{
  "dataset": "walkable-amenities",
  "title": "Walkable amenities around tracked projects, by district",
  "description": "Mapped amenities within 800 m of the tracked projects' own coordinates, grouped by district and counted from OpenStreetMap. Straight-line radius, not walking distance, and OSM coverage is uneven: a low count can mean a quiet street or an unmapped one. Projects with estimated coordinates are excluded rather than counted as zero, and medians are suppressed below 3 measured projects. Amenity data from OpenStreetMap contributors under ODbL.",
  "source": "BaanScope — https://baanscope.com/data",
  "upstreamSource": "OpenStreetMap contributors (ODbL)",
  "upstreamSourceUrl": "https://www.openstreetmap.org/copyright",
  "license": "CC BY 4.0",
  "licenseUrl": "https://creativecommons.org/licenses/by/4.0/",
  "attribution": "Data: BaanScope (https://baanscope.com/data), CC BY 4.0",
  "coverage": "Bangkok Metropolitan Region off-plan and under-construction projects from nine SET-listed developers, re-checked against developer websites roughly every 2 days.",
  "generated": "2026-09-23",
  "suppression": "Per-group price statistics are omitted where a group has fewer than 3 projects.",
  "columns": [
    {
      "key": "district",
      "label": "district",
      "note": "Bangkok-metro district as published by the developer, spelling-normalized."
    },
    {
      "key": "projectsMeasured",
      "label": "projects_measured",
      "note": "Tracked projects in the district with real coordinates and at least one mapped amenity in range."
    },
    {
      "key": "medianTotal",
      "label": "median_amenities_800m",
      "note": "Median count of all mapped amenities within 800 m. Empty below 3 measured projects."
    },
    {
      "key": "cafe",
      "label": "median_cafes",
      "note": "Median mapped cafés and restaurants within the radius. Empty below 3 measured projects."
    },
    {
      "key": "convenience",
      "label": "median_convenience_stores",
      "note": "Median mapped convenience stores. Empty below 3 measured projects."
    },
    {
      "key": "supermarket",
      "label": "median_supermarkets",
      "note": "Median mapped supermarkets. Empty below 3 measured projects."
    },
    {
      "key": "school",
      "label": "median_schools",
      "note": "Median mapped schools. Empty below 3 measured projects."
    },
    {
      "key": "healthcare",
      "label": "median_healthcare",
      "note": "Median mapped clinics, hospitals and pharmacies combined. Empty below 3 measured projects."
    },
    {
      "key": "park",
      "label": "median_parks",
      "note": "Median mapped parks. Empty below 3 measured projects."
    }
  ],
  "rowCount": 87,
  "rows": [
    {
      "district": "Rangsit (Pathum Thani)",
      "projectsMeasured": 19,
      "medianTotal": 10,
      "cafe": 3,
      "convenience": 1,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 2
    },
    {
      "district": "Pak Kret (Nonthaburi)",
      "projectsMeasured": 13,
      "medianTotal": 3,
      "cafe": 1,
      "convenience": 0,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Nonthaburi",
      "projectsMeasured": 10,
      "medianTotal": 12,
      "cafe": 2,
      "convenience": 3,
      "supermarket": 0,
      "school": 1,
      "healthcare": 2,
      "park": 0
    },
    {
      "district": "Bang Na (Samut Prakan)",
      "projectsMeasured": 9,
      "medianTotal": 5,
      "cafe": 0,
      "convenience": 2,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Bang Yai",
      "projectsMeasured": 9,
      "medianTotal": 3,
      "cafe": 1,
      "convenience": 1,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 1
    },
    {
      "district": "Chatuchak",
      "projectsMeasured": 9,
      "medianTotal": 32,
      "cafe": 8,
      "convenience": 2,
      "supermarket": 0,
      "school": 2,
      "healthcare": 1,
      "park": 1
    },
    {
      "district": "Pathum Thani",
      "projectsMeasured": 7,
      "medianTotal": 3,
      "cafe": 2,
      "convenience": 0,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Ratchada",
      "projectsMeasured": 7,
      "medianTotal": 48,
      "cafe": 23,
      "convenience": 10,
      "supermarket": 2,
      "school": 2,
      "healthcare": 4,
      "park": 0
    },
    {
      "district": "Thonburi",
      "projectsMeasured": 7,
      "medianTotal": 32,
      "cafe": 8,
      "convenience": 12,
      "supermarket": 0,
      "school": 3,
      "healthcare": 1,
      "park": 1
    },
    {
      "district": "Bang Na",
      "projectsMeasured": 6,
      "medianTotal": 19,
      "cafe": 9,
      "convenience": 6,
      "supermarket": 2,
      "school": 1,
      "healthcare": 1,
      "park": 1
    },
    {
      "district": "Saphan Sung",
      "projectsMeasured": 6,
      "medianTotal": 4,
      "cafe": 3,
      "convenience": 0,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 1
    },
    {
      "district": "Bang Khun Thian",
      "projectsMeasured": 5,
      "medianTotal": 4,
      "cafe": 2,
      "convenience": 0,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Lat Krabang",
      "projectsMeasured": 5,
      "medianTotal": 3,
      "cafe": 1,
      "convenience": 0,
      "supermarket": 1,
      "school": 0,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Thonglor",
      "projectsMeasured": 5,
      "medianTotal": 134,
      "cafe": 102,
      "convenience": 12,
      "supermarket": 6,
      "school": 6,
      "healthcare": 6,
      "park": 1
    },
    {
      "district": "Bang Khae",
      "projectsMeasured": 4,
      "medianTotal": 12,
      "cafe": 6,
      "convenience": 2,
      "supermarket": 1,
      "school": 3,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Bang Sue",
      "projectsMeasured": 4,
      "medianTotal": 11,
      "cafe": 4,
      "convenience": 1,
      "supermarket": 1,
      "school": 1,
      "healthcare": 1,
      "park": 2
    },
    {
      "district": "Ekkamai",
      "projectsMeasured": 4,
      "medianTotal": 212,
      "cafe": 160,
      "convenience": 7,
      "supermarket": 9,
      "school": 3,
      "healthcare": 12,
      "park": 1
    },
    {
      "district": "Krungthep Kreetha",
      "projectsMeasured": 4,
      "medianTotal": 3,
      "cafe": 0,
      "convenience": 2,
      "supermarket": 1,
      "school": 0,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Lak Si",
      "projectsMeasured": 4,
      "medianTotal": 15,
      "cafe": 4,
      "convenience": 4,
      "supermarket": 1,
      "school": 2,
      "healthcare": 1,
      "park": 1
    },
    {
      "district": "Lam Lukka (Pathum Thani)",
      "projectsMeasured": 4,
      "medianTotal": 12,
      "cafe": 1,
      "convenience": 4,
      "supermarket": 1,
      "school": 1,
      "healthcare": 1,
      "park": 3
    },
    {
      "district": "Lat Phrao",
      "projectsMeasured": 4,
      "medianTotal": 12,
      "cafe": 6,
      "convenience": 3,
      "supermarket": 1,
      "school": 1,
      "healthcare": 2,
      "park": 1
    },
    {
      "district": "Nong Khaem",
      "projectsMeasured": 4,
      "medianTotal": 9,
      "cafe": 2,
      "convenience": 3,
      "supermarket": 0,
      "school": 2,
      "healthcare": 2,
      "park": 0
    },
    {
      "district": "Phra Khanong",
      "projectsMeasured": 4,
      "medianTotal": 109,
      "cafe": 74,
      "convenience": 14,
      "supermarket": 2,
      "school": 3,
      "healthcare": 7,
      "park": 0
    },
    {
      "district": "Phutthamonthon (Nakhon Pathom)",
      "projectsMeasured": 4,
      "medianTotal": 1,
      "cafe": 0,
      "convenience": 0,
      "supermarket": 0,
      "school": 1,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Prawet",
      "projectsMeasured": 4,
      "medianTotal": 10,
      "cafe": 4,
      "convenience": 2,
      "supermarket": 1,
      "school": 2,
      "healthcare": 1,
      "park": 1
    },
    {
      "district": "Rat Burana",
      "projectsMeasured": 4,
      "medianTotal": 5,
      "cafe": 1,
      "convenience": 2,
      "supermarket": 0,
      "school": 2,
      "healthcare": 1,
      "park": 1
    },
    {
      "district": "Sathorn",
      "projectsMeasured": 4,
      "medianTotal": 365,
      "cafe": 279,
      "convenience": 29,
      "supermarket": 5,
      "school": 5,
      "healthcare": 20,
      "park": 2
    },
    {
      "district": "Srinakarin (Samut Prakan)",
      "projectsMeasured": 4,
      "medianTotal": 4,
      "cafe": 2,
      "convenience": 1,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Thawi Watthana",
      "projectsMeasured": 4,
      "medianTotal": 4,
      "cafe": 2,
      "convenience": 0,
      "supermarket": 0,
      "school": 1,
      "healthcare": 0,
      "park": 1
    },
    {
      "district": "Ari",
      "projectsMeasured": 3,
      "medianTotal": 177,
      "cafe": 132,
      "convenience": 9,
      "supermarket": 4,
      "school": 5,
      "healthcare": 16,
      "park": 2
    },
    {
      "district": "Bang Bua Thong",
      "projectsMeasured": 3,
      "medianTotal": 2,
      "cafe": 0,
      "convenience": 0,
      "supermarket": 2,
      "school": 0,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Bang Kapi",
      "projectsMeasured": 3,
      "medianTotal": 7,
      "cafe": 6,
      "convenience": 1,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 1
    },
    {
      "district": "Bang Kruai",
      "projectsMeasured": 3,
      "medianTotal": 4,
      "cafe": 0,
      "convenience": 3,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 1
    },
    {
      "district": "Bang Phli (Samut Prakan)",
      "projectsMeasured": 3,
      "medianTotal": 7,
      "cafe": 4,
      "convenience": 0,
      "supermarket": 0,
      "school": 1,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Don Mueang",
      "projectsMeasured": 3,
      "medianTotal": 5,
      "cafe": 0,
      "convenience": 1,
      "supermarket": 0,
      "school": 1,
      "healthcare": 0,
      "park": 1
    },
    {
      "district": "Ekamai - Ramindra",
      "projectsMeasured": 3,
      "medianTotal": 13,
      "cafe": 12,
      "convenience": 1,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Huai Khwang",
      "projectsMeasured": 3,
      "medianTotal": 53,
      "cafe": 16,
      "convenience": 16,
      "supermarket": 1,
      "school": 3,
      "healthcare": 11,
      "park": 1
    },
    {
      "district": "Khan Na Yao",
      "projectsMeasured": 3,
      "medianTotal": 12,
      "cafe": 7,
      "convenience": 2,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Khlong Sam Wa",
      "projectsMeasured": 3,
      "medianTotal": 3,
      "cafe": 0,
      "convenience": 0,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 1
    },
    {
      "district": "Khlong San",
      "projectsMeasured": 3,
      "medianTotal": 40,
      "cafe": 22,
      "convenience": 14,
      "supermarket": 2,
      "school": 2,
      "healthcare": 1,
      "park": 2
    },
    {
      "district": "On Nut",
      "projectsMeasured": 3,
      "medianTotal": 19,
      "cafe": 12,
      "convenience": 4,
      "supermarket": 0,
      "school": 0,
      "healthcare": 1,
      "park": 0
    },
    {
      "district": "Rama 9",
      "projectsMeasured": 3,
      "medianTotal": 37,
      "cafe": 16,
      "convenience": 7,
      "supermarket": 1,
      "school": 2,
      "healthcare": 3,
      "park": 3
    },
    {
      "district": "Riverside",
      "projectsMeasured": 3,
      "medianTotal": 54,
      "cafe": 23,
      "convenience": 14,
      "supermarket": 3,
      "school": 4,
      "healthcare": 3,
      "park": 0
    },
    {
      "district": "Sai Mai",
      "projectsMeasured": 3,
      "medianTotal": 5,
      "cafe": 2,
      "convenience": 1,
      "supermarket": 0,
      "school": 0,
      "healthcare": 1,
      "park": 0
    },
    {
      "district": "Sam Phran (Nakhon Pathom)",
      "projectsMeasured": 3,
      "medianTotal": 5,
      "cafe": 4,
      "convenience": 1,
      "supermarket": 0,
      "school": 0,
      "healthcare": 0,
      "park": 0
    },
    {
      "district": "Srinakarin",
      "projectsMeasured": 3,
      "medianTotal": 5,
      "cafe": 3,
      "convenience": 1,
      "supermarket": 0,
      "school": 0,
      "healthcare": 1,
      "park": 1
    },
    {
      "district": "Taling Chan",
      "projectsMeasured": 3,
      "medianTotal": 4,
      "cafe": 0,
      "convenience": 2,
      "supermarket": 1,
      "school": 0,
      "healthcare": 0,
      "park": 1
    },
    {
      "district": "Bang Bo (Samut Prakan)",
      "projectsMeasured": 2,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Bang Khen",
      "projectsMeasured": 2,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Bang Wa",
      "projectsMeasured": 2,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Khlong Luang (Pathum Thani)",
      "projectsMeasured": 2,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Khu Khot Station",
      "projectsMeasured": 2,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Min Buri",
      "projectsMeasured": 2,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Nakhon Pathom",
      "projectsMeasured": 2,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Pinklao (Nonthaburi)",
      "projectsMeasured": 2,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Ram Inthra",
      "projectsMeasured": 2,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Ramkhamhaeng",
      "projectsMeasured": 2,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Wang Thonglang",
      "projectsMeasured": 2,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Asok-Rama9",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Bang Kholaem",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Bang Mod",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Bang Pa-in (Ayutthaya)",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Bang Phlat",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Bueng Kum",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Chaengwattana",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Charan-Pinklao",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Dusit",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Khlong Toei",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Khok Kham (Samut Sakhon)",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Krathum Baen (Samut Sakhon)",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "North Ratchapruek",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Pattanakarn",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Phahon Yothin-Kaset",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Phaya Thai",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Pinklao",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Ploenchit",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Prachauthit",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Praeksa (Samut Prakan)",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Ratchathewi",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
      "supermarket": null,
      "school": null,
      "healthcare": null,
      "park": null
    },
    {
      "district": "Samrong",
      "projectsMeasured": 1,
      "medianTotal": null,
      "cafe": null,
      "convenience": null,
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