{
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  "static_page_count": 8,
  "method": "ADM1 context rows are derived from the vendored World Bank GSAP 2023 ADM1 poverty-context table. They are released as contextual proxy overlays and are not canonical pain measurements.",
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      "source_iso3": "ZMB",
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      "adm1_geo_id": "ZMB_2015_ADM1_3426",
      "boundary_indexed": false,
      "coverage_status": "adm1_context_overlay",
      "canonical_measurement_count": 0,
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        "human-poverty-adm1-context"
      ],
      "evidence_kinds": [
        "proxy"
      ],
      "source_ids": [
        "world-bank-gsap-adm1"
      ],
      "source_vintage": "World Bank GSAP 2023 ADM1 lineup with 2021 PPP poverty context",
      "uncertainty_class": "low",
      "page_url": "https://painmap.org/place/ZMB/adm1/central/",
      "profile_url": null,
      "measurements_url": null,
      "neighbors_url": null,
      "context_url": "https://painmap.org/v1/places/ZMB/adm1.json",
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      "relevance_score": 23.594115,
      "poverty_context": {
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        "poor420_rate": 0.8778,
        "poor830_rate": 0.967,
        "prosperity_gap_2021": 23.594115,
        "poor300_display": "78.5%",
        "poor420_display": "87.8%",
        "poor830_display": "96.7%",
        "prosperity_gap_display": "23.59"
      },
      "ranking_note": "Ranked for static-page selection by World Bank GSAP prosperity-gap context. This is a poverty-context overlay, not a canonical pain measurement.",
      "adm1_priority_rank": 33
    },
    {
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      "place_name": "Chama & ChinsaliIsoka & Mpika & Nakonde",
      "parent_place_id": "ZMB",
      "parent_place_name": "Zambia",
      "iso3": "ZMB",
      "source_iso3": "ZMB",
      "geometry_level": "adm1",
      "adm1_key": "chama and chinsaliisoka and mpika and nakonde",
      "adm1_geo_id": "ZMB_2015_ADMx_270_2",
      "boundary_indexed": false,
      "coverage_status": "adm1_context_overlay",
      "canonical_measurement_count": 0,
      "available_layers": [
        "human-poverty-adm1-context"
      ],
      "evidence_kinds": [
        "proxy"
      ],
      "source_ids": [
        "world-bank-gsap-adm1"
      ],
      "source_vintage": "World Bank GSAP 2023 ADM1 lineup with 2021 PPP poverty context",
      "uncertainty_class": "low",
      "page_url": "https://painmap.org/place/ZMB/adm1/chama-and-chinsaliisoka-and-mpika-and-nakonde/",
      "profile_url": null,
      "measurements_url": null,
      "neighbors_url": null,
      "context_url": "https://painmap.org/v1/places/ZMB/adm1.json",
      "latest_release_id": "2026-05-31.atlas.2",
      "relevance_score": 32.996136,
      "poverty_context": {
        "poor300_rate": 0.8966,
        "poor420_rate": 0.9429,
        "poor830_rate": 0.9856,
        "prosperity_gap_2021": 32.996136,
        "poor300_display": "89.7%",
        "poor420_display": "94.3%",
        "poor830_display": "98.6%",
        "prosperity_gap_display": "33.00"
      },
      "ranking_note": "Ranked for static-page selection by World Bank GSAP prosperity-gap context. This is a poverty-context overlay, not a canonical pain measurement.",
      "adm1_priority_rank": 5
    },
    {
      "place_id": "ZMB-ADM1-COPPERBELT",
      "place_name": "Copperbelt",
      "parent_place_id": "ZMB",
      "parent_place_name": "Zambia",
      "iso3": "ZMB",
      "source_iso3": "ZMB",
      "geometry_level": "adm1",
      "adm1_key": "copperbelt",
      "adm1_geo_id": "ZMB_2015_ADM1_3427",
      "boundary_indexed": false,
      "coverage_status": "adm1_context_overlay",
      "canonical_measurement_count": 0,
      "available_layers": [
        "human-poverty-adm1-context"
      ],
      "evidence_kinds": [
        "proxy"
      ],
      "source_ids": [
        "world-bank-gsap-adm1"
      ],
      "source_vintage": "World Bank GSAP 2023 ADM1 lineup with 2021 PPP poverty context",
      "uncertainty_class": "low",
      "page_url": null,
      "profile_url": null,
      "measurements_url": null,
      "neighbors_url": null,
      "context_url": "https://painmap.org/v1/places/ZMB/adm1.json",
      "latest_release_id": "2026-05-31.atlas.2",
      "relevance_score": 12.859518,
      "poverty_context": {
        "poor300_rate": 0.5135,
        "poor420_rate": 0.6598,
        "poor830_rate": 0.8761,
        "prosperity_gap_2021": 12.859518,
        "poor300_display": "51.3%",
        "poor420_display": "66.0%",
        "poor830_display": "87.6%",
        "prosperity_gap_display": "12.86"
      },
      "ranking_note": "Ranked for static-page selection by World Bank GSAP prosperity-gap context. This is a poverty-context overlay, not a canonical pain measurement.",
      "adm1_priority_rank": 185
    },
    {
      "place_id": "ZMB-ADM1-EASTERN",
      "place_name": "Eastern",
      "parent_place_id": "ZMB",
      "parent_place_name": "Zambia",
      "iso3": "ZMB",
      "source_iso3": "ZMB",
      "geometry_level": "adm1",
      "adm1_key": "eastern",
      "adm1_geo_id": "ZMB_2015_ADMx_270_1",
      "boundary_indexed": false,
      "coverage_status": "adm1_context_overlay",
      "canonical_measurement_count": 0,
      "available_layers": [
        "human-poverty-adm1-context"
      ],
      "evidence_kinds": [
        "proxy"
      ],
      "source_ids": [
        "world-bank-gsap-adm1"
      ],
      "source_vintage": "World Bank GSAP 2023 ADM1 lineup with 2021 PPP poverty context",
      "uncertainty_class": "low",
      "page_url": "https://painmap.org/place/ZMB/adm1/eastern/",
      "profile_url": null,
      "measurements_url": null,
      "neighbors_url": null,
      "context_url": "https://painmap.org/v1/places/ZMB/adm1.json",
      "latest_release_id": "2026-05-31.atlas.2",
      "relevance_score": 29.019922,
      "poverty_context": {
        "poor300_rate": 0.8546,
        "poor420_rate": 0.9226,
        "poor830_rate": 0.9878,
        "prosperity_gap_2021": 29.019922,
        "poor300_display": "85.5%",
        "poor420_display": "92.3%",
        "poor830_display": "98.8%",
        "prosperity_gap_display": "29.02"
      },
      "ranking_note": "Ranked for static-page selection by World Bank GSAP prosperity-gap context. This is a poverty-context overlay, not a canonical pain measurement.",
      "adm1_priority_rank": 17
    },
    {
      "place_id": "ZMB-ADM1-LUAPULA",
      "place_name": "Luapula",
      "parent_place_id": "ZMB",
      "parent_place_name": "Zambia",
      "iso3": "ZMB",
      "source_iso3": "ZMB",
      "geometry_level": "adm1",
      "adm1_key": "luapula",
      "adm1_geo_id": "ZMB_2015_ADM1_3429",
      "boundary_indexed": false,
      "coverage_status": "adm1_context_overlay",
      "canonical_measurement_count": 0,
      "available_layers": [
        "human-poverty-adm1-context"
      ],
      "evidence_kinds": [
        "proxy"
      ],
      "source_ids": [
        "world-bank-gsap-adm1"
      ],
      "source_vintage": "World Bank GSAP 2023 ADM1 lineup with 2021 PPP poverty context",
      "uncertainty_class": "low",
      "page_url": "https://painmap.org/place/ZMB/adm1/luapula/",
      "profile_url": null,
      "measurements_url": null,
      "neighbors_url": null,
      "context_url": "https://painmap.org/v1/places/ZMB/adm1.json",
      "latest_release_id": "2026-05-31.atlas.2",
      "relevance_score": 30.034052,
      "poverty_context": {
        "poor300_rate": 0.858,
        "poor420_rate": 0.9186,
        "poor830_rate": 0.9843,
        "prosperity_gap_2021": 30.034052,
        "poor300_display": "85.8%",
        "poor420_display": "91.9%",
        "poor830_display": "98.4%",
        "prosperity_gap_display": "30.03"
      },
      "ranking_note": "Ranked for static-page selection by World Bank GSAP prosperity-gap context. This is a poverty-context overlay, not a canonical pain measurement.",
      "adm1_priority_rank": 13
    },
    {
      "place_id": "ZMB-ADM1-LUSAKA",
      "place_name": "Lusaka",
      "parent_place_id": "ZMB",
      "parent_place_name": "Zambia",
      "iso3": "ZMB",
      "source_iso3": "ZMB",
      "geometry_level": "adm1",
      "adm1_key": "lusaka",
      "adm1_geo_id": "ZMB_2015_ADM1_3430",
      "boundary_indexed": false,
      "coverage_status": "adm1_context_overlay",
      "canonical_measurement_count": 0,
      "available_layers": [
        "human-poverty-adm1-context"
      ],
      "evidence_kinds": [
        "proxy"
      ],
      "source_ids": [
        "world-bank-gsap-adm1"
      ],
      "source_vintage": "World Bank GSAP 2023 ADM1 lineup with 2021 PPP poverty context",
      "uncertainty_class": "low",
      "page_url": null,
      "profile_url": null,
      "measurements_url": null,
      "neighbors_url": null,
      "context_url": "https://painmap.org/v1/places/ZMB/adm1.json",
      "latest_release_id": "2026-05-31.atlas.2",
      "relevance_score": 10.52087,
      "poverty_context": {
        "poor300_rate": 0.4068,
        "poor420_rate": 0.5783,
        "poor830_rate": 0.8564,
        "prosperity_gap_2021": 10.52087,
        "poor300_display": "40.7%",
        "poor420_display": "57.8%",
        "poor830_display": "85.6%",
        "prosperity_gap_display": "10.52"
      },
      "ranking_note": "Ranked for static-page selection by World Bank GSAP prosperity-gap context. This is a poverty-context overlay, not a canonical pain measurement.",
      "adm1_priority_rank": 307
    },
    {
      "place_id": "ZMB-ADM1-NORTH-WESTERN",
      "place_name": "North-Western",
      "parent_place_id": "ZMB",
      "parent_place_name": "Zambia",
      "iso3": "ZMB",
      "source_iso3": "ZMB",
      "geometry_level": "adm1",
      "adm1_key": "north western",
      "adm1_geo_id": "ZMB_2015_ADM1_3431",
      "boundary_indexed": false,
      "coverage_status": "adm1_context_overlay",
      "canonical_measurement_count": 0,
      "available_layers": [
        "human-poverty-adm1-context"
      ],
      "evidence_kinds": [
        "proxy"
      ],
      "source_ids": [
        "world-bank-gsap-adm1"
      ],
      "source_vintage": "World Bank GSAP 2023 ADM1 lineup with 2021 PPP poverty context",
      "uncertainty_class": "low",
      "page_url": "https://painmap.org/place/ZMB/adm1/north-western/",
      "profile_url": null,
      "measurements_url": null,
      "neighbors_url": null,
      "context_url": "https://painmap.org/v1/places/ZMB/adm1.json",
      "latest_release_id": "2026-05-31.atlas.2",
      "relevance_score": 22.580149,
      "poverty_context": {
        "poor300_rate": 0.721,
        "poor420_rate": 0.8097,
        "poor830_rate": 0.9164,
        "prosperity_gap_2021": 22.580149,
        "poor300_display": "72.1%",
        "poor420_display": "81.0%",
        "poor830_display": "91.6%",
        "prosperity_gap_display": "22.58"
      },
      "ranking_note": "Ranked for static-page selection by World Bank GSAP prosperity-gap context. This is a poverty-context overlay, not a canonical pain measurement.",
      "adm1_priority_rank": 39
    },
    {
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      "place_name": "Northern",
      "parent_place_id": "ZMB",
      "parent_place_name": "Zambia",
      "iso3": "ZMB",
      "source_iso3": "ZMB",
      "geometry_level": "adm1",
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      "adm1_geo_id": "ZMB_2015_ADMx_270_3",
      "boundary_indexed": false,
      "coverage_status": "adm1_context_overlay",
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      "available_layers": [
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      ],
      "evidence_kinds": [
        "proxy"
      ],
      "source_ids": [
        "world-bank-gsap-adm1"
      ],
      "source_vintage": "World Bank GSAP 2023 ADM1 lineup with 2021 PPP poverty context",
      "uncertainty_class": "low",
      "page_url": "https://painmap.org/place/ZMB/adm1/northern/",
      "profile_url": null,
      "measurements_url": null,
      "neighbors_url": null,
      "context_url": "https://painmap.org/v1/places/ZMB/adm1.json",
      "latest_release_id": "2026-05-31.atlas.2",
      "relevance_score": 29.392955,
      "poverty_context": {
        "poor300_rate": 0.8683,
        "poor420_rate": 0.9262,
        "poor830_rate": 0.9825,
        "prosperity_gap_2021": 29.392955,
        "poor300_display": "86.8%",
        "poor420_display": "92.6%",
        "poor830_display": "98.3%",
        "prosperity_gap_display": "29.39"
      },
      "ranking_note": "Ranked for static-page selection by World Bank GSAP prosperity-gap context. This is a poverty-context overlay, not a canonical pain measurement.",
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    },
    {
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      "place_name": "Southern",
      "parent_place_id": "ZMB",
      "parent_place_name": "Zambia",
      "iso3": "ZMB",
      "source_iso3": "ZMB",
      "geometry_level": "adm1",
      "adm1_key": "southern",
      "adm1_geo_id": "ZMB_2015_ADM1_3433",
      "boundary_indexed": false,
      "coverage_status": "adm1_context_overlay",
      "canonical_measurement_count": 0,
      "available_layers": [
        "human-poverty-adm1-context"
      ],
      "evidence_kinds": [
        "proxy"
      ],
      "source_ids": [
        "world-bank-gsap-adm1"
      ],
      "source_vintage": "World Bank GSAP 2023 ADM1 lineup with 2021 PPP poverty context",
      "uncertainty_class": "low",
      "page_url": "https://painmap.org/place/ZMB/adm1/southern/",
      "profile_url": null,
      "measurements_url": null,
      "neighbors_url": null,
      "context_url": "https://painmap.org/v1/places/ZMB/adm1.json",
      "latest_release_id": "2026-05-31.atlas.2",
      "relevance_score": 22.182689,
      "poverty_context": {
        "poor300_rate": 0.7558,
        "poor420_rate": 0.8495,
        "poor830_rate": 0.9559,
        "prosperity_gap_2021": 22.182689,
        "poor300_display": "75.6%",
        "poor420_display": "85.0%",
        "poor830_display": "95.6%",
        "prosperity_gap_display": "22.18"
      },
      "ranking_note": "Ranked for static-page selection by World Bank GSAP prosperity-gap context. This is a poverty-context overlay, not a canonical pain measurement.",
      "adm1_priority_rank": 42
    },
    {
      "place_id": "ZMB-ADM1-WESTERN",
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      "parent_place_id": "ZMB",
      "parent_place_name": "Zambia",
      "iso3": "ZMB",
      "source_iso3": "ZMB",
      "geometry_level": "adm1",
      "adm1_key": "western",
      "adm1_geo_id": "ZMB_2015_ADM1_3434",
      "boundary_indexed": false,
      "coverage_status": "adm1_context_overlay",
      "canonical_measurement_count": 0,
      "available_layers": [
        "human-poverty-adm1-context"
      ],
      "evidence_kinds": [
        "proxy"
      ],
      "source_ids": [
        "world-bank-gsap-adm1"
      ],
      "source_vintage": "World Bank GSAP 2023 ADM1 lineup with 2021 PPP poverty context",
      "uncertainty_class": "low",
      "page_url": "https://painmap.org/place/ZMB/adm1/western/",
      "profile_url": null,
      "measurements_url": null,
      "neighbors_url": null,
      "context_url": "https://painmap.org/v1/places/ZMB/adm1.json",
      "latest_release_id": "2026-05-31.atlas.2",
      "relevance_score": 31.876464,
      "poverty_context": {
        "poor300_rate": 0.853,
        "poor420_rate": 0.9023,
        "poor830_rate": 0.9675,
        "prosperity_gap_2021": 31.876464,
        "poor300_display": "85.3%",
        "poor420_display": "90.2%",
        "poor830_display": "96.8%",
        "prosperity_gap_display": "31.88"
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      "ranking_note": "Ranked for static-page selection by World Bank GSAP prosperity-gap context. This is a poverty-context overlay, not a canonical pain measurement.",
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}
