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        "Per-capita income estimate",
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      "title": "Surat Ward Prosperity Index, Population and Per-Capita Income Dataset",
      "description": "Explore Surat ward-level 2025 affluence, population and per-capita income. Compare neighbourhoods, income changes since 2021 and Prosperity Index patterns.",
      "spatial_coverage": "Surat, India",
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  ],
  "public_sample_data": {
    "landing_page": "https://www.strategisttech.com/download.html",
    "description": "Official Strategist Technologies page for public sample map/data files. The listed files are samples and should not be interpreted as the full commercial datasets.",
    "citation_context": "Use the corresponding canonical prosperity landing page for geography/year interpretation and the Methodology & Validation page for methodological claims.",
    "downloads": [
      {
        "name": "Pincodewise Prosperity Index sample map/data",
        "url": "https://www.strategisttech.com/samples/pincodeboundary_with_ppindex.zip",
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        "geography_level": "Pincode",
        "note": "Public sample linked from the Strategist Download page."
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        "geography_level": "Ward",
        "note": "Public sample linked from the Strategist Download page."
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        "format": "XLSX",
        "geography_level": "Ward",
        "note": "List of cities for which ward boundaries are available, linked from the Strategist Download page."
      },
      {
        "name": "Districtwise Prosperity Index sample map/data",
        "url": "https://www.strategisttech.com/samples/maharashtra_district_with_ppindex.zip",
        "format": "ZIP",
        "geography_level": "District",
        "sample_scope": "Maharashtra",
        "note": "Public Maharashtra district sample linked from the Strategist Download page."
      },
      {
        "name": "Tehsilwise Prosperity Index sample map/data",
        "url": "https://www.strategisttech.com/samples/nashik_district_tehsils_with_ppindex.zip",
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        "geography_level": "Tehsil",
        "sample_scope": "Nashik district",
        "note": "Public Nashik-district tehsil sample linked from the Strategist Download page."
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      {
        "name": "Town/Village Prosperity Index sample map/data",
        "url": "https://www.strategisttech.com/samples/nashik_district_towns_villages.zip",
        "format": "ZIP",
        "geography_level": "Town/Village",
        "sample_scope": "Nashik district",
        "note": "Public Nashik-district town/village sample linked from the Strategist Download page."
      }
    ],
    "additional_samples_note": "The Download page also contains sample resources for other Strategist products outside the prosperity catalogue."
  }
}
