campus_connectivity: Mapped[bool]
     connections: Mapped[List[RemoteCampus]] = mapped_column(JSON)
 
+    def to_dict(self, download=False):
+        return {
+            **self.nren.to_dict(),
+            'year': self.year,
+            'remote_campus_connectivity': self.remote_campus_connectivity,
+            'connections': self.connections
+        }
+
     def __iter__(self):
         if self.connections:
             for connection in self.connections:
@@ -796,6 +804,25 @@ class ExternalConnections(PresentationModel):
     year: Mapped[int_pk]
     connections: Mapped[List[ExternalConnection]] = mapped_column(JSON)
 
+    def to_dict(self, download=False):
+        connections = []
+
+        for connection in self.connections:
+            connections.append({
+                'link_name': connection['link_name'],
+                'capacity': float(connection['capacity']) if connection['capacity'] else None,
+                'from_organization': connection['from_organization'],
+                'to_organization': connection['to_organization'],
+                'interconnection_method': ConnectionMethod(connection['interconnection_method']).value
+                if connection['interconnection_method'] is not None else None
+            })
+
+        return {
+            **self.nren.to_dict(),
+            'year': self.year,
+            'connections': connections
+        }
+
     def __iter__(self):
         for connection in self.connections:
             yield {
-- 
GitLab


From 750accac33a53ae82257d877a858c5658cf0be9d Mon Sep 17 00:00:00 2001
From: Bjarke Madsen <bjarke@nordu.net>
Date: Fri, 20 Dec 2024 15:21:44 +0100
Subject: [PATCH 6/8] fix schemas and update docs

---
 compendium_v2/routes/api.py     |  17 ++-
 compendium_v2/routes/schemas.py | 196 ++++++++++++++++++++++++++------
 2 files changed, 168 insertions(+), 45 deletions(-)

diff --git a/compendium_v2/routes/api.py b/compendium_v2/routes/api.py
index 5c1eebfa..4735f79b 100644
--- a/compendium_v2/routes/api.py
+++ b/compendium_v2/routes/api.py
@@ -32,13 +32,13 @@ models = [
     (CentralProcurement, '/central-procurement', 'CENTRAL_PROCUREMENT_RESPONSE_SCHEMA'),
     (CertificateProviders, '/certificate-providers', 'CERTIFICATE_PROVIDER_RESPONSE_SCHEMA'),
     (ChargingStructure, '/charging', 'CHARGING_STRUCTURE_RESPONSE_SCHEMA'),
-    (CommercialChargingLevel, '/connected-charging', 'CONNECTED_USERS_RESPONSE_SCHEMA'),
-    (CommercialConnectivity, '/connected-commercial', 'CONNECTED_USERS_RESPONSE_SCHEMA'),
-    (ConnectedProportion, '/connected-proportion', 'CONNECTED_USERS_RESPONSE_SCHEMA'),
-    (ConnectionCarrier, '/connected-carrier', 'CONNECTED_USERS_RESPONSE_SCHEMA'),
-    (ConnectivityGrowth, '/connected-growth', 'CONNECTED_USERS_RESPONSE_SCHEMA'),
-    (ConnectivityLevel, '/connected-level', 'CONNECTED_USERS_RESPONSE_SCHEMA'),
-    (ConnectivityLoad, '/connected-load', 'CONNECTED_USERS_RESPONSE_SCHEMA'),
+    (CommercialChargingLevel, '/connected-charging', 'COMMERCIAL_CHARGING_LEVEL_RESPONSE_SCHEMA'),
+    (CommercialConnectivity, '/connected-commercial', 'COMMERCIAL_CONNECTIVITY_RESPONSE_SCHEMA'),
+    (ConnectedProportion, '/connected-proportion', 'CONNECTED_PROPORTION_RESPONSE_SCHEMA'),
+    (ConnectionCarrier, '/connected-carrier', 'CONNECTION_CARRIER_RESPONSE_SCHEMA'),
+    (ConnectivityGrowth, '/connected-growth', 'CONNECTIVITY_GROWTH_RESPONSE_SCHEMA'),
+    (ConnectivityLevel, '/connected-level', 'CONNECTIVITY_LEVEL_RESPONSE_SCHEMA'),
+    (ConnectivityLoad, '/connected-load', 'CONNECTIVITY_LOAD_RESPONSE_SCHEMA'),
     (CrisisExercises, '/crisis-exercises', 'CRISIS_EXERCISES_RESPONSE_SCHEMA'),
     (DarkFibreInstalled, '/dark-fibre-installed', 'DARK_FIBRE_INSTALLED_RESPONSE_SCHEMA'),
     (DarkFibreLease, '/dark-fibre-lease', 'DARK_FIBRE_LEASE_RESPONSE_SCHEMA'),
@@ -83,9 +83,8 @@ for model, endpoint, schema in models:
     view_func = create_view_func(model)
     view_func.__name__ = f'{model.__name__.lower()}_view'
     view_func.__doc__ = f"""
-    Handler for /api{endpoint} requests.
+    Handler for /api{endpoint} requests. Returns data for the {model.__name__} presentation model.
 
-    Returns data for the {model.__name__} presentation model.
     {model.__doc__ or ''}
 
     Response will be formatted as:
diff --git a/compendium_v2/routes/schemas.py b/compendium_v2/routes/schemas.py
index 3060f5f9..63df6f3d 100644
--- a/compendium_v2/routes/schemas.py
+++ b/compendium_v2/routes/schemas.py
@@ -21,9 +21,9 @@ ALIEN_WAVE_RESPONSE_SCHEMA = {
             'type': 'object',
             'properties': {
                 **NREN_YEAR_DATAPOINT,
-                'alien_wave_third_party': {'type': 'string'},
-                'nr_of_alien_wave_third_party_services': {'type': 'integer'},
-                'alien_wave_internal': {'type': 'boolean'},
+                'alien_wave_third_party': {'type': ['string', 'null']},
+                'nr_of_alien_wave_third_party_services': {'type': ['integer', 'null']},
+                'alien_wave_internal': {'type': ['boolean', 'null']},
             },
             'required': [*NREN_YEAR_DATAPOINT_REQUIRED],
             'additionalProperties': False
@@ -59,8 +59,8 @@ CAPACITY_RESPONSE_SCHEMA = {
             'type': 'object',
             'properties': {
                 **NREN_YEAR_DATAPOINT,
-                'largest_link_capacity': {'type': 'number'},
-                'typical_backbone_capacity': {'type': 'number'},
+                'largest_link_capacity': {'type': ['number', 'null']},
+                'typical_backbone_capacity': {'type': ['number', 'null']},
             },
             'required': [*NREN_YEAR_DATAPOINT_REQUIRED],
             'additionalProperties': False
@@ -78,7 +78,7 @@ CENTRAL_PROCUREMENT_RESPONSE_SCHEMA = {
             'properties': {
                 **NREN_YEAR_DATAPOINT,
                 'central_procurement': {'type': 'boolean'},
-                'amount': {'type': 'number'},
+                'amount': {'type': ['number', 'null']},
             },
             'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'central_procurement', 'amount'],
             'additionalProperties': False
@@ -127,13 +127,13 @@ CHARGING_STRUCTURE_RESPONSE_SCHEMA = {
 COMMERCIAL_CHARGING_LEVEL_RESPONSE_SCHEMA = {
     '$schema': 'http://json-schema.org/draft-07/schema#',
     'definitions': {
-        'policy': {
+        'charging_level': {
             'type': 'object',
             'properties': {
                 **NREN_YEAR_DATAPOINT,
-                'collaboration': {'type': 'string'},
-                'service_supplier': {'type': 'string'},
-                'direct_peering': {'type': 'string'}
+                'collaboration': {'type': ['string', 'null']},
+                'service_supplier': {'type': ['string', 'null']},
+                'direct_peering': {'type': ['string', 'null']}
             },
             'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'collaboration', 'service_supplier', 'direct_peering'],
             'additionalProperties': False
@@ -141,22 +141,45 @@ COMMERCIAL_CHARGING_LEVEL_RESPONSE_SCHEMA = {
     },
 
     'type': 'array',
-    'items': {'$ref': '#/definitions/connected/proportion'}
+    'items': {'$ref': '#/definitions/charging_level'}
 }
 
-CONNECTED_USERS_RESPONSE_SCHEMA = {
+COMMERCIAL_CONNECTIVITY_RESPONSE_SCHEMA = {
     '$schema': 'http://json-schema.org/draft-07/schema#',
     'definitions': {
-        'policy': {
+        'connectivity': {
             'type': 'object',
             'properties': {
                 **NREN_YEAR_DATAPOINT,
-                'strategic_plan': {'type': 'string'},
-                'user_category': {'type': 'string'},
-                'coverage': {'type': 'string'},
-                'number_connected': {'type': 'integer'},
-                'market_share': {'type': 'integer'},
-                'users_served': {'type': 'integer'},
+                'commercial_r_and_e': {'type': ['string', 'null']},
+                'commercial_general': {'type': ['string', 'null']},
+                'commercial_collaboration': {'type': ['string', 'null']},
+                'commercial_service_provider': {'type': ['string', 'null']},
+                'university_spin_off': {'type': ['string', 'null']},
+            },
+            'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'commercial_r_and_e',
+                         'commercial_general', 'commercial_collaboration',
+                         'commercial_service_provider', 'university_spin_off'],
+            'additionalProperties': False
+        }
+    },
+
+    'type': 'array',
+    'items': {'$ref': '#/definitions/connectivity'}
+}
+
+CONNECTED_PROPORTION_RESPONSE_SCHEMA = {
+    '$schema': 'http://json-schema.org/draft-07/schema#',
+    'definitions': {
+        'connectedproportion': {
+            'type': 'object',
+            'properties': {
+                **NREN_YEAR_DATAPOINT,
+                'user_category': {'type': ['string', 'null']},
+                'coverage': {'type': ['string', 'null']},
+                'number_connected': {'type': ['integer', 'null']},
+                'market_share': {'type': ['number', 'null']},
+                'users_served': {'type': ['integer', 'null']},
 
             },
             'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'user_category', 'coverage', 'number_connected',
@@ -166,7 +189,94 @@ CONNECTED_USERS_RESPONSE_SCHEMA = {
     },
 
     'type': 'array',
-    'items': {'$ref': '#/definitions/connected/proportion'}
+    'items': {'$ref': '#/definitions/connectedproportion'}
+}
+
+CONNECTION_CARRIER_RESPONSE_SCHEMA = {
+    '$schema': 'http://json-schema.org/draft-07/schema#',
+    'definitions': {
+        'carrier': {
+            'type': 'object',
+            'properties': {
+                **NREN_YEAR_DATAPOINT,
+                'user_category': {'type': ['string', 'null']},
+                'carry_mechanism': {'type': ['string', 'null']},
+
+            },
+            'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'user_category', 'carry_mechanism'],
+            'additionalProperties': False
+        }
+    },
+
+    'type': 'array',
+    'items': {'$ref': '#/definitions/carrier'}
+}
+
+CONNECTIVITY_GROWTH_RESPONSE_SCHEMA = {
+    '$schema': 'http://json-schema.org/draft-07/schema#',
+    'definitions': {
+        'growth': {
+            'type': 'object',
+            'properties': {
+                **NREN_YEAR_DATAPOINT,
+                'user_category': {'type': ['string', 'null']},
+                'growth': {'type': ['integer', 'null']},
+
+            },
+            'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'user_category', 'growth'],
+            'additionalProperties': False
+        }
+    },
+
+    'type': 'array',
+    'items': {'$ref': '#/definitions/growth'}
+}
+
+CONNECTIVITY_LEVEL_RESPONSE_SCHEMA = {
+    '$schema': 'http://json-schema.org/draft-07/schema#',
+    'definitions': {
+        'level': {
+            'type': 'object',
+            'properties': {
+                **NREN_YEAR_DATAPOINT,
+                'user_category': {'type': ['string', 'null']},
+                'typical_speed': {'type': ['integer', 'null']},
+                'highest_speed': {'type': ['integer', 'null']},
+                'highest_speed_proportion': {'type': ['number', 'null']},
+
+            },
+            'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'user_category', 'typical_speed',
+                         'highest_speed', 'highest_speed_proportion'],
+            'additionalProperties': False
+        }
+    },
+
+    'type': 'array',
+    'items': {'$ref': '#/definitions/level'}
+}
+
+CONNECTIVITY_LOAD_RESPONSE_SCHEMA = {
+    '$schema': 'http://json-schema.org/draft-07/schema#',
+    'definitions': {
+        'level': {
+            'type': 'object',
+            'properties': {
+                **NREN_YEAR_DATAPOINT,
+                'user_category': {'type': ['string', 'null']},
+                'average_load_from_institutions': {'type': ['integer', 'null']},
+                'average_load_to_institutions': {'type': ['integer', 'null']},
+                'peak_load_from_institutions': {'type': ['integer', 'null']},
+                'peak_load_to_institutions': {'type': ['integer', 'null']},
+
+            },
+            'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'user_category', 'average_load_from_institutions',
+                         'average_load_to_institutions', 'peak_load_from_institutions', 'peak_load_to_institutions'],
+            'additionalProperties': False
+        }
+    },
+
+    'type': 'array',
+    'items': {'$ref': '#/definitions/level'}
 }
 
 CORPORATE_STRATEGY_RESPONSE_SCHEMA = {
@@ -230,9 +340,9 @@ DARK_FIBRE_LEASE_RESPONSE_SCHEMA = {
             'properties': {
                 **NREN_YEAR_DATAPOINT,
                 'iru_or_lease': {'type': 'boolean'},
-                'fibre_length_in_country': {'type': 'integer'},
-                'fibre_length_outside_country': {'type': 'integer'},
-                'iru_duration': {'type': 'number'},
+                'fibre_length_in_country': {'type': ['integer', 'null']},
+                'fibre_length_outside_country': {'type': ['integer', 'null']},
+                'iru_duration': {'type': ['number', 'null']},
             },
             'required': [*NREN_YEAR_DATAPOINT_REQUIRED],
             'additionalProperties': False
@@ -282,18 +392,24 @@ EOSC_LISTINGS_RESPONSE_SCHEMA = {
 EXTERNAL_CONNECTIONS_RESPONSE_SCHEMA = {
     '$schema': 'http://json-schema.org/draft-07/schema#',
     'definitions': {
-        'external_connection': {
+        'connection': {
             'type': 'object',
             'properties': {
                 **NREN_YEAR_DATAPOINT,
                 'link_name': {'type': 'string'},
-                'capacity': {'type': 'number'},
+                'capacity': {'type': ['number', 'null']},
                 'from_organization': {'type': 'string'},
                 'to_organization': {'type': 'string'},
                 'interconnection_method': {'type': ['string', 'null']}
             },
-            'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'link_name', 'capacity', 'from_organization',
-                         'to_organization', 'interconnection_method'],
+        },
+        'external_connection': {
+            'type': 'object',
+            'properties': {
+                **NREN_YEAR_DATAPOINT,
+                'connections': {'type': 'array', 'items': {'$ref': '#/definitions/connection'}}
+            },
+            'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'connections'],
             'additionalProperties': False
         }
     },
@@ -549,7 +665,7 @@ PASSIVE_MONITORING_RESPONSE_SCHEMA = {
             'properties': {
                 **NREN_YEAR_DATAPOINT,
                 'monitoring': {'type': 'boolean'},
-                "method": {'type': 'string'},
+                "method": {'type': ['string', 'null']},
             },
             'required': [*NREN_YEAR_DATAPOINT_REQUIRED],
             'additionalProperties': False
@@ -605,15 +721,23 @@ POLICY_RESPONSE_SCHEMA = {
 REMOTE_CAMPUSES_RESPONSE_SCHEMA = {
     '$schema': 'http://json-schema.org/draft-07/schema#',
     'definitions': {
+        'connection': {
+            'type': 'object',
+            'properties': {
+                'country': {'type': 'string'},
+                'local_r_and_e_connection': {'type': ['boolean', 'null']},
+            },
+            'required': ['country', 'local_r_and_e_connection'],
+            'additionalProperties': False
+        },
         'remote_campuses': {
             'type': 'object',
             'properties': {
                 **NREN_YEAR_DATAPOINT,
                 'remote_campus_connectivity': {'type': 'boolean'},
-                'country': {'type': 'string'},
-                'local_r_and_e_connection': {'type': 'boolean'}
+                'connections': {'type': 'array', 'items': {'$ref': '#/definitions/connection'}}
             },
-            'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'remote_campus_connectivity'],
+            'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'remote_campus_connectivity', 'connections'],
             'additionalProperties': False
         }
     },
@@ -645,8 +769,8 @@ SERVICE_MANAGEMENT_RESPONSE_SCHEMA = {
             'type': 'object',
             'properties': {
                 **NREN_YEAR_DATAPOINT,
-                'service_management_framework': {'type': 'string'},
-                'service_level_targets': {'type': 'string'},
+                'service_management_framework': {'type': ['boolean', 'null']},
+                'service_level_targets': {'type': ['boolean', 'null']},
             },
             'required': [*NREN_YEAR_DATAPOINT_REQUIRED, 'service_management_framework', 'service_level_targets'],
             'additionalProperties': False
@@ -724,11 +848,11 @@ STANDARDS_RESPONSE_SCHEMA = {
             'type': 'object',
             'properties': {
                 **NREN_YEAR_DATAPOINT,
-                'audits': {'type': 'boolean'},
+                'audits': {'type': ['boolean', 'null']},
                 'audit_specifics': {'type': 'string'},
-                'business_continuity_plans': {'type': 'boolean'},
+                'business_continuity_plans': {'type': ['boolean', 'null']},
                 'business_continuity_plans_specifics': {'type': 'string'},
-                'crisis_management_procedure': {'type': 'boolean'}
+                'crisis_management_procedure': {'type': ['boolean', 'null']}
             },
             'required': [*NREN_YEAR_DATAPOINT_REQUIRED],
             'additionalProperties': False
-- 
GitLab


From 35f4b36b364dbfa015cf9ac0c9f5a9f40ffa65ad Mon Sep 17 00:00:00 2001
From: Bjarke Madsen <bjarke@nordu.net>
Date: Fri, 20 Dec 2024 15:22:01 +0100
Subject: [PATCH 7/8] Add script to dump data for tests

---
 compendium_v2/helpers.py                | 18 +++++++---
 compendium_v2/scripts/test_data_dump.py | 46 +++++++++++++++++++++++++
 2 files changed, 59 insertions(+), 5 deletions(-)
 create mode 100644 compendium_v2/scripts/test_data_dump.py

diff --git a/compendium_v2/helpers.py b/compendium_v2/helpers.py
index 2d3009f8..c02a1357 100644
--- a/compendium_v2/helpers.py
+++ b/compendium_v2/helpers.py
@@ -13,15 +13,18 @@ from sqlalchemy import select
 T = TypeVar('T', bound=PresentationModel)
 
 
-def get_data(table_class: Type[T]) -> Sequence[T]:
+def get_data(table_class: Type[T], is_request=True) -> Sequence[T]:
     if table_class == NREN:
         data = [extract_model_data(n) for n in db.session.scalars(select(NREN).order_by(NREN.name.asc()))]
         return list(chain(*data))
     select_statement = select(table_class).join(NREN).order_by(NREN.name.asc(), table_class.year.asc())
-    is_admin = (not current_user.is_anonymous) and current_user.is_admin
-    preview = is_admin and request.args.get('preview') is not None
-    if not preview:
-        select_statement = select_statement.where(table_class.year.not_in(select(PreviewYear.year)))
+
+    if is_request:
+        is_admin = (not current_user.is_anonymous) and current_user.is_admin
+        preview = is_admin and request.args.get('preview') is not None
+        if not preview:
+            select_statement = select_statement.where(table_class.year.not_in(select(PreviewYear.year)))
+
     data = [extract_model_data(m) for m in db.session.scalars(select_statement)]
     return list(chain(*data))
 
@@ -32,6 +35,11 @@ def extract_model_data(entry_model, download=False):
         yield entry_model.to_dict_with_id()
         return
 
+    if not download:
+        yield entry_model.to_dict()
+        return
+
+    # if we're downloading data, we need to flatten the data structure
     try:
         iter(entry_model)
         yield from entry_model.to_list(download=download)
diff --git a/compendium_v2/scripts/test_data_dump.py b/compendium_v2/scripts/test_data_dump.py
new file mode 100644
index 00000000..41d86d97
--- /dev/null
+++ b/compendium_v2/scripts/test_data_dump.py
@@ -0,0 +1,46 @@
+"""
+test_data_dump
+=========================
+
+This script loads data from the local DB and dumps it in a format usable by various tests.
+"""
+import logging
+import click
+import pathlib
+import json
+
+import compendium_v2
+from compendium_v2.config import load
+from compendium_v2.environment import setup_logging
+from compendium_v2.routes.api import models
+from compendium_v2.helpers import get_data
+
+setup_logging()
+
+logger = logging.getLogger('test_data_dump')
+
+TEST_DATA_DIR = pathlib.Path(__file__).parent.parent.parent / 'test' / 'data' / 'presentation_models_data'
+TEST_DATA_DIR.mkdir(parents=True, exist_ok=True)
+
+
+def _cli(app):
+    logger.info(f'Inserting data into {TEST_DATA_DIR}')
+    with app.app_context():
+        for model, url, schema in models:
+            logger.info(f'Dumping data for {model.__name__}')
+            with open(TEST_DATA_DIR / f'{model.__name__}.json', 'w') as f:
+                data = get_data(model, is_request=False)
+                f.write(json.dumps(data, indent=2))
+    logger.info('Done')
+
+
+@click.command()
+@click.option('--config', type=click.STRING, default='config.json')
+def cli(config):
+    app_config = load(open(config, 'r'))
+    app = compendium_v2._create_app_with_db(app_config)
+    _cli(app)
+
+
+if __name__ == "__main__":
+    cli()
-- 
GitLab


From f41095387e39d8a747b2c5bc4aa5518c55cc8725 Mon Sep 17 00:00:00 2001
From: Bjarke Madsen <bjarke@nordu.net>
Date: Fri, 20 Dec 2024 15:22:27 +0100
Subject: [PATCH 8/8] create parametrized test for all data-only endpoints

---
 test/conftest.py                       | 809 +------------------------
 test/test_budget.py                    |  45 --
 test/test_charging_structure.py        |  13 -
 test/test_ec_projects.py               |  13 -
 test/test_funding_source.py            |  13 -
 test/test_institutions_urls.py         |  14 -
 test/test_network.py                   | 171 ------
 test/test_nren_services.py             |  14 -
 test/test_organization.py              |  23 -
 test/test_policies.py                  |  13 -
 test/test_presentation_model_routes.py | 111 ++++
 test/test_staff.py                     |  13 -
 test/test_standards_and_policies.py    |  35 --
 test/test_survey_publisher.py          |   2 +-
 test/test_traffic.py                   |  13 -
 test/test_traffic_ratio.py             |  13 -
 16 files changed, 114 insertions(+), 1201 deletions(-)
 delete mode 100644 test/test_budget.py
 delete mode 100644 test/test_charging_structure.py
 delete mode 100644 test/test_ec_projects.py
 delete mode 100644 test/test_funding_source.py
 delete mode 100644 test/test_institutions_urls.py
 delete mode 100644 test/test_network.py
 delete mode 100644 test/test_nren_services.py
 delete mode 100644 test/test_organization.py
 delete mode 100644 test/test_policies.py
 create mode 100644 test/test_presentation_model_routes.py
 delete mode 100644 test/test_staff.py
 delete mode 100644 test/test_standards_and_policies.py
 delete mode 100644 test/test_traffic.py
 delete mode 100644 test/test_traffic_ratio.py

diff --git a/test/conftest.py b/test/conftest.py
index 4bed0f68..cffe002d 100644
--- a/test/conftest.py
+++ b/test/conftest.py
@@ -1,12 +1,10 @@
 import csv
 import os
-import random
 import json
 import compendium_v2
 import pytest
 from compendium_v2.auth.session_management import setup_login_manager, User, ROLES
 from compendium_v2.db import db, presentation_models, survey_models
-from compendium_v2.db.presentation_model_enums import ServiceCategory
 from compendium_v2.survey_db import model as survey_db_model
 from flask_login import LoginManager  # type: ignore
 from sqlalchemy import select
@@ -92,140 +90,12 @@ def mocked_observer_user(app, test_survey_data, mocker):
         mocker.patch('flask_login.utils._get_user', user_loader)
 
 
-@pytest.fixture
-def test_budget_data(app):
-    with app.app_context():
-        data = [row for row in _test_data("BudgetTestData.csv")]
-        nren_names = set([row["nren"] for row in data])
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for row in data:
-            nren = nren_dict[row["nren"]]
-            budget = row["budget"]
-            year = row["year"]
-
-            db.session.add(presentation_models.BudgetEntry(nren=nren, budget=float(budget), year=int(year)))
-        db.session.commit()
-
-
-@pytest.fixture
-def test_funding_source_data(app):
-    with app.app_context():
-        data = [row for row in _test_data("FundingSourceTestData.csv")]
-        nren_names = set([row["nren"] for row in data])
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for row in data:
-            nren = nren_dict[row["nren"]]
-            year = row["year"]
-            client = row["client"]
-            european = row["european"]
-            publicbodies = row["publicbodies"]
-            commercial = row["commercial"]
-            other = row["other"]
-
-            db.session.add(
-                presentation_models.FundingSource(
-                    nren=nren, year=year,
-                    client_institutions=client,
-                    european_funding=european,
-                    gov_public_bodies=publicbodies,
-                    commercial=commercial,
-                    other=other)
-            )
-        db.session.commit()
-
-
-@pytest.fixture
-def test_staff_data(app):
-    # generator of random test data for 5 years and 100 nrens
-    def _generate_rows():
-        for nren in ["nren" + str(i) for i in range(1, 100)]:
-            for year in range(2016, 2021):
-                yield {
-                    "nren": nren,
-                    "year": year,
-                    "permanent_fte": random.randint(0, 100),
-                    "subcontracted_fte": random.randint(0, 100),
-                    "technical_fte": random.randint(0, 100),
-                    "non_technical_fte": random.randint(0, 100)
-                }
-
-    with app.app_context():
-
-        data = list(_generate_rows())
-
-        nren_names = set(d['nren'] for d in data)
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for row in data:
-            nren = nren_dict[row["nren"]]
-            year = row["year"]
-            permanent_fte = row["permanent_fte"]
-            subcontracted_fte = row["subcontracted_fte"]
-            technical_fte = row["technical_fte"]
-            non_technical_fte = row["non_technical_fte"]
-
-            db.session.add(
-                presentation_models.NrenStaff(
-                    nren=nren,
-                    year=year,
-                    permanent_fte=permanent_fte,
-                    subcontracted_fte=subcontracted_fte,
-                    technical_fte=technical_fte,
-                    non_technical_fte=non_technical_fte
-                )
-            )
-        db.session.commit()
-
-
-@pytest.fixture
-def test_traffic_ratio_data(app):
-    # generator of random test data for 5 years and 100 nrens
-    def _generate_rows():
-        for nren in ["nren" + str(i) for i in range(1, 100)]:
-            for year in range(2016, 2021):
-                r_and_e_percentage = random.randint(0, 100)
-                yield {
-                    "nren": nren,
-                    "year": year,
-                    "r_and_e_percentage": r_and_e_percentage,
-                    "commodity_percentage": 100 - r_and_e_percentage,
-                }
-
-    with app.app_context():
-
-        data = list(_generate_rows())
-
-        nren_names = set(d['nren'] for d in data)
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for row in data:
-            nren = nren_dict[row["nren"]]
-            year = row["year"]
-            r_and_e_percentage = row["r_and_e_percentage"]
-            commodity_percentage = row["commodity_percentage"]
-
-            db.session.add(
-                presentation_models.TrafficRatio(
-                    nren=nren,
-                    year=year,
-                    r_and_e_percentage=r_and_e_percentage,
-                    commodity_percentage=commodity_percentage
-                )
-            )
-        db.session.commit()
-
-
 @pytest.fixture
 def test_survey_data(app):
     with app.app_context():
         nren_names = ['nren1', 'nren2', 'nren3', 'nren4']
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
+        nren_dict = {nren_name: presentation_models.NREN(
+            id=idx+9999, name=nren_name, country='country') for idx, nren_name in enumerate(nren_names)}
         db.session.add_all(nren_dict.values())
 
         survey2021 = survey_models.Survey(year=2021, survey={}, status=survey_models.SurveyStatus.published)
@@ -275,678 +145,3 @@ def app_with_survey_db(dummy_config):
 @pytest.fixture
 def client(app):
     return app.test_client()
-
-
-@pytest.fixture
-def test_charging_structure_data(app):
-    with app.app_context():
-        data = [row for row in _test_data("ChargingStructureTestData.csv")]
-        nren_names = set([row["nren"] for row in data])
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for row in data:
-            nren = nren_dict[row["nren"]]
-            year = row["year"]
-            fee_type = row["fee_type"]
-            if fee_type == "null":
-                fee_type = None
-
-            db.session.add(
-                presentation_models.ChargingStructure(
-                    nren=nren, year=year,
-                    fee_type=fee_type)
-            )
-        db.session.commit()
-
-
-@pytest.fixture
-def test_organization_data(app):
-    def _generate_sub_org_data():
-        for nren in ["nren" + str(i) for i in range(1, 50)]:
-            for year in range(2016, 2021):
-                yield {
-                    'nren': nren,
-                    'year': year,
-                    'name': 'sub_org' + str(random.randint(1, 100)),
-                    'role': random.choice(['technical centre', 'stuff', 'test123']),
-                }
-
-    def _generate_org_data():
-        for nren in ["nren" + str(i) for i in range(1, 50)]:
-            for year in range(2016, 2021):
-                yield {
-                    'nren': nren,
-                    'year': year,
-                    'name': 'org' + str(year)
-                }
-
-    with app.app_context():
-
-        org_data = list(_generate_org_data())
-        sub_org_data = list(_generate_sub_org_data())
-
-        nren_names = set(d['nren'] for d in [*org_data, *sub_org_data])
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for org in org_data:
-            nren = nren_dict[org["nren"]]
-            year = org["year"]
-            name = org["name"]
-
-            db.session.add(presentation_models.ParentOrganization(nren=nren, year=year, organization=name))
-
-        for sub_org in sub_org_data:
-            nren = nren_dict[sub_org["nren"]]
-            year = sub_org["year"]
-            name = sub_org["name"]
-            role = sub_org["role"]
-
-            db.session.add(presentation_models.SubOrganization(nren=nren, year=year, organization=name, role=role))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_ec_project_data(app):
-    def _generate_ec_project_data():
-        for nren in ["nren" + str(i) for i in range(1, 50)]:
-            for year in range(2016, 2021):
-                yield {
-                    'nren': nren,
-                    'year': year,
-                    'project': 'ec_project1',
-                }
-                if int(nren[-1]) % 2 == 0:
-                    yield {
-                        'nren': nren,
-                        'year': year,
-                        'project': 'ec_project2',
-                    }
-
-    with app.app_context():
-
-        ec_project_data = list(_generate_ec_project_data())
-
-        nren_names = set(d['nren'] for d in ec_project_data)
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for ec_project in ec_project_data:
-            nren = nren_dict[ec_project["nren"]]
-            year = ec_project["year"]
-            project = ec_project["project"]
-
-            db.session.add(presentation_models.ECProject(nren=nren, year=year, project=project))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_policy_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.Policy(
-                nren=nren,
-                year=year,
-                strategic_plan='a strategy',
-                environmental='a policy',
-                equal_opportunity='another policy',
-                connectivity='',
-                acceptable_use='',
-                privacy_notice='',
-                data_protection='',
-                gender_equality='gender equality policy'
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_pert_team_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.PertTeam(
-                nren=nren,
-                year=year,
-                pert_team='planned',
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_passive_monitor_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.PassiveMonitoring(
-                nren=nren,
-                year=year,
-                monitoring=True,
-                method='taps'
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_ops_automation_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.OpsAutomation(
-                nren=nren,
-                year=year,
-                ops_automation='yes',
-                ops_automation_specifics='network monitoring configuration, DNS configuration'
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_network_automation_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.NetworkAutomation(
-                nren=nren,
-                year=year,
-                network_automation='yes',
-                network_automation_specifics=["Device Provisioning", "Data Collection", "Configuration Management"]
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_alien_wave_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.AlienWave(
-                nren=nren,
-                year=year,
-                alien_wave_third_pary='yes',
-                nr_of_alien_wave_third_party_services=1,
-                alien_wave_internal=True,
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_monitoring_tools_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.MonitoringTools(
-                nren=nren,
-                year=year,
-                tool_descriptions=["Network or services Status Dashboard", "Historical traffic volume information"],
-                netflow_processing_description="NFSEN, ELK"
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_fibre_light_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.FibreLight(
-                nren=nren,
-                year=year,
-                light_description="NREN owns and operates equipment"
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_traffic_statistics_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.TrafficStatistics(
-                nren=nren,
-                year=year,
-                traffic_statistics=True,
-                urls=["stats.inima.al"]
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_weather_map_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.WeatherMap(
-                nren=nren,
-                year=year,
-                weather_map=True,
-                url="stats.inima.al"
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_network_map_urls_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.NetworkMapUrls(
-                nren=nren,
-                year=year,
-                urls=["stats.inima.al"]
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_network_function_virtualisation_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.NetworkFunctionVirtualisation(
-                nren=nren,
-                year=year,
-                nfv='yes',
-                nfv_specifics=["stats.inima.al"]
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_certificate_provider_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.CertificateProviders(
-                nren=nren,
-                year=year,
-                provider_names=["stats.inima.al"]
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_siem_vendors_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.SiemVendors(
-                nren=nren,
-                year=year,
-                vendor_names=["stats.inima.al"]
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_capacity_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.Capacity(
-                nren=nren,
-                year=year,
-                largest_link_capacity=5,
-                typical_backbone_capacity=10
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_non_rne_peers_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.NonREPeers(
-                nren=nren,
-                year=year,
-                nr_of_non_r_and_e_peers=5
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_dark_fibre_lease_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.DarkFibreLease(
-                nren=nren,
-                year=year,
-                iru_or_lease=True,
-                fibre_length_in_country=5,
-                fibre_length_outside_country=5,
-                iru_duration=6,
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_standards_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.Standards(
-                nren=nren,
-                year=year,
-                audit_specifics="ISO27001 certification programme started in Q3 2022",
-                audits=True,
-                business_continuity_plans=True,
-                business_continuity_plans_specifics="We do not yet comply with specific international ",
-                crisis_management_procedure=True,
-            ))
-
-        db.session.commit()
-
-
-@pytest.fixture
-def test_crisis_exercises_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.CrisisExercises(
-                nren=nren,
-                year=year,
-                exercise_descriptions=[
-                    "We participate in GEANT Crisis workshops such as CLAW",
-                    "We participated in National crisis exercises "
-                ],
-            ))
-        db.session.commit()
-
-
-@pytest.fixture
-def test_security_controls_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(presentation_models.SecurityControls(
-                nren=nren,
-                year=year,
-                security_control_descriptions=[
-                    "Firewall",
-                    "DDoS mitigation",
-                    "Network monitoring",
-                    "ACL"
-                ],
-            ))
-        db.session.commit()
-
-
-@pytest.fixture
-def test_traffic_data(app):
-    with app.app_context():
-        nrens_and_years = [('nren1', 2019), ('nren1', 2020), ('nren1', 2021), ('nren2', 2019), ('nren2', 2021)]
-        nren_names = set(ny[0] for ny in nrens_and_years)
-        nren_dict = {nren_name: presentation_models.NREN(name=nren_name, country='country') for nren_name in nren_names}
-        db.session.add_all(nren_dict.values())
-
-        for (nren_name, year) in nrens_and_years:
-            nren = nren_dict[nren_name]
-
-            db.session.add(
-                presentation_models.TrafficVolume(
-                    nren=nren,
-                    year=year,
-                    from_customers=2.23,
-                    to_customers=5.2,
-                    from_external=0,
-                    to_external=1000
-                )
-            )
-        db.session.commit()
-
-
-@pytest.fixture
-def test_institution_urls_data(app):
-    def _create_and_save_nrens(nren_names):
-        nrens = {}
-        for nren_name in nren_names:
-            nren_instance = presentation_models.NREN(name=nren_name, country='country')
-            nrens[nren_name] = nren_instance
-            db.session.add(nren_instance)
-        return nrens
-
-    def _create_and_save_institution_urls(nrens_and_years, nrens):
-        for nren_name, year in nrens_and_years:
-            nren_instance = nrens[nren_name]
-            urls = ['https://example.com', 'http://example.org']
-
-            institution_urls_model = presentation_models.InstitutionURLs(
-                nren=nren_instance,
-                year=year,
-                urls=urls
-            )
-
-            db.session.add(institution_urls_model)
-
-    with app.app_context():
-        predefined_nrens_and_years = [
-            ('nren1', 2019),
-            ('nren1', 2020),
-            ('nren1', 2021),
-            ('nren2', 2019),
-            ('nren2', 2021)
-        ]
-
-        unique_nren_names = {nren for nren, _ in predefined_nrens_and_years}
-        created_nrens = _create_and_save_nrens(unique_nren_names)
-        _create_and_save_institution_urls(predefined_nrens_and_years, created_nrens)
-        db.session.commit()
-
-
-@pytest.fixture
-def test_nren_services_data(app):
-    def _create_and_save_nrens(nren_names):
-        nrens = {}
-        for nren_name in nren_names:
-            nren_instance = presentation_models.NREN(name=nren_name, country='country')
-            nrens[nren_name] = nren_instance
-            db.session.add(nren_instance)
-        return nrens
-
-    def _create_and_save_services(services):
-        services_map = {}
-        for service in services:
-            service_instance = presentation_models.Service(
-                name=service[0],
-                name_key=service[1],
-                description='description',
-                category=service[2],
-            )
-            services_map[service[1]] = service_instance
-            db.session.add(service_instance)
-
-        return services_map
-
-    def _create_and_save_nren_services(nren_services, nrens, services):
-        for nren_name, year, service_name, service_name_key, service_category in nren_services:
-            nren_instance = nrens[nren_name]
-            service_instance = services[service_name_key]
-
-            institution_urls_model = presentation_models.NRENService(
-                nren=nren_instance,
-                year=year,
-                service=service_instance,
-                product_name="brand name",
-                additional_information="extra info",
-                official_description="description"
-            )
-
-            db.session.add(institution_urls_model)
-
-    with app.app_context():
-        predefined_nrens_services = [
-            ('nren1', 2019, 'service1', 'service1_key', ServiceCategory.network_services.value),
-            ('nren1', 2020, 'service1', 'service1_key', ServiceCategory.network_services.value),
-            ('nren1', 2021, 'service1', 'service1_key', ServiceCategory.network_services.value),
-            ('nren2', 2019, 'service2', 'service2_key', ServiceCategory.professional_services.value),
-            ('nren2', 2021, 'service2', 'service2_key', ServiceCategory.professional_services.value)
-        ]
-
-        unique_nren_names = {nren[0] for nren in predefined_nrens_services}
-        unique_services = {nren[2:] for nren in predefined_nrens_services}
-        created_nrens = _create_and_save_nrens(unique_nren_names)
-        created_services = _create_and_save_services(unique_services)
-        _create_and_save_nren_services(predefined_nrens_services, created_nrens, created_services)
-        db.session.commit()
diff --git a/test/test_budget.py b/test/test_budget.py
deleted file mode 100644
index 3e697bc7..00000000
--- a/test/test_budget.py
+++ /dev/null
@@ -1,45 +0,0 @@
-import json
-import jsonschema
-from compendium_v2 import db
-from compendium_v2.db.presentation_models import PreviewYear
-from compendium_v2.routes.schemas import BUDGET_RESPONSE_SCHEMA
-
-
-def test_budget_response(client, test_budget_data):
-    rv = client.get(
-        '/api/budget',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, BUDGET_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_budget_response_preview(app, client, test_budget_data, mocked_admin_user):
-    rv = client.get(
-        '/api/budget',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, BUDGET_RESPONSE_SCHEMA)
-    assert any([datapoint['year'] == 2021 for datapoint in result])
-
-    with app.app_context():
-        db.session.add(PreviewYear(year=2021))
-        db.session.commit()
-
-    rv = client.get(
-        '/api/budget?preview',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, BUDGET_RESPONSE_SCHEMA)
-    assert any([datapoint['year'] == 2021 for datapoint in result])
-
-    rv = client.get(
-        '/api/budget',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, BUDGET_RESPONSE_SCHEMA)
-    assert all([datapoint['year'] != 2021 for datapoint in result])
diff --git a/test/test_charging_structure.py b/test/test_charging_structure.py
deleted file mode 100644
index adb41bd4..00000000
--- a/test/test_charging_structure.py
+++ /dev/null
@@ -1,13 +0,0 @@
-import json
-import jsonschema
-from compendium_v2.routes.schemas import CHARGING_STRUCTURE_RESPONSE_SCHEMA
-
-
-def test_charging_structure_response(client, test_charging_structure_data):
-    rv = client.get(
-        '/api/charging',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, CHARGING_STRUCTURE_RESPONSE_SCHEMA)
-    assert result
diff --git a/test/test_ec_projects.py b/test/test_ec_projects.py
deleted file mode 100644
index 4bc49974..00000000
--- a/test/test_ec_projects.py
+++ /dev/null
@@ -1,13 +0,0 @@
-import json
-import jsonschema
-from compendium_v2.routes.schemas import EC_PROJECTS_RESPONSE_SCHEMA
-
-
-def test_ec_project_response(client, test_ec_project_data):
-    rv = client.get(
-        '/api/ec-project',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, EC_PROJECTS_RESPONSE_SCHEMA)
-    assert result
diff --git a/test/test_funding_source.py b/test/test_funding_source.py
deleted file mode 100644
index 1ed38ee9..00000000
--- a/test/test_funding_source.py
+++ /dev/null
@@ -1,13 +0,0 @@
-import json
-import jsonschema
-from compendium_v2.routes.schemas import FUNDING_RESPONSE_SCHEMA
-
-
-def test_funding_source_response(client, test_funding_source_data):
-    rv = client.get(
-        '/api/funding',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, FUNDING_RESPONSE_SCHEMA)
-    assert result
diff --git a/test/test_institutions_urls.py b/test/test_institutions_urls.py
deleted file mode 100644
index 53797728..00000000
--- a/test/test_institutions_urls.py
+++ /dev/null
@@ -1,14 +0,0 @@
-import json
-import jsonschema
-
-from compendium_v2.routes.schemas import INSTITUTION_URLS_RESPONSE_SCHEMA
-
-
-def test_institutions_urls_response(client, test_institution_urls_data):
-    rv = client.get(
-        '/api/institution-urls',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, INSTITUTION_URLS_RESPONSE_SCHEMA)
-    assert result
diff --git a/test/test_network.py b/test/test_network.py
deleted file mode 100644
index e5665136..00000000
--- a/test/test_network.py
+++ /dev/null
@@ -1,171 +0,0 @@
-import json
-
-import jsonschema
-from compendium_v2.routes.schemas import FIBRE_LIGHT_RESPONSE_SCHEMA
-from compendium_v2.routes.schemas import MONITORING_TOOLS_RESPONSE_SCHEMA
-from compendium_v2.routes.schemas import PERT_TEAM_RESPONSE_SCHEMA, PASSIVE_MONITORING_RESPONSE_SCHEMA, \
-    ALIEN_WAVE_RESPONSE_SCHEMA, OPS_AUTOMATION_RESPONSE_SCHEMA, NETWORK_AUTOMATION_RESPONSE_SCHEMA, \
-    TRAFFIC_STATISTICS_RESPONSE_SCHEMA, WEATHER_MAP_RESPONSE_SCHEMA, NETWORK_MAP_URLS_RESPONSE_SCHEMA, \
-    NETWORK_FUNCTION_VIRTUALISATION_RESPONSE_SCHEMA, CERTIFICATE_PROVIDER_RESPONSE_SCHEMA, \
-    SIEM_VENDORS_RESPONSE_SCHEMA, CAPACITY_RESPONSE_SCHEMA, NON_R_AND_E_PEERS_RESPONSE_SCHEMA, \
-    DARK_FIBRE_LEASE_RESPONSE_SCHEMA
-
-
-def test_pert_team_response(client, test_pert_team_data):
-    rv = client.get(
-        '/api/pert-team',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, PERT_TEAM_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_passive_monitor_response(client, test_passive_monitor_data):
-    rv = client.get(
-        '/api/passive-monitoring',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, PASSIVE_MONITORING_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_alien_wave_response(client, test_alien_wave_data):
-    rv = client.get(
-        '/api/alien-wave',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, ALIEN_WAVE_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_ops_automation_response(client, test_ops_automation_data):
-    rv = client.get(
-        '/api/ops-automation',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, OPS_AUTOMATION_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_network_automation_response(client, test_network_automation_data):
-    rv = client.get(
-        '/api/network-automation',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, NETWORK_AUTOMATION_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_monitoring_tools_response(client, test_monitoring_tools_data):
-    rv = client.get(
-        '/api/monitoring-tools',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, MONITORING_TOOLS_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_fibre_light_response(client, test_fibre_light_data):
-    rv = client.get(
-        '/api/fibre-light',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, FIBRE_LIGHT_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_traffic_statistics_response(client, test_traffic_statistics_data):
-    rv = client.get(
-        '/api/traffic-stats',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, TRAFFIC_STATISTICS_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_weather_map_response(client, test_weather_map_data):
-    rv = client.get(
-        '/api/weather-map',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, WEATHER_MAP_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_network_map_urls_response(client, test_network_map_urls_data):
-    rv = client.get(
-        '/api/network-map-urls',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, NETWORK_MAP_URLS_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_network_function_virtualisation_response(client, test_network_function_virtualisation_data):
-    rv = client.get(
-        '/api/nfv',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, NETWORK_FUNCTION_VIRTUALISATION_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_certificate_provider_response(client, test_certificate_provider_data):
-    rv = client.get(
-        '/api/certificate-providers',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, CERTIFICATE_PROVIDER_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_siem_vendors_response(client, test_siem_vendors_data):
-    rv = client.get(
-        '/api/siem-vendors',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, SIEM_VENDORS_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_capacity_response(client, test_capacity_data):
-    rv = client.get(
-        '/api/capacity',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, CAPACITY_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_non_rne_peers_response(client, test_non_rne_peers_data):
-    rv = client.get(
-        '/api/non-re-peers',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, NON_R_AND_E_PEERS_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_dark_fibre_lease_response(client, test_dark_fibre_lease_data):
-    rv = client.get(
-        '/api/dark-fibre-lease',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, DARK_FIBRE_LEASE_RESPONSE_SCHEMA)
-    assert result
diff --git a/test/test_nren_services.py b/test/test_nren_services.py
deleted file mode 100644
index 2035580b..00000000
--- a/test/test_nren_services.py
+++ /dev/null
@@ -1,14 +0,0 @@
-import json
-import jsonschema
-
-from compendium_v2.routes.schemas import NREN_SERVICES_RESPONSE_SCHEMA
-
-
-def test_nren_services(client, test_nren_services_data):
-    rv = client.get(
-        '/api/nren-services',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, NREN_SERVICES_RESPONSE_SCHEMA)
-    assert result
diff --git a/test/test_organization.py b/test/test_organization.py
deleted file mode 100644
index 400ded7c..00000000
--- a/test/test_organization.py
+++ /dev/null
@@ -1,23 +0,0 @@
-import json
-import jsonschema
-from compendium_v2.routes.schemas import ORGANIZATION_RESPONSE_SCHEMA
-
-
-def test_parentorganization_response(client, test_organization_data):
-    rv = client.get(
-        '/api/parent-organizations',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, ORGANIZATION_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_suborganization_response(client, test_organization_data):
-    rv = client.get(
-        '/api/sub-organizations',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, ORGANIZATION_RESPONSE_SCHEMA)
-    assert result
diff --git a/test/test_policies.py b/test/test_policies.py
deleted file mode 100644
index e11bf34c..00000000
--- a/test/test_policies.py
+++ /dev/null
@@ -1,13 +0,0 @@
-import json
-import jsonschema
-from compendium_v2.routes.schemas import POLICY_RESPONSE_SCHEMA
-
-
-def test_policy_response(client, test_policy_data):
-    rv = client.get(
-        '/api/policy',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, POLICY_RESPONSE_SCHEMA)
-    assert result
diff --git a/test/test_presentation_model_routes.py b/test/test_presentation_model_routes.py
new file mode 100644
index 00000000..f900957c
--- /dev/null
+++ b/test/test_presentation_model_routes.py
@@ -0,0 +1,111 @@
+import json
+import jsonschema
+import pytest
+import pathlib
+from sqlalchemy import select
+import compendium_v2.routes.schemas
+from compendium_v2.routes.api import models
+from compendium_v2.db import db
+from compendium_v2.db.presentation_models import PreviewYear, NREN, NRENService, \
+    Service, ParentOrganization, SubOrganization
+
+TEST_DATA_DIR = pathlib.Path(__file__).parent / 'data' / 'presentation_models_data'
+
+
+def _get_data(model):
+    filename = TEST_DATA_DIR / f'{model.__name__}.json'
+    if not filename.exists():
+        raise FileNotFoundError(
+            f'Data file for {model.__name__} not found at {filename}. Run test_data_dump.py to generate it.')
+    with open(filename, 'r') as f:
+        return json.load(f)
+
+
+def setup(app, model):
+    with app.app_context():
+        # set up the presentation model data for NREN first, as the instances are needed for other models
+        nren_data = _get_data(NREN)
+        nrens = {
+            nren['name']: NREN(**nren)
+            for nren in nren_data
+        }
+        db.session.add_all(nrens.values())
+        db.session.commit()
+
+        if model == NREN:
+            return
+
+        if model == NRENService:
+            services = {s.name: s for s in db.session.scalars(select(Service)).all()}
+
+        def _create_instance(model, data):
+            nren = nrens[data['nren']]
+            del data['nren']
+            del data['nren_country']
+            if model == NRENService:
+                # if a service doesn't exist, add it to service-matrix-services.json in the test data directory
+                service = services[data['service_name']]
+                del data['service_name']
+                del data['service_category']
+                del data['service_description']
+                return model(nren=nren, service=service, **data)
+
+            if model in [ParentOrganization, SubOrganization]:
+                data['organization'] = data['name']
+                del data['name']
+
+            return model(nren=nren, **data)
+
+        data = _get_data(model)
+        instances = [_create_instance(model, instance) for instance in data]
+        db.session.add_all(instances)
+        db.session.commit()
+
+
+@pytest.mark.parametrize('model, url, schema', models)
+def test_presentation_model_routes(app, mocked_admin_user, client, model, url, schema):
+
+    setup(app, model)
+    rv = client.get(
+        f'/api{url}',
+        headers={'Accept': ['application/json']})
+    assert rv.status_code == 200
+    result = json.loads(rv.data.decode('utf-8'))
+    jsonschema.validate(result, getattr(compendium_v2.routes.schemas, schema))
+    assert result
+
+    if model == NREN:
+        # as long as we have NREN data, we're good
+        return
+
+    years_of_data = set([datapoint['year'] for datapoint in result])
+    assert len(years_of_data) > 0
+
+    with app.app_context():
+        # set preview year to the first year of data, to test the preview functionality
+        db.session.add(PreviewYear(year=sorted(years_of_data)[0]))
+        db.session.commit()
+
+    # with ?preview, the response should be the same as the first request
+    rv = client.get(
+        f'/api{url}?preview',
+        headers={'Accept': ['application/json']})
+    assert rv.status_code == 200
+    result = json.loads(rv.data.decode('utf-8'))
+    jsonschema.validate(result, getattr(compendium_v2.routes.schemas, schema))
+    years_of_data_preview = set([datapoint['year'] for datapoint in result])
+    assert years_of_data_preview == years_of_data
+
+    # without ?preview, the response should be missing the preview year
+    rv = client.get(
+        f'/api{url}',
+        headers={'Accept': ['application/json']})
+    assert rv.status_code == 200
+    result = json.loads(rv.data.decode('utf-8'))
+    jsonschema.validate(result, getattr(compendium_v2.routes.schemas, schema))
+    if len(years_of_data) > 1:
+        assert result
+    else:
+        assert not result
+    years_of_data_without_preview = set([datapoint['year'] for datapoint in result])
+    assert len(years_of_data_preview - years_of_data_without_preview) == 1
diff --git a/test/test_staff.py b/test/test_staff.py
deleted file mode 100644
index b99500a2..00000000
--- a/test/test_staff.py
+++ /dev/null
@@ -1,13 +0,0 @@
-import json
-import jsonschema
-from compendium_v2.routes.schemas import NREN_STAFF_RESPONSE_SCHEMA
-
-
-def test_staff_response(client, test_staff_data):
-    rv = client.get(
-        '/api/staff',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, NREN_STAFF_RESPONSE_SCHEMA)
-    assert result
diff --git a/test/test_standards_and_policies.py b/test/test_standards_and_policies.py
deleted file mode 100644
index 4ac8ddf8..00000000
--- a/test/test_standards_and_policies.py
+++ /dev/null
@@ -1,35 +0,0 @@
-import json
-
-import jsonschema
-from compendium_v2.routes.schemas import SECURITY_CONTROLS_RESPONSE_SCHEMA, \
-    CRISIS_EXERCISES_RESPONSE_SCHEMA, STANDARDS_RESPONSE_SCHEMA
-
-
-def test_standards_response(client, test_standards_data):
-    rv = client.get(
-        '/api/standards',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, STANDARDS_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_crisis_exercises_response(client, test_crisis_exercises_data):
-    rv = client.get(
-        '/api/crisis-exercises',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, CRISIS_EXERCISES_RESPONSE_SCHEMA)
-    assert result
-
-
-def test_security_controls_response(client, test_security_controls_data):
-    rv = client.get(
-        '/api/security-controls',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, SECURITY_CONTROLS_RESPONSE_SCHEMA)
-    assert result
diff --git a/test/test_survey_publisher.py b/test/test_survey_publisher.py
index fde4e4ab..0e493e6c 100644
--- a/test/test_survey_publisher.py
+++ b/test/test_survey_publisher.py
@@ -261,7 +261,7 @@ def test_v2_publisher_full(app):
         assert pert_team.pert_team == model_enums.YesNoPlanned.planned
 
         alien_wave = db.session.scalar(select(presentation_models.AlienWave))
-        assert alien_wave.alien_wave_third_pary == model_enums.YesNoPlanned.yes
+        assert alien_wave.alien_wave_third_party == model_enums.YesNoPlanned.yes
         assert alien_wave.nr_of_alien_wave_third_party_services == 66
         assert not alien_wave.alien_wave_internal
 
diff --git a/test/test_traffic.py b/test/test_traffic.py
deleted file mode 100644
index c4a24804..00000000
--- a/test/test_traffic.py
+++ /dev/null
@@ -1,13 +0,0 @@
-import json
-import jsonschema
-from compendium_v2.routes.schemas import TRAFFIC_VOLUME_RESPONSE_SCHEMA
-
-
-def test_staff_response(client, test_traffic_data):
-    rv = client.get(
-        '/api/traffic-volume',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, TRAFFIC_VOLUME_RESPONSE_SCHEMA)
-    assert result
diff --git a/test/test_traffic_ratio.py b/test/test_traffic_ratio.py
deleted file mode 100644
index d66ed176..00000000
--- a/test/test_traffic_ratio.py
+++ /dev/null
@@ -1,13 +0,0 @@
-import json
-import jsonschema
-from compendium_v2.routes.schemas import TRAFFIC_RATIO_RESPONSE_SCHEMA
-
-
-def test_traffic_ratio_response(client, test_traffic_ratio_data):
-    rv = client.get(
-        '/api/traffic-ratio',
-        headers={'Accept': ['application/json']})
-    assert rv.status_code == 200
-    result = json.loads(rv.data.decode('utf-8'))
-    jsonschema.validate(result, TRAFFIC_RATIO_RESPONSE_SCHEMA)
-    assert result
-- 
GitLab