{
  "dashboard_count": 213,
  "dashboards": [
    {
      "dataset_version": "sem-ugm-buf-20260522T143656Z",
      "display_name": "Buffalo City",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "BUF",
      "is_metro": true,
      "momentum_profile": "metro_gdp",
      "public_url": "https://dashboards.spatialecon.co.za/buf/",
      "slug": "buf",
      "source_dir": "Visualisation KuGompo - East London",
      "source_mode": "sem_duckdb",
      "ward_count": 50
    },
    {
      "dataset_version": "sem-ugm-cpt-20260522T143656Z",
      "display_name": "Cape Town",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "CPT",
      "is_metro": true,
      "momentum_profile": "metro_gdp",
      "public_url": "https://dashboards.spatialecon.co.za/cpt/",
      "slug": "cpt",
      "source_dir": "Visualisations/urban-growth-monitor-cpt",
      "source_mode": "sem_duckdb",
      "ward_count": 116
    },
    {
      "dataset_version": "sem-ugm-ec101-20260522T143656Z",
      "display_name": "Dr Beyers Naude",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC101",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec101/",
      "slug": "ec101",
      "source_dir": "Visualisation Dr Beyers Naude",
      "source_mode": "sem_duckdb",
      "ward_count": 12
    },
    {
      "dataset_version": "sem-ugm-ec102-20260522T143656Z",
      "display_name": "Blue Crane Route",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC102",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec102/",
      "slug": "ec102",
      "source_dir": "Visualisation Blue Crane Route",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-ec104-20260522T143656Z",
      "display_name": "Makana",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC104",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec104/",
      "slug": "ec104",
      "source_dir": "Visualisation Makana",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-ec105-20260522T143656Z",
      "display_name": "Ndlambe",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC105",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec105/",
      "slug": "ec105",
      "source_dir": "Visualisation Ndlambe",
      "source_mode": "sem_duckdb",
      "ward_count": 10
    },
    {
      "dataset_version": "sem-ugm-ec106-20260522T143656Z",
      "display_name": "Sundays River Valley",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC106",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec106/",
      "slug": "ec106",
      "source_dir": "Visualisation Sundays River Valley",
      "source_mode": "sem_duckdb",
      "ward_count": 8
    },
    {
      "dataset_version": "sem-ugm-ec108-20260522T143656Z",
      "display_name": "Kouga",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC108",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec108/",
      "slug": "ec108",
      "source_dir": "Visualisation Kouga",
      "source_mode": "sem_duckdb",
      "ward_count": 15
    },
    {
      "dataset_version": "sem-ugm-ec109-20260522T143656Z",
      "display_name": "Kou-Kamma",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC109",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec109/",
      "slug": "ec109",
      "source_dir": "Visualisation Kou-Kamma",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-ec121-20260522T143656Z",
      "display_name": "Mbhashe",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC121",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec121/",
      "slug": "ec121",
      "source_dir": "Visualisation Mbhashe",
      "source_mode": "sem_duckdb",
      "ward_count": 32
    },
    {
      "dataset_version": "sem-ugm-ec122-20260522T143656Z",
      "display_name": "Mnquma",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC122",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec122/",
      "slug": "ec122",
      "source_dir": "Visualisation Mnquma",
      "source_mode": "sem_duckdb",
      "ward_count": 32
    },
    {
      "dataset_version": "sem-ugm-ec123-20260522T143656Z",
      "display_name": "Great Kei",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC123",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec123/",
      "slug": "ec123",
      "source_dir": "Visualisation Great Kei",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-ec124-20260522T143656Z",
      "display_name": "Amahlathi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC124",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec124/",
      "slug": "ec124",
      "source_dir": "Visualisation Amahlathi",
      "source_mode": "sem_duckdb",
      "ward_count": 15
    },
    {
      "dataset_version": "sem-ugm-ec126-20260522T143656Z",
      "display_name": "Ngqushwa",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC126",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec126/",
      "slug": "ec126",
      "source_dir": "Visualisation Ngqushwa",
      "source_mode": "sem_duckdb",
      "ward_count": 12
    },
    {
      "dataset_version": "sem-ugm-ec129-20260522T143656Z",
      "display_name": "Raymond Mhlaba",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC129",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec129/",
      "slug": "ec129",
      "source_dir": "Visualisation Raymond Mhlaba",
      "source_mode": "sem_duckdb",
      "ward_count": 23
    },
    {
      "dataset_version": "sem-ugm-ec131-20260522T143656Z",
      "display_name": "Inxuba Yethemba",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC131",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec131/",
      "slug": "ec131",
      "source_dir": "Visualisation Inxuba Yethemba",
      "source_mode": "sem_duckdb",
      "ward_count": 9
    },
    {
      "dataset_version": "sem-ugm-ec135-20260522T143656Z",
      "display_name": "Intsika Yethu",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC135",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec135/",
      "slug": "ec135",
      "source_dir": "Visualisation Intsika Yethu",
      "source_mode": "sem_duckdb",
      "ward_count": 21
    },
    {
      "dataset_version": "sem-ugm-ec136-20260522T143656Z",
      "display_name": "Emalahleni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC136",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec136/",
      "slug": "ec136",
      "source_dir": "Visualisation Emalahleni/EC136",
      "source_mode": "sem_duckdb",
      "ward_count": 17
    },
    {
      "dataset_version": "sem-ugm-ec137-20260522T143656Z",
      "display_name": "Engcobo",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC137",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec137/",
      "slug": "ec137",
      "source_dir": "Visualisation Engcobo",
      "source_mode": "sem_duckdb",
      "ward_count": 20
    },
    {
      "dataset_version": "sem-ugm-ec138-20260522T143656Z",
      "display_name": "Sakhisizwe",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC138",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec138/",
      "slug": "ec138",
      "source_dir": "Visualisation Sakhisizwe",
      "source_mode": "sem_duckdb",
      "ward_count": 9
    },
    {
      "dataset_version": "sem-ugm-ec139-20260522T143656Z",
      "display_name": "Enoch Mgijima",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC139",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec139/",
      "slug": "ec139",
      "source_dir": "Visualisation Enoch Mgijima",
      "source_mode": "sem_duckdb",
      "ward_count": 34
    },
    {
      "dataset_version": "sem-ugm-ec141-20260522T143656Z",
      "display_name": "Elundini",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC141",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec141/",
      "slug": "ec141",
      "source_dir": "Visualisation Elundini",
      "source_mode": "sem_duckdb",
      "ward_count": 17
    },
    {
      "dataset_version": "sem-ugm-ec142-20260522T143656Z",
      "display_name": "Senqu",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC142",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec142/",
      "slug": "ec142",
      "source_dir": "Visualisation Senqu",
      "source_mode": "sem_duckdb",
      "ward_count": 17
    },
    {
      "dataset_version": "sem-ugm-ec145-20260522T143656Z",
      "display_name": "Walter Sisulu",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC145",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec145/",
      "slug": "ec145",
      "source_dir": "Visualisation Walter Sisulu",
      "source_mode": "sem_duckdb",
      "ward_count": 11
    },
    {
      "dataset_version": "sem-ugm-ec153-20260522T143656Z",
      "display_name": "Ingquza Hill",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC153",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec153/",
      "slug": "ec153",
      "source_dir": "Visualisation Ingquza Hill",
      "source_mode": "sem_duckdb",
      "ward_count": 32
    },
    {
      "dataset_version": "sem-ugm-ec154-20260522T143656Z",
      "display_name": "Port St Johns",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC154",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec154/",
      "slug": "ec154",
      "source_dir": "Visualisation Port St Johns",
      "source_mode": "sem_duckdb",
      "ward_count": 20
    },
    {
      "dataset_version": "sem-ugm-ec155-20260522T143656Z",
      "display_name": "Nyandeni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC155",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec155/",
      "slug": "ec155",
      "source_dir": "Visualisation Nyandeni",
      "source_mode": "sem_duckdb",
      "ward_count": 32
    },
    {
      "dataset_version": "sem-ugm-ec156-20260522T143656Z",
      "display_name": "Mhlontlo",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC156",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec156/",
      "slug": "ec156",
      "source_dir": "Visualisation Mhlontlo",
      "source_mode": "sem_duckdb",
      "ward_count": 26
    },
    {
      "dataset_version": "sem-ugm-ec157-20260522T143656Z",
      "display_name": "King Sabata Dalindyebo",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC157",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec157/",
      "slug": "ec157",
      "source_dir": "Visualisation King Sabata Dalindyebo",
      "source_mode": "sem_duckdb",
      "ward_count": 37
    },
    {
      "dataset_version": "sem-ugm-ec441-20260522T143656Z",
      "display_name": "Matatiele",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC441",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec441/",
      "slug": "ec441",
      "source_dir": "Visualisation Matatiele",
      "source_mode": "sem_duckdb",
      "ward_count": 27
    },
    {
      "dataset_version": "sem-ugm-ec442-20260522T143656Z",
      "display_name": "Umzimvubu",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC442",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec442/",
      "slug": "ec442",
      "source_dir": "Visualisation Umzimvubu",
      "source_mode": "sem_duckdb",
      "ward_count": 28
    },
    {
      "dataset_version": "sem-ugm-ec443-20260522T143656Z",
      "display_name": "Mbizana",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC443",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec443/",
      "slug": "ec443",
      "source_dir": "Visualisation Mbizana",
      "source_mode": "sem_duckdb",
      "ward_count": 32
    },
    {
      "dataset_version": "sem-ugm-ec444-20260522T143656Z",
      "display_name": "Ntabankulu",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EC444",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/ec444/",
      "slug": "ec444",
      "source_dir": "Visualisation Ntabankulu",
      "source_mode": "sem_duckdb",
      "ward_count": 19
    },
    {
      "dataset_version": "sem-ugm-eku-20260522T143656Z",
      "display_name": "Ekurhuleni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "EKU",
      "is_metro": true,
      "momentum_profile": "metro_gdp",
      "public_url": "https://dashboards.spatialecon.co.za/eku/",
      "slug": "eku",
      "source_dir": "Visualisation Ekhu",
      "source_mode": "sem_duckdb",
      "ward_count": 112
    },
    {
      "dataset_version": "eth-v2.6.9",
      "display_name": "eThekwini",
      "generated_at": "2026-05-18T20:01:37.390800+00:00",
      "geo_code": "ETH",
      "is_metro": true,
      "momentum_profile": "metro_gdp",
      "public_url": "https://dashboards.spatialecon.co.za/eth/",
      "slug": "eth",
      "source_dir": "Visualisation EThekwini/ethekwini_urban_growth_monitor",
      "source_mode": "sem_duckdb",
      "ward_count": 111
    },
    {
      "dataset_version": "sem-ugm-fs161-20260522T143656Z",
      "display_name": "Letsemeng",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS161",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs161/",
      "slug": "fs161",
      "source_dir": "Visualisation Letsemeng",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-fs162-20260522T143656Z",
      "display_name": "Kopanong",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS162",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs162/",
      "slug": "fs162",
      "source_dir": "Visualisation Kopanong",
      "source_mode": "sem_duckdb",
      "ward_count": 9
    },
    {
      "dataset_version": "sem-ugm-fs163-20260522T143656Z",
      "display_name": "Mohokare",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS163",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs163/",
      "slug": "fs163",
      "source_dir": "Visualisation Mohokare",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-fs181-20260522T143656Z",
      "display_name": "Masilonyana",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS181",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs181/",
      "slug": "fs181",
      "source_dir": "Visualisation Masilonyana",
      "source_mode": "sem_duckdb",
      "ward_count": 10
    },
    {
      "dataset_version": "sem-ugm-fs182-20260522T143656Z",
      "display_name": "Tokologo",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS182",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs182/",
      "slug": "fs182",
      "source_dir": "Visualisation Tokologo",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-fs183-20260522T143656Z",
      "display_name": "Tswelopele",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS183",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs183/",
      "slug": "fs183",
      "source_dir": "Visualisation Tswelopele",
      "source_mode": "sem_duckdb",
      "ward_count": 9
    },
    {
      "dataset_version": "sem-ugm-fs184-20260522T143656Z",
      "display_name": "Matjhabeng",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS184",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs184/",
      "slug": "fs184",
      "source_dir": "Visualisation Matjhabeng",
      "source_mode": "sem_duckdb",
      "ward_count": 36
    },
    {
      "dataset_version": "sem-ugm-fs185-20260522T143656Z",
      "display_name": "Nala",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS185",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs185/",
      "slug": "fs185",
      "source_dir": "Visualisation Nala",
      "source_mode": "sem_duckdb",
      "ward_count": 12
    },
    {
      "dataset_version": "sem-ugm-fs191-20260522T143656Z",
      "display_name": "Setsoto",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS191",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs191/",
      "slug": "fs191",
      "source_dir": "Visualisation Setsoto",
      "source_mode": "sem_duckdb",
      "ward_count": 17
    },
    {
      "dataset_version": "sem-ugm-fs192-20260522T143656Z",
      "display_name": "Dihlabeng",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS192",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs192/",
      "slug": "fs192",
      "source_dir": "Visualisation Dihlabeng",
      "source_mode": "sem_duckdb",
      "ward_count": 20
    },
    {
      "dataset_version": "sem-ugm-fs193-20260522T143656Z",
      "display_name": "Nketoana",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS193",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs193/",
      "slug": "fs193",
      "source_dir": "Visualisation Nketoana",
      "source_mode": "sem_duckdb",
      "ward_count": 9
    },
    {
      "dataset_version": "sem-ugm-fs194-20260522T143656Z",
      "display_name": "Maluti a Phofung",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS194",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs194/",
      "slug": "fs194",
      "source_dir": "Visualisation Maluti a Phofung",
      "source_mode": "sem_duckdb",
      "ward_count": 35
    },
    {
      "dataset_version": "sem-ugm-fs195-20260522T143656Z",
      "display_name": "Phumelela",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS195",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs195/",
      "slug": "fs195",
      "source_dir": "Visualisation Phumelela",
      "source_mode": "sem_duckdb",
      "ward_count": 8
    },
    {
      "dataset_version": "sem-ugm-fs196-20260522T143656Z",
      "display_name": "Mantsopa",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS196",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs196/",
      "slug": "fs196",
      "source_dir": "Visualisation Mantsopa",
      "source_mode": "sem_duckdb",
      "ward_count": 9
    },
    {
      "dataset_version": "sem-ugm-fs201-20260522T143656Z",
      "display_name": "Moqhaka",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS201",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs201/",
      "slug": "fs201",
      "source_dir": "Visualisation Moqhaka",
      "source_mode": "sem_duckdb",
      "ward_count": 22
    },
    {
      "dataset_version": "sem-ugm-fs203-20260522T143656Z",
      "display_name": "Ngwathe",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS203",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs203/",
      "slug": "fs203",
      "source_dir": "Visualisation Ngwathe",
      "source_mode": "sem_duckdb",
      "ward_count": 19
    },
    {
      "dataset_version": "sem-ugm-fs204-20260522T143656Z",
      "display_name": "Metsimaholo",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS204",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs204/",
      "slug": "fs204",
      "source_dir": "Visualisation Metsimaholo",
      "source_mode": "sem_duckdb",
      "ward_count": 23
    },
    {
      "dataset_version": "sem-ugm-fs205-20260522T143656Z",
      "display_name": "Mafube",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "FS205",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/fs205/",
      "slug": "fs205",
      "source_dir": "Visualisation Mafube",
      "source_mode": "sem_duckdb",
      "ward_count": 9
    },
    {
      "dataset_version": "sem-ugm-gt421-20260522T143656Z",
      "display_name": "Emfuleni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "GT421",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/gt421/",
      "slug": "gt421",
      "source_dir": "Visualisation Emfuleni",
      "source_mode": "sem_duckdb",
      "ward_count": 45
    },
    {
      "dataset_version": "sem-ugm-gt422-20260522T143656Z",
      "display_name": "Midvaal",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "GT422",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/gt422/",
      "slug": "gt422",
      "source_dir": "Visualisation Midvaal",
      "source_mode": "sem_duckdb",
      "ward_count": 15
    },
    {
      "dataset_version": "sem-ugm-gt423-20260522T143656Z",
      "display_name": "Lesedi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "GT423",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/gt423/",
      "slug": "gt423",
      "source_dir": "Visualisation Lesedi",
      "source_mode": "sem_duckdb",
      "ward_count": 13
    },
    {
      "dataset_version": "sem-ugm-gt481-20260522T143656Z",
      "display_name": "Mogale City",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "GT481",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/gt481/",
      "slug": "gt481",
      "source_dir": "Visualisation Mogale City",
      "source_mode": "sem_duckdb",
      "ward_count": 39
    },
    {
      "dataset_version": "sem-ugm-gt484-20260522T143656Z",
      "display_name": "Merafong City",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "GT484",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/gt484/",
      "slug": "gt484",
      "source_dir": "Visualisation Merafong City",
      "source_mode": "sem_duckdb",
      "ward_count": 28
    },
    {
      "dataset_version": "sem-ugm-gt485-20260522T143656Z",
      "display_name": "Rand West City",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "GT485",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/gt485/",
      "slug": "gt485",
      "source_dir": "Visualisation Rand West City",
      "source_mode": "sem_duckdb",
      "ward_count": 35
    },
    {
      "dataset_version": "sem-ugm-jhb-20260522T143656Z",
      "display_name": "Johannesburg",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "JHB",
      "is_metro": true,
      "momentum_profile": "metro_gdp",
      "public_url": "https://dashboards.spatialecon.co.za/jhb/",
      "slug": "jhb",
      "source_dir": "Visualisation JHB",
      "source_mode": "sem_duckdb",
      "ward_count": 135
    },
    {
      "dataset_version": "sem-ugm-kzn212-20260522T143656Z",
      "display_name": "Umdoni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN212",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn212/",
      "slug": "kzn212",
      "source_dir": "Visualisation Umdoni",
      "source_mode": "sem_duckdb",
      "ward_count": 19
    },
    {
      "dataset_version": "sem-ugm-kzn213-20260522T143656Z",
      "display_name": "Umzumbe",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN213",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn213/",
      "slug": "kzn213",
      "source_dir": "Visualisation Umzumbe",
      "source_mode": "sem_duckdb",
      "ward_count": 20
    },
    {
      "dataset_version": "sem-ugm-kzn214-20260522T143656Z",
      "display_name": "UMuziwabantu",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN214",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn214/",
      "slug": "kzn214",
      "source_dir": "Visualisation UMuziwabantu",
      "source_mode": "sem_duckdb",
      "ward_count": 11
    },
    {
      "dataset_version": "sem-ugm-kzn216-20260522T143656Z",
      "display_name": "Ray Nkonyeni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN216",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn216/",
      "slug": "kzn216",
      "source_dir": "Visualisation Ray Nkonyeni",
      "source_mode": "sem_duckdb",
      "ward_count": 36
    },
    {
      "dataset_version": "sem-ugm-kzn221-20260522T143656Z",
      "display_name": "uMshwathi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN221",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn221/",
      "slug": "kzn221",
      "source_dir": "Visualisation uMshwathi",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-kzn222-20260522T143656Z",
      "display_name": "uMngeni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN222",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn222/",
      "slug": "kzn222",
      "source_dir": "Visualisation uMngeni",
      "source_mode": "sem_duckdb",
      "ward_count": 13
    },
    {
      "dataset_version": "sem-ugm-kzn223-20260522T143656Z",
      "display_name": "Mpofana",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN223",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn223/",
      "slug": "kzn223",
      "source_dir": "Visualisation Mpofana",
      "source_mode": "sem_duckdb",
      "ward_count": 5
    },
    {
      "dataset_version": "sem-ugm-kzn224-20260522T143656Z",
      "display_name": "Impendle",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN224",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn224/",
      "slug": "kzn224",
      "source_dir": "Visualisation Impendle",
      "source_mode": "sem_duckdb",
      "ward_count": 5
    },
    {
      "dataset_version": "sem-ugm-kzn225-20260522T143656Z",
      "display_name": "The Msunduzi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN225",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn225/",
      "slug": "kzn225",
      "source_dir": "Visualisation The Msunduzi",
      "source_mode": "sem_duckdb",
      "ward_count": 41
    },
    {
      "dataset_version": "sem-ugm-kzn226-20260522T143656Z",
      "display_name": "Mkhambathini",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN226",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn226/",
      "slug": "kzn226",
      "source_dir": "Visualisation Mkhambathini",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-kzn227-20260522T143656Z",
      "display_name": "Richmond",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN227",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn227/",
      "slug": "kzn227",
      "source_dir": "Visualisation Richmond",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-kzn235-20260522T143656Z",
      "display_name": "Okhahlamba",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN235",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn235/",
      "slug": "kzn235",
      "source_dir": "Visualisation Okhahlamba",
      "source_mode": "sem_duckdb",
      "ward_count": 15
    },
    {
      "dataset_version": "sem-ugm-kzn237-20260522T143656Z",
      "display_name": "Inkosi Langalibalele",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN237",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn237/",
      "slug": "kzn237",
      "source_dir": "Visualisation Inkosi Langalibalele",
      "source_mode": "sem_duckdb",
      "ward_count": 24
    },
    {
      "dataset_version": "sem-ugm-kzn238-20260522T143656Z",
      "display_name": "Alfred Duma",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN238",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn238/",
      "slug": "kzn238",
      "source_dir": "Visualisation Alfred Duma",
      "source_mode": "sem_duckdb",
      "ward_count": 37
    },
    {
      "dataset_version": "sem-ugm-kzn241-20260522T143656Z",
      "display_name": "Endumeni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN241",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn241/",
      "slug": "kzn241",
      "source_dir": "Visualisation Endumeni",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-kzn242-20260522T143656Z",
      "display_name": "Nqutu",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN242",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn242/",
      "slug": "kzn242",
      "source_dir": "Visualisation Nqutu",
      "source_mode": "sem_duckdb",
      "ward_count": 19
    },
    {
      "dataset_version": "sem-ugm-kzn244-20260522T143656Z",
      "display_name": "Msinga",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN244",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn244/",
      "slug": "kzn244",
      "source_dir": "Visualisation Msinga",
      "source_mode": "sem_duckdb",
      "ward_count": 21
    },
    {
      "dataset_version": "sem-ugm-kzn245-20260522T143656Z",
      "display_name": "Umvoti",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN245",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn245/",
      "slug": "kzn245",
      "source_dir": "Visualisation Umvoti",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-kzn252-20260522T143656Z",
      "display_name": "Newcastle",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN252",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn252/",
      "slug": "kzn252",
      "source_dir": "Visualisation Newcastle",
      "source_mode": "sem_duckdb",
      "ward_count": 34
    },
    {
      "dataset_version": "sem-ugm-kzn253-20260522T143656Z",
      "display_name": "Emadlangeni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN253",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn253/",
      "slug": "kzn253",
      "source_dir": "Visualisation Emadlangeni",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-kzn254-20260522T143656Z",
      "display_name": "Dannhauser",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN254",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn254/",
      "slug": "kzn254",
      "source_dir": "Visualisation Dannhauser",
      "source_mode": "sem_duckdb",
      "ward_count": 13
    },
    {
      "dataset_version": "sem-ugm-kzn261-20260522T143656Z",
      "display_name": "eDumbe",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN261",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn261/",
      "slug": "kzn261",
      "source_dir": "Visualisation eDumbe",
      "source_mode": "sem_duckdb",
      "ward_count": 10
    },
    {
      "dataset_version": "sem-ugm-kzn262-20260522T143656Z",
      "display_name": "UPhongolo",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN262",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn262/",
      "slug": "kzn262",
      "source_dir": "Visualisation UPhongolo",
      "source_mode": "sem_duckdb",
      "ward_count": 15
    },
    {
      "dataset_version": "sem-ugm-kzn263-20260522T143656Z",
      "display_name": "Abaqulusi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN263",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn263/",
      "slug": "kzn263",
      "source_dir": "Visualisation Abaqulusi",
      "source_mode": "sem_duckdb",
      "ward_count": 23
    },
    {
      "dataset_version": "sem-ugm-kzn265-20260522T143656Z",
      "display_name": "Nongoma",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN265",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn265/",
      "slug": "kzn265",
      "source_dir": "Visualisation Nongoma",
      "source_mode": "sem_duckdb",
      "ward_count": 23
    },
    {
      "dataset_version": "sem-ugm-kzn266-20260522T143656Z",
      "display_name": "Ulundi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN266",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn266/",
      "slug": "kzn266",
      "source_dir": "Visualisation Ulundi",
      "source_mode": "sem_duckdb",
      "ward_count": 24
    },
    {
      "dataset_version": "sem-ugm-kzn271-20260522T143656Z",
      "display_name": "Umhlabuyalingana",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN271",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn271/",
      "slug": "kzn271",
      "source_dir": "Visualisation Umhlabuyalingana",
      "source_mode": "sem_duckdb",
      "ward_count": 20
    },
    {
      "dataset_version": "sem-ugm-kzn272-20260522T143656Z",
      "display_name": "Jozini",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN272",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn272/",
      "slug": "kzn272",
      "source_dir": "Visualisation Jozini",
      "source_mode": "sem_duckdb",
      "ward_count": 23
    },
    {
      "dataset_version": "sem-ugm-kzn275-20260522T143656Z",
      "display_name": "Mtubatuba",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN275",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn275/",
      "slug": "kzn275",
      "source_dir": "Visualisation Mtubatuba",
      "source_mode": "sem_duckdb",
      "ward_count": 23
    },
    {
      "dataset_version": "sem-ugm-kzn276-20260522T143656Z",
      "display_name": "Big Five Hlabisa",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN276",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn276/",
      "slug": "kzn276",
      "source_dir": "Visualisation Big Five Hlabisa",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-kzn281-20260522T143656Z",
      "display_name": "Mfolozi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN281",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn281/",
      "slug": "kzn281",
      "source_dir": "Visualisation Mfolozi",
      "source_mode": "sem_duckdb",
      "ward_count": 18
    },
    {
      "dataset_version": "sem-ugm-kzn282-20260522T143656Z",
      "display_name": "uMhlathuze",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN282",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn282/",
      "slug": "kzn282",
      "source_dir": "Visualisation uMhlathuze",
      "source_mode": "sem_duckdb",
      "ward_count": 34
    },
    {
      "dataset_version": "sem-ugm-kzn284-20260522T143656Z",
      "display_name": "uMlalazi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN284",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn284/",
      "slug": "kzn284",
      "source_dir": "Visualisation uMlalazi",
      "source_mode": "sem_duckdb",
      "ward_count": 28
    },
    {
      "dataset_version": "sem-ugm-kzn285-20260522T143656Z",
      "display_name": "Mthonjaneni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN285",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn285/",
      "slug": "kzn285",
      "source_dir": "Visualisation Mthonjaneni",
      "source_mode": "sem_duckdb",
      "ward_count": 13
    },
    {
      "dataset_version": "sem-ugm-kzn286-20260522T143656Z",
      "display_name": "Nkandla",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN286",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn286/",
      "slug": "kzn286",
      "source_dir": "Visualisation Nkandla",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-kzn291-20260522T143656Z",
      "display_name": "Mandeni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN291",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn291/",
      "slug": "kzn291",
      "source_dir": "Visualisation Mandeni",
      "source_mode": "sem_duckdb",
      "ward_count": 18
    },
    {
      "dataset_version": "sem-ugm-kzn292-20260522T143656Z",
      "display_name": "KwaDukuza",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN292",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn292/",
      "slug": "kzn292",
      "source_dir": "Visualisation KwaDukuza",
      "source_mode": "sem_duckdb",
      "ward_count": 30
    },
    {
      "dataset_version": "sem-ugm-kzn293-20260522T143656Z",
      "display_name": "Ndwedwe",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN293",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn293/",
      "slug": "kzn293",
      "source_dir": "Visualisation Ndwedwe",
      "source_mode": "sem_duckdb",
      "ward_count": 19
    },
    {
      "dataset_version": "sem-ugm-kzn294-20260522T143656Z",
      "display_name": "Maphumulo",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN294",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn294/",
      "slug": "kzn294",
      "source_dir": "Visualisation Maphumulo",
      "source_mode": "sem_duckdb",
      "ward_count": 12
    },
    {
      "dataset_version": "sem-ugm-kzn433-20260522T143656Z",
      "display_name": "Greater Kokstad",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN433",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn433/",
      "slug": "kzn433",
      "source_dir": "Visualisation Greater Kokstad",
      "source_mode": "sem_duckdb",
      "ward_count": 10
    },
    {
      "dataset_version": "sem-ugm-kzn434-20260522T143656Z",
      "display_name": "Ubuhlebezwe",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN434",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn434/",
      "slug": "kzn434",
      "source_dir": "Visualisation Ubuhlebezwe",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-kzn435-20260522T143656Z",
      "display_name": "Umzimkhulu",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN435",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn435/",
      "slug": "kzn435",
      "source_dir": "Visualisation Umzimkhulu",
      "source_mode": "sem_duckdb",
      "ward_count": 22
    },
    {
      "dataset_version": "sem-ugm-kzn436-20260522T143656Z",
      "display_name": "Dr Nkosazana Dlamini Zuma",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "KZN436",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/kzn436/",
      "slug": "kzn436",
      "source_dir": "Visualisation Dr Nkosazana Dlamini Zuma",
      "source_mode": "sem_duckdb",
      "ward_count": 15
    },
    {
      "dataset_version": "sem-ugm-lim331-20260522T143656Z",
      "display_name": "Greater Giyani",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM331",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim331/",
      "slug": "lim331",
      "source_dir": "Visualisation Greater Giyani",
      "source_mode": "sem_duckdb",
      "ward_count": 31
    },
    {
      "dataset_version": "sem-ugm-lim332-20260522T143656Z",
      "display_name": "Greater Letaba",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM332",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim332/",
      "slug": "lim332",
      "source_dir": "Visualisation Greater Letaba",
      "source_mode": "sem_duckdb",
      "ward_count": 30
    },
    {
      "dataset_version": "sem-ugm-lim333-20260522T143656Z",
      "display_name": "Greater Tzaneen",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM333",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim333/",
      "slug": "lim333",
      "source_dir": "Visualisation Greater Tzaneen",
      "source_mode": "sem_duckdb",
      "ward_count": 35
    },
    {
      "dataset_version": "sem-ugm-lim334-20260522T143656Z",
      "display_name": "Ba-Phalaborwa",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM334",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim334/",
      "slug": "lim334",
      "source_dir": "Visualisation Ba-Phalaborwa",
      "source_mode": "sem_duckdb",
      "ward_count": 19
    },
    {
      "dataset_version": "sem-ugm-lim335-20260522T143656Z",
      "display_name": "Maruleng",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM335",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim335/",
      "slug": "lim335",
      "source_dir": "Visualisation Maruleng",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-lim341-20260522T143656Z",
      "display_name": "Musina",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM341",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim341/",
      "slug": "lim341",
      "source_dir": "Visualisation Musina",
      "source_mode": "sem_duckdb",
      "ward_count": 12
    },
    {
      "dataset_version": "sem-ugm-lim343-20260522T143656Z",
      "display_name": "Thulamela",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM343",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim343/",
      "slug": "lim343",
      "source_dir": "Visualisation Thulamela",
      "source_mode": "sem_duckdb",
      "ward_count": 41
    },
    {
      "dataset_version": "sem-ugm-lim344-20260522T143656Z",
      "display_name": "Makhado",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM344",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim344/",
      "slug": "lim344",
      "source_dir": "Visualisation Makhado",
      "source_mode": "sem_duckdb",
      "ward_count": 38
    },
    {
      "dataset_version": "sem-ugm-lim345-20260522T143656Z",
      "display_name": "Collins Chabane",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM345",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim345/",
      "slug": "lim345",
      "source_dir": "Visualisation Collins Chabane",
      "source_mode": "sem_duckdb",
      "ward_count": 36
    },
    {
      "dataset_version": "sem-ugm-lim351-20260522T143656Z",
      "display_name": "Blouberg",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM351",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim351/",
      "slug": "lim351",
      "source_dir": "Visualisation Blouberg",
      "source_mode": "sem_duckdb",
      "ward_count": 22
    },
    {
      "dataset_version": "sem-ugm-lim353-20260522T143656Z",
      "display_name": "Molemole",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM353",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim353/",
      "slug": "lim353",
      "source_dir": "Visualisation Molemole",
      "source_mode": "sem_duckdb",
      "ward_count": 16
    },
    {
      "dataset_version": "sem-ugm-lim354-20260522T143656Z",
      "display_name": "Polokwane",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM354",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim354/",
      "slug": "lim354",
      "source_dir": "Visualisation Polokwane",
      "source_mode": "sem_duckdb",
      "ward_count": 45
    },
    {
      "dataset_version": "sem-ugm-lim355-20260522T143656Z",
      "display_name": "Lepele-Nkumpi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM355",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim355/",
      "slug": "lim355",
      "source_dir": "Visualisation Lepele-Nkumpi",
      "source_mode": "sem_duckdb",
      "ward_count": 30
    },
    {
      "dataset_version": "sem-ugm-lim361-20260522T143656Z",
      "display_name": "Thabazimbi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM361",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim361/",
      "slug": "lim361",
      "source_dir": "Visualisation Thabazimbi",
      "source_mode": "sem_duckdb",
      "ward_count": 12
    },
    {
      "dataset_version": "sem-ugm-lim362-20260522T143656Z",
      "display_name": "Lephalale",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM362",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim362/",
      "slug": "lim362",
      "source_dir": "Visualisation Lephalale",
      "source_mode": "sem_duckdb",
      "ward_count": 15
    },
    {
      "dataset_version": "sem-ugm-lim366-20260522T143656Z",
      "display_name": "Bela-Bela",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM366",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim366/",
      "slug": "lim366",
      "source_dir": "Visualisation Bela-Bela",
      "source_mode": "sem_duckdb",
      "ward_count": 9
    },
    {
      "dataset_version": "sem-ugm-lim367-20260522T143656Z",
      "display_name": "Mogalakwena",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM367",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim367/",
      "slug": "lim367",
      "source_dir": "Visualisation Mogalakwena",
      "source_mode": "sem_duckdb",
      "ward_count": 32
    },
    {
      "dataset_version": "sem-ugm-lim368-20260522T143656Z",
      "display_name": "Modimolle-Mookgophong",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM368",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim368/",
      "slug": "lim368",
      "source_dir": "Visualisation Modimolle-Mookgophong",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-lim471-20260522T143656Z",
      "display_name": "Ephraim Mogale",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM471",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim471/",
      "slug": "lim471",
      "source_dir": "Visualisation Ephraim Mogale",
      "source_mode": "sem_duckdb",
      "ward_count": 16
    },
    {
      "dataset_version": "sem-ugm-lim472-20260522T143656Z",
      "display_name": "Elias Motsoaledi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM472",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim472/",
      "slug": "lim472",
      "source_dir": "Visualisation Elias Motsoaledi",
      "source_mode": "sem_duckdb",
      "ward_count": 31
    },
    {
      "dataset_version": "sem-ugm-lim473-20260522T143656Z",
      "display_name": "Makhuduthamaga",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM473",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim473/",
      "slug": "lim473",
      "source_dir": "Visualisation Makhuduthamaga",
      "source_mode": "sem_duckdb",
      "ward_count": 31
    },
    {
      "dataset_version": "sem-ugm-lim476-20260522T143656Z",
      "display_name": "Fetakgomo Tubatse",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "LIM476",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/lim476/",
      "slug": "lim476",
      "source_dir": "Visualisation Fetakgomo Tubatse",
      "source_mode": "sem_duckdb",
      "ward_count": 39
    },
    {
      "dataset_version": "sem-ugm-man-20260522T143656Z",
      "display_name": "Mangaung",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MAN",
      "is_metro": true,
      "momentum_profile": "metro_gdp",
      "public_url": "https://dashboards.spatialecon.co.za/man/",
      "slug": "man",
      "source_dir": "Visualisation Mangaung",
      "source_mode": "sem_duckdb",
      "ward_count": 51
    },
    {
      "dataset_version": "sem-ugm-mp301-20260522T143656Z",
      "display_name": "Chief Albert Luthuli",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP301",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp301/",
      "slug": "mp301",
      "source_dir": "Visualisation Chief Albert Luthuli",
      "source_mode": "sem_duckdb",
      "ward_count": 25
    },
    {
      "dataset_version": "sem-ugm-mp302-20260522T143656Z",
      "display_name": "Msukaligwa",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP302",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp302/",
      "slug": "mp302",
      "source_dir": "Visualisation Msukaligwa",
      "source_mode": "sem_duckdb",
      "ward_count": 19
    },
    {
      "dataset_version": "sem-ugm-mp303-20260522T143656Z",
      "display_name": "Mkhondo",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP303",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp303/",
      "slug": "mp303",
      "source_dir": "Visualisation Mkhondo",
      "source_mode": "sem_duckdb",
      "ward_count": 19
    },
    {
      "dataset_version": "sem-ugm-mp304-20260522T143656Z",
      "display_name": "Dr Pixley Ka Isaka Seme",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP304",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp304/",
      "slug": "mp304",
      "source_dir": "Visualisation Dr Pixley Ka Isaka Seme",
      "source_mode": "sem_duckdb",
      "ward_count": 11
    },
    {
      "dataset_version": "sem-ugm-mp305-20260522T143656Z",
      "display_name": "Lekwa",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP305",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp305/",
      "slug": "mp305",
      "source_dir": "Visualisation Lekwa",
      "source_mode": "sem_duckdb",
      "ward_count": 15
    },
    {
      "dataset_version": "sem-ugm-mp306-20260522T143656Z",
      "display_name": "Dipaleseng",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP306",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp306/",
      "slug": "mp306",
      "source_dir": "Visualisation Dipaleseng",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-mp307-20260522T143656Z",
      "display_name": "Govan Mbeki",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP307",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp307/",
      "slug": "mp307",
      "source_dir": "Visualisation Govan Mbeki",
      "source_mode": "sem_duckdb",
      "ward_count": 32
    },
    {
      "dataset_version": "sem-ugm-mp311-20260522T143656Z",
      "display_name": "Victor Khanye",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP311",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp311/",
      "slug": "mp311",
      "source_dir": "Visualisation Victor Khanye",
      "source_mode": "sem_duckdb",
      "ward_count": 9
    },
    {
      "dataset_version": "sem-ugm-mp312-20260522T143656Z",
      "display_name": "Emalahleni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP312",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp312/",
      "slug": "mp312",
      "source_dir": "Visualisation Emalahleni/MP312",
      "source_mode": "sem_duckdb",
      "ward_count": 34
    },
    {
      "dataset_version": "sem-ugm-mp313-20260522T143656Z",
      "display_name": "Steve Tshwete",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP313",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp313/",
      "slug": "mp313",
      "source_dir": "Visualisation Steve Tshwete",
      "source_mode": "sem_duckdb",
      "ward_count": 29
    },
    {
      "dataset_version": "sem-ugm-mp314-20260522T143656Z",
      "display_name": "Emakhazeni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP314",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp314/",
      "slug": "mp314",
      "source_dir": "Visualisation Emakhazeni",
      "source_mode": "sem_duckdb",
      "ward_count": 8
    },
    {
      "dataset_version": "sem-ugm-mp315-20260522T143656Z",
      "display_name": "Thembisile Hani",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP315",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp315/",
      "slug": "mp315",
      "source_dir": "Visualisation Thembisile Hani",
      "source_mode": "sem_duckdb",
      "ward_count": 32
    },
    {
      "dataset_version": "sem-ugm-mp316-20260522T143656Z",
      "display_name": "Dr JS Moroka",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP316",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp316/",
      "slug": "mp316",
      "source_dir": "Visualisation Dr JS Moroka",
      "source_mode": "sem_duckdb",
      "ward_count": 31
    },
    {
      "dataset_version": "sem-ugm-mp321-20260522T143656Z",
      "display_name": "Thaba Chweu",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP321",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp321/",
      "slug": "mp321",
      "source_dir": "Visualisation Thaba Chweu",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-mp324-20260522T143656Z",
      "display_name": "Nkomazi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP324",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp324/",
      "slug": "mp324",
      "source_dir": "Visualisation Nkomazi",
      "source_mode": "sem_duckdb",
      "ward_count": 33
    },
    {
      "dataset_version": "sem-ugm-mp325-20260522T143656Z",
      "display_name": "Bushbuckridge",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP325",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp325/",
      "slug": "mp325",
      "source_dir": "Visualisation Bushbuckridge",
      "source_mode": "sem_duckdb",
      "ward_count": 38
    },
    {
      "dataset_version": "sem-ugm-mp326-20260522T143656Z",
      "display_name": "Mbombela",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "MP326",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/mp326/",
      "slug": "mp326",
      "source_dir": "Visualisation Mbombela",
      "source_mode": "sem_duckdb",
      "ward_count": 45
    },
    {
      "dataset_version": "sem-ugm-nc061-20260522T143656Z",
      "display_name": "Richtersveld",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC061",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc061/",
      "slug": "nc061",
      "source_dir": "Visualisation Richtersveld",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-nc062-20260522T143656Z",
      "display_name": "Nama Khoi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC062",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc062/",
      "slug": "nc062",
      "source_dir": "Visualisation Nama Khoi",
      "source_mode": "sem_duckdb",
      "ward_count": 9
    },
    {
      "dataset_version": "sem-ugm-nc064-20260522T143656Z",
      "display_name": "Kamiesberg",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC064",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc064/",
      "slug": "nc064",
      "source_dir": "Visualisation Kamiesberg",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-nc065-20260522T143656Z",
      "display_name": "Hantam",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC065",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc065/",
      "slug": "nc065",
      "source_dir": "Visualisation Hantam",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-nc066-20260522T143656Z",
      "display_name": "Karoo Hoogland",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC066",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc066/",
      "slug": "nc066",
      "source_dir": "Visualisation Karoo Hoogland",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-nc067-20260522T143656Z",
      "display_name": "Kh\u00e2i-Ma",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC067",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc067/",
      "slug": "nc067",
      "source_dir": "Visualisation Kh\u00e2i-Ma",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-nc071-20260522T143656Z",
      "display_name": "Ubuntu",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC071",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc071/",
      "slug": "nc071",
      "source_dir": "Visualisation Ubuntu",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-nc072-20260522T143656Z",
      "display_name": "Umsobomvu",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC072",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc072/",
      "slug": "nc072",
      "source_dir": "Visualisation Umsobomvu",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-nc073-20260522T143656Z",
      "display_name": "Emthanjeni",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC073",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc073/",
      "slug": "nc073",
      "source_dir": "Visualisation Emthanjeni",
      "source_mode": "sem_duckdb",
      "ward_count": 8
    },
    {
      "dataset_version": "sem-ugm-nc074-20260522T143656Z",
      "display_name": "Kareeberg",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC074",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc074/",
      "slug": "nc074",
      "source_dir": "Visualisation Kareeberg",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-nc075-20260522T143656Z",
      "display_name": "Renosterberg",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC075",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc075/",
      "slug": "nc075",
      "source_dir": "Visualisation Renosterberg",
      "source_mode": "sem_duckdb",
      "ward_count": 5
    },
    {
      "dataset_version": "sem-ugm-nc076-20260522T143656Z",
      "display_name": "Thembelihle",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC076",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc076/",
      "slug": "nc076",
      "source_dir": "Visualisation Thembelihle",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-nc077-20260522T143656Z",
      "display_name": "Siyathemba",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC077",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc077/",
      "slug": "nc077",
      "source_dir": "Visualisation Siyathemba",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-nc078-20260522T143656Z",
      "display_name": "Siyancuma",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC078",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc078/",
      "slug": "nc078",
      "source_dir": "Visualisation Siyancuma",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-nc082-20260522T143656Z",
      "display_name": "Kai !Garib",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC082",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc082/",
      "slug": "nc082",
      "source_dir": "Visualisation Kai !Garib",
      "source_mode": "sem_duckdb",
      "ward_count": 10
    },
    {
      "dataset_version": "sem-ugm-nc084-20260522T143656Z",
      "display_name": "!Kheis",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC084",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc084/",
      "slug": "nc084",
      "source_dir": "Visualisation !Kheis",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-nc085-20260522T143656Z",
      "display_name": "Tsantsabane",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC085",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc085/",
      "slug": "nc085",
      "source_dir": "Visualisation Tsantsabane",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-nc086-20260522T143656Z",
      "display_name": "Kgatelopele",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC086",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc086/",
      "slug": "nc086",
      "source_dir": "Visualisation Kgatelopele",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-nc087-20260522T143656Z",
      "display_name": "Dawid Kruiper",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC087",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc087/",
      "slug": "nc087",
      "source_dir": "Visualisation Dawid Kruiper",
      "source_mode": "sem_duckdb",
      "ward_count": 17
    },
    {
      "dataset_version": "sem-ugm-nc091-20260522T143656Z",
      "display_name": "Sol Plaatje",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC091",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc091/",
      "slug": "nc091",
      "source_dir": "Visualisation Sol Plaatje",
      "source_mode": "sem_duckdb",
      "ward_count": 33
    },
    {
      "dataset_version": "sem-ugm-nc092-20260522T143656Z",
      "display_name": "Dikgatlong",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC092",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc092/",
      "slug": "nc092",
      "source_dir": "Visualisation Dikgatlong",
      "source_mode": "sem_duckdb",
      "ward_count": 8
    },
    {
      "dataset_version": "sem-ugm-nc093-20260522T143656Z",
      "display_name": "Magareng",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC093",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc093/",
      "slug": "nc093",
      "source_dir": "Visualisation Magareng",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-nc094-20260522T143656Z",
      "display_name": "Phokwane",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC094",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc094/",
      "slug": "nc094",
      "source_dir": "Visualisation Phokwane",
      "source_mode": "sem_duckdb",
      "ward_count": 10
    },
    {
      "dataset_version": "sem-ugm-nc451-20260522T143656Z",
      "display_name": "Joe Morolong",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC451",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc451/",
      "slug": "nc451",
      "source_dir": "Visualisation Joe Morolong",
      "source_mode": "sem_duckdb",
      "ward_count": 15
    },
    {
      "dataset_version": "sem-ugm-nc452-20260522T143656Z",
      "display_name": "Ga-Segonyana",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC452",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc452/",
      "slug": "nc452",
      "source_dir": "Visualisation Ga-Segonyana",
      "source_mode": "sem_duckdb",
      "ward_count": 15
    },
    {
      "dataset_version": "sem-ugm-nc453-20260522T143656Z",
      "display_name": "Gamagara",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NC453",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nc453/",
      "slug": "nc453",
      "source_dir": "Visualisation Gamagara",
      "source_mode": "sem_duckdb",
      "ward_count": 8
    },
    {
      "dataset_version": "sem-ugm-nma-20260522T143656Z",
      "display_name": "Nelson Mandela Bay",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NMA",
      "is_metro": true,
      "momentum_profile": "metro_gdp",
      "public_url": "https://dashboards.spatialecon.co.za/nma/",
      "slug": "nma",
      "source_dir": "Visualisation Gqeberha - Nelson Mandela Bay",
      "source_mode": "sem_duckdb",
      "ward_count": 60
    },
    {
      "dataset_version": "sem-ugm-nw371-20260522T143656Z",
      "display_name": "Moretele",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW371",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw371/",
      "slug": "nw371",
      "source_dir": "Visualisation Moretele",
      "source_mode": "sem_duckdb",
      "ward_count": 26
    },
    {
      "dataset_version": "sem-ugm-nw372-20260522T143656Z",
      "display_name": "Madibeng",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW372",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw372/",
      "slug": "nw372",
      "source_dir": "Visualisation Madibeng",
      "source_mode": "sem_duckdb",
      "ward_count": 41
    },
    {
      "dataset_version": "sem-ugm-nw373-20260522T143656Z",
      "display_name": "Rustenburg",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW373",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw373/",
      "slug": "nw373",
      "source_dir": "Visualisation Rustenburg",
      "source_mode": "sem_duckdb",
      "ward_count": 45
    },
    {
      "dataset_version": "sem-ugm-nw374-20260522T143656Z",
      "display_name": "Kgetlengrivier",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW374",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw374/",
      "slug": "nw374",
      "source_dir": "Visualisation Kgetlengrivier",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-nw375-20260522T143656Z",
      "display_name": "Moses Kotane",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW375",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw375/",
      "slug": "nw375",
      "source_dir": "Visualisation Moses Kotane",
      "source_mode": "sem_duckdb",
      "ward_count": 35
    },
    {
      "dataset_version": "sem-ugm-nw381-20260522T143656Z",
      "display_name": "Ratlou",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW381",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw381/",
      "slug": "nw381",
      "source_dir": "Visualisation Ratlou",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-nw382-20260522T143656Z",
      "display_name": "Tswaing",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW382",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw382/",
      "slug": "nw382",
      "source_dir": "Visualisation Tswaing",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-nw383-20260522T143656Z",
      "display_name": "Mafikeng",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW383",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw383/",
      "slug": "nw383",
      "source_dir": "Visualisation Mafikeng",
      "source_mode": "sem_duckdb",
      "ward_count": 35
    },
    {
      "dataset_version": "sem-ugm-nw384-20260522T143656Z",
      "display_name": "Ditsobotla",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW384",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw384/",
      "slug": "nw384",
      "source_dir": "Visualisation Ditsobotla",
      "source_mode": "sem_duckdb",
      "ward_count": 20
    },
    {
      "dataset_version": "sem-ugm-nw385-20260522T143656Z",
      "display_name": "Ramotshere Moiloa",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW385",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw385/",
      "slug": "nw385",
      "source_dir": "Visualisation Ramotshere Moiloa",
      "source_mode": "sem_duckdb",
      "ward_count": 19
    },
    {
      "dataset_version": "sem-ugm-nw392-20260522T143656Z",
      "display_name": "Naledi",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW392",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw392/",
      "slug": "nw392",
      "source_dir": "Visualisation Naledi",
      "source_mode": "sem_duckdb",
      "ward_count": 9
    },
    {
      "dataset_version": "sem-ugm-nw393-20260522T143656Z",
      "display_name": "Mamusa",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW393",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw393/",
      "slug": "nw393",
      "source_dir": "Visualisation Mamusa",
      "source_mode": "sem_duckdb",
      "ward_count": 8
    },
    {
      "dataset_version": "sem-ugm-nw394-20260522T143656Z",
      "display_name": "Greater Taung",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW394",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw394/",
      "slug": "nw394",
      "source_dir": "Visualisation Greater Taung",
      "source_mode": "sem_duckdb",
      "ward_count": 24
    },
    {
      "dataset_version": "sem-ugm-nw396-20260522T143656Z",
      "display_name": "Lekwa-Teemane",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW396",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw396/",
      "slug": "nw396",
      "source_dir": "Visualisation Lekwa-Teemane",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-nw397-20260522T143656Z",
      "display_name": "Kagisano/Molopo",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW397",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw397/",
      "slug": "nw397",
      "source_dir": "Visualisation Kagisano/Molopo",
      "source_mode": "sem_duckdb",
      "ward_count": 15
    },
    {
      "dataset_version": "sem-ugm-nw403-20260522T143656Z",
      "display_name": "Matlosana",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW403",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw403/",
      "slug": "nw403",
      "source_dir": "Visualisation Matlosana",
      "source_mode": "sem_duckdb",
      "ward_count": 39
    },
    {
      "dataset_version": "sem-ugm-nw404-20260522T143656Z",
      "display_name": "Maquassi Hills",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW404",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw404/",
      "slug": "nw404",
      "source_dir": "Visualisation Maquassi Hills",
      "source_mode": "sem_duckdb",
      "ward_count": 11
    },
    {
      "dataset_version": "sem-ugm-nw405-20260522T143656Z",
      "display_name": "JB Marks",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "NW405",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/nw405/",
      "slug": "nw405",
      "source_dir": "Visualisation JB Marks",
      "source_mode": "sem_duckdb",
      "ward_count": 34
    },
    {
      "dataset_version": "sem-ugm-tsh-20260522T143656Z",
      "display_name": "Tshwane",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "TSH",
      "is_metro": true,
      "momentum_profile": "metro_gdp",
      "public_url": "https://dashboards.spatialecon.co.za/tsh/",
      "slug": "tsh",
      "source_dir": "Visualisation Tshwane",
      "source_mode": "sem_duckdb",
      "ward_count": 107
    },
    {
      "dataset_version": "sem-ugm-wc011-20260522T143656Z",
      "display_name": "Matzikama",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC011",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc011/",
      "slug": "wc011",
      "source_dir": "Visualisation Matzikama",
      "source_mode": "sem_duckdb",
      "ward_count": 8
    },
    {
      "dataset_version": "sem-ugm-wc012-20260522T143656Z",
      "display_name": "Cederberg",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC012",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc012/",
      "slug": "wc012",
      "source_dir": "Visualisation Cederberg",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-wc013-20260522T143656Z",
      "display_name": "Bergrivier",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC013",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc013/",
      "slug": "wc013",
      "source_dir": "Visualisation Bergrivier",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-wc014-20260522T143656Z",
      "display_name": "Saldanha Bay",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC014",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc014/",
      "slug": "wc014",
      "source_dir": "Visualisation Saldanha Bay",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-wc015-20260522T143656Z",
      "display_name": "Swartland",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC015",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc015/",
      "slug": "wc015",
      "source_dir": "Visualisation Swartland",
      "source_mode": "sem_duckdb",
      "ward_count": 12
    },
    {
      "dataset_version": "sem-ugm-wc022-20260522T143656Z",
      "display_name": "Witzenberg",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC022",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc022/",
      "slug": "wc022",
      "source_dir": "Visualisation Witzenberg",
      "source_mode": "sem_duckdb",
      "ward_count": 12
    },
    {
      "dataset_version": "sem-ugm-wc023-20260522T143656Z",
      "display_name": "Drakenstein",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC023",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc023/",
      "slug": "wc023",
      "source_dir": "Visualisation Drakenstein",
      "source_mode": "sem_duckdb",
      "ward_count": 33
    },
    {
      "dataset_version": "sem-ugm-wc024-20260522T143656Z",
      "display_name": "Stellenbosch",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC024",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc024/",
      "slug": "wc024",
      "source_dir": "Visualisation Stellenbosch",
      "source_mode": "sem_duckdb",
      "ward_count": 23
    },
    {
      "dataset_version": "sem-ugm-wc025-20260522T143656Z",
      "display_name": "Breede Valley",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC025",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc025/",
      "slug": "wc025",
      "source_dir": "Visualisation Breede Valley",
      "source_mode": "sem_duckdb",
      "ward_count": 21
    },
    {
      "dataset_version": "sem-ugm-wc026-20260522T143656Z",
      "display_name": "Langeberg",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC026",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc026/",
      "slug": "wc026",
      "source_dir": "Visualisation Langeberg",
      "source_mode": "sem_duckdb",
      "ward_count": 12
    },
    {
      "dataset_version": "sem-ugm-wc031-20260522T143656Z",
      "display_name": "Theewaterskloof",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC031",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc031/",
      "slug": "wc031",
      "source_dir": "Visualisation Theewaterskloof",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-wc032-20260522T143656Z",
      "display_name": "Overstrand",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC032",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc032/",
      "slug": "wc032",
      "source_dir": "Visualisation Overstrand",
      "source_mode": "sem_duckdb",
      "ward_count": 14
    },
    {
      "dataset_version": "sem-ugm-wc033-20260522T143656Z",
      "display_name": "Cape Agulhas",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC033",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc033/",
      "slug": "wc033",
      "source_dir": "Visualisation Cape Agulhas",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-wc034-20260522T143656Z",
      "display_name": "Swellendam",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC034",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc034/",
      "slug": "wc034",
      "source_dir": "Visualisation Swellendam",
      "source_mode": "sem_duckdb",
      "ward_count": 6
    },
    {
      "dataset_version": "sem-ugm-wc041-20260522T143656Z",
      "display_name": "Kannaland",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC041",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc041/",
      "slug": "wc041",
      "source_dir": "Visualisation Kannaland",
      "source_mode": "sem_duckdb",
      "ward_count": 4
    },
    {
      "dataset_version": "sem-ugm-wc042-20260522T143656Z",
      "display_name": "Hessequa",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC042",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc042/",
      "slug": "wc042",
      "source_dir": "Visualisation Hessequa",
      "source_mode": "sem_duckdb",
      "ward_count": 9
    },
    {
      "dataset_version": "sem-ugm-wc043-20260522T143656Z",
      "display_name": "Mossel Bay",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC043",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc043/",
      "slug": "wc043",
      "source_dir": "Visualisation Mossel Bay",
      "source_mode": "sem_duckdb",
      "ward_count": 15
    },
    {
      "dataset_version": "sem-ugm-wc044-20260522T143656Z",
      "display_name": "George",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC044",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc044/",
      "slug": "wc044",
      "source_dir": "Visualisation George",
      "source_mode": "sem_duckdb",
      "ward_count": 28
    },
    {
      "dataset_version": "sem-ugm-wc045-20260522T143656Z",
      "display_name": "Oudtshoorn",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC045",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc045/",
      "slug": "wc045",
      "source_dir": "Visualisation Oudtshoorn",
      "source_mode": "sem_duckdb",
      "ward_count": 13
    },
    {
      "dataset_version": "sem-ugm-wc047-20260522T143656Z",
      "display_name": "Bitou",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC047",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc047/",
      "slug": "wc047",
      "source_dir": "Visualisation Bitou",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    },
    {
      "dataset_version": "sem-ugm-wc048-20260522T143656Z",
      "display_name": "Knysna",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC048",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc048/",
      "slug": "wc048",
      "source_dir": "Visualisation Knysna",
      "source_mode": "sem_duckdb",
      "ward_count": 11
    },
    {
      "dataset_version": "sem-ugm-wc051-20260518T200137Z",
      "display_name": "Laingsburg",
      "generated_at": "2026-05-18T20:01:37.390800+00:00",
      "geo_code": "WC051",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc051/",
      "slug": "wc051",
      "source_dir": "Visualisation Laingsburg",
      "source_mode": "sem_duckdb",
      "ward_count": 4
    },
    {
      "dataset_version": "sem-ugm-wc052-20260522T143656Z",
      "display_name": "Prince Albert",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC052",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc052/",
      "slug": "wc052",
      "source_dir": "Visualisation Prince Albert",
      "source_mode": "sem_duckdb",
      "ward_count": 4
    },
    {
      "dataset_version": "sem-ugm-wc053-20260522T143656Z",
      "display_name": "Beaufort West",
      "generated_at": "2026-05-22T14:36:56.156422+00:00",
      "geo_code": "WC053",
      "is_metro": false,
      "momentum_profile": "viirs",
      "public_url": "https://dashboards.spatialecon.co.za/wc053/",
      "slug": "wc053",
      "source_dir": "Visualisation Beaufort West",
      "source_mode": "sem_duckdb",
      "ward_count": 7
    }
  ],
  "generated_at": "2026-05-25T07:53:11.611033+00:00",
  "public_base_url": "https://dashboards.spatialecon.co.za"
}
