{
 "updated": "2026-11-03",
 "source": "Copernicus Sentinel-2 L2A via Element84 Earth Search (STAC) and the Sentinel-2 COGs on AWS Open Data. Contains modified Copernicus Sentinel data.",
 "resolution_m": 10,
 "method": "Per month, up to 3 scenes that see at least 50% of the area without cloud (Sentinel-2 scene classification: cloud, cirrus, cloud shadow, dark and no-data pixels removed), per-pixel median. A month is reported only if at least 60% of the area was seen clear. built_pct: share of clear pixels with NDBI > 0.00 and NDVI < 0.25 (built-up OR bare ground: at 10 m a cleared plot and a concrete slab look alike). new_built_since_baseline_pct: pixels that were not built-up or bare in the baseline month and are now. Frames: months at least 80% clear. Headline change: median of the last 12 months minus median of the first 12 months, so wet and dry seasons cancel out.",
 "from": "2023-01",
 "to": "2026-11",
 "seconds": 1093,
 "sites": [
  {
   "id": "bali-seseh",
   "label": "Seseh coast, Bali",
   "area": "box 1.1 km",
   "baseline_month": "2023-01",
   "baseline_crs": "EPSG:32750",
   "timelapse": true,
   "summary": {
    "months": 47,
    "months_clear": 39,
    "frames": 36,
    "scenes_read": 90,
    "seconds": 92,
    "first_year": "2023-01 to 2023-12",
    "last_year": "2025-12 to 2026-11",
    "first_year_clear_months": 10,
    "last_year_clear_months": 10,
    "built_first_year_median": 2.9,
    "built_last_year_median": 4.5,
    "brightness_first_year_median": 90.6,
    "brightness_last_year_median": 93.2,
    "built_change_pts": 1.6,
    "new_built_since_baseline_last_year_median": 4.5
   },
   "months": [
    {
     "month": "2023-01",
     "scenes_listed": 2,
     "scenes_used": 2,
     "dates": [
      "2023-01-07",
      "2023-01-12"
     ],
     "clear_pct": 94.4,
     "status": "ok",
     "brightness": 62.8,
     "ndvi": 0.756,
     "built_pct": 0.1,
     "frame": true
    },
    {
     "month": "2023-02",
     "scenes_listed": 2,
     "scenes_used": 2,
     "dates": [
      "2023-02-11",
      "2023-02-21"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 70.9,
     "ndvi": 0.666,
     "built_pct": 0.6,
     "new_built_since_baseline_pct": 0.6,
     "frame": true
    },
    {
     "month": "2023-03",
     "scenes_listed": 6,
     "scenes_used": 3,
     "dates": [
      "2023-03-13",
      "2023-03-23",
      "2023-03-28"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 112.2,
     "ndvi": 0.407,
     "built_pct": 7.8,
     "new_built_since_baseline_pct": 7.7,
     "frame": true
    },
    {
     "month": "2023-04",
     "scenes_listed": 2,
     "scenes_used": 2,
     "dates": [
      "2023-04-22",
      "2023-04-27"
     ],
     "clear_pct": 99.4,
     "status": "ok",
     "brightness": 115.7,
     "ndvi": 0.466,
     "built_pct": 5.4,
     "new_built_since_baseline_pct": 5.3,
     "frame": true
    },
    {
     "month": "2023-05",
     "scenes_listed": 5,
     "status": "cloudy",
     "clear_pct": 0,
     "scenes_used": 0
    },
    {
     "month": "2023-06",
     "scenes_listed": 4,
     "scenes_used": 1,
     "dates": [
      "2023-06-26"
     ],
     "clear_pct": 51.5,
     "status": "cloudy"
    },
    {
     "month": "2023-07",
     "scenes_listed": 6,
     "scenes_used": 1,
     "dates": [
      "2023-07-21"
     ],
     "clear_pct": 69.6,
     "status": "ok",
     "brightness": 69.6,
     "ndvi": 0.652,
     "built_pct": 1.2,
     "new_built_since_baseline_pct": 1.2
    },
    {
     "month": "2023-08",
     "scenes_listed": 6,
     "scenes_used": 2,
     "dates": [
      "2023-08-25",
      "2023-08-30"
     ],
     "clear_pct": 86.6,
     "status": "ok",
     "brightness": 82.7,
     "ndvi": 0.716,
     "built_pct": 0.6,
     "new_built_since_baseline_pct": 0.6,
     "frame": true
    },
    {
     "month": "2023-09",
     "scenes_listed": 5,
     "scenes_used": 3,
     "dates": [
      "2023-09-04",
      "2023-09-24",
      "2023-09-29"
     ],
     "clear_pct": 99.9,
     "status": "ok",
     "brightness": 111.7,
     "ndvi": 0.507,
     "built_pct": 3.9,
     "new_built_since_baseline_pct": 3.9,
     "frame": true
    },
    {
     "month": "2023-10",
     "scenes_listed": 6,
     "scenes_used": 3,
     "dates": [
      "2023-10-04",
      "2023-10-14",
      "2023-10-19"
     ],
     "clear_pct": 99.8,
     "status": "ok",
     "brightness": 128.0,
     "ndvi": 0.338,
     "built_pct": 27.2,
     "new_built_since_baseline_pct": 27.1,
     "frame": true
    },
    {
     "month": "2023-11",
     "scenes_listed": 3,
     "scenes_used": 2,
     "dates": [
      "2023-11-08",
      "2023-11-18"
     ],
     "clear_pct": 88.5,
     "status": "ok",
     "brightness": 98.5,
     "ndvi": 0.379,
     "built_pct": 10.5,
     "new_built_since_baseline_pct": 10.5,
     "frame": true
    },
    {
     "month": "2023-12",
     "scenes_listed": 5,
     "scenes_used": 3,
     "dates": [
      "2023-12-13",
      "2023-12-18",
      "2023-12-23"
     ],
     "clear_pct": 96.9,
     "status": "ok",
     "brightness": 73.5,
     "ndvi": 0.592,
     "built_pct": 1.8,
     "new_built_since_baseline_pct": 1.7,
     "frame": true
    },
    {
     "month": "2024-01",
     "scenes_listed": 3,
     "scenes_used": 2,
     "dates": [
      "2024-01-07",
      "2024-01-27"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 80.1,
     "ndvi": 0.686,
     "built_pct": 0.9,
     "new_built_since_baseline_pct": 0.8,
     "frame": true
    },
    {
     "month": "2024-02",
     "scenes_listed": 3,
     "scenes_used": 2,
     "dates": [
      "2024-02-06",
      "2024-02-16"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 77.4,
     "ndvi": 0.67,
     "built_pct": 1.3,
     "new_built_since_baseline_pct": 1.3,
     "frame": true
    },
    {
     "month": "2024-03",
     "scenes_listed": 4,
     "scenes_used": 3,
     "dates": [
      "2024-03-17",
      "2024-03-22",
      "2024-03-27"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 110.1,
     "ndvi": 0.451,
     "built_pct": 7.8,
     "new_built_since_baseline_pct": 7.7,
     "frame": true
    },
    {
     "month": "2024-04",
     "scenes_listed": 3,
     "scenes_used": 2,
     "dates": [
      "2024-04-01",
      "2024-04-11"
     ],
     "clear_pct": 92.4,
     "status": "ok",
     "brightness": 117.6,
     "ndvi": 0.473,
     "built_pct": 3.2,
     "new_built_since_baseline_pct": 3.2,
     "frame": true
    },
    {
     "month": "2024-05",
     "scenes_listed": 5,
     "status": "cloudy",
     "clear_pct": 0,
     "scenes_used": 0
    },
    {
     "month": "2024-06",
     "scenes_listed": 5,
     "scenes_used": 3,
     "dates": [
      "2024-06-15",
      "2024-06-20",
      "2024-06-25"
     ],
     "clear_pct": 82.1,
     "status": "ok",
     "brightness": 91.7,
     "ndvi": 0.423,
     "built_pct": 7.5,
     "new_built_since_baseline_pct": 7.4,
     "frame": true
    },
    {
     "month": "2024-07",
     "scenes_listed": 4,
     "scenes_used": 1,
     "dates": [
      "2024-07-25"
     ],
     "clear_pct": 86.4,
     "status": "ok",
     "brightness": 66.9,
     "ndvi": 0.606,
     "built_pct": 3.6,
     "new_built_since_baseline_pct": 3.6,
     "frame": true
    },
    {
     "month": "2024-08",
     "scenes_listed": 5,
     "scenes_used": 1,
     "dates": [
      "2024-08-29"
     ],
     "clear_pct": 98.4,
     "status": "ok",
     "brightness": 74.8,
     "ndvi": 0.677,
     "built_pct": 2.3,
     "new_built_since_baseline_pct": 2.3,
     "frame": true
    },
    {
     "month": "2024-09",
     "scenes_listed": 6,
     "scenes_used": 3,
     "dates": [
      "2024-09-13",
      "2024-09-23",
      "2024-09-28"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 97.6,
     "ndvi": 0.553,
     "built_pct": 4.3,
     "new_built_since_baseline_pct": 4.2,
     "frame": true
    },
    {
     "month": "2024-10",
     "scenes_listed": 5,
     "scenes_used": 3,
     "dates": [
      "2024-10-08",
      "2024-10-23",
      "2024-10-28"
     ],
     "clear_pct": 99.5,
     "status": "ok",
     "brightness": 124.8,
     "ndvi": 0.368,
     "built_pct": 13.3,
     "new_built_since_baseline_pct": 13.2,
     "frame": true
    },
    {
     "month": "2024-11",
     "scenes_listed": 4,
     "scenes_used": 2,
     "dates": [
      "2024-11-07",
      "2024-11-17"
     ],
     "clear_pct": 98.2,
     "status": "ok",
     "brightness": 110.0,
     "ndvi": 0.347,
     "built_pct": 4.3,
     "new_built_since_baseline_pct": 4.2,
     "frame": true
    },
    {
     "month": "2024-12",
     "scenes_listed": 0,
     "status": "cloudy",
     "clear_pct": 0,
     "scenes_used": 0
    },
    {
     "month": "2025-01",
     "scenes_listed": 0,
     "status": "cloudy",
     "clear_pct": 0,
     "scenes_used": 0
    },
    {
     "month": "2025-02",
     "scenes_listed": 3,
     "scenes_used": 3,
     "dates": [
      "2025-02-05",
      "2025-02-15",
      "2025-02-25"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 85.2,
     "ndvi": 0.888,
     "built_pct": 1.6,
     "new_built_since_baseline_pct": 1.6,
     "frame": true
    },
    {
     "month": "2025-03",
     "scenes_listed": 2,
     "scenes_used": 2,
     "dates": [
      "2025-03-02",
      "2025-03-12"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 108.6,
     "ndvi": 0.617,
     "built_pct": 5.0,
     "new_built_since_baseline_pct": 5.0,
     "frame": true
    },
    {
     "month": "2025-04",
     "scenes_listed": 7,
     "scenes_used": 3,
     "dates": [
      "2025-04-01",
      "2025-04-03",
      "2025-04-06"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 115.5,
     "ndvi": 0.445,
     "built_pct": 7.0,
     "new_built_since_baseline_pct": 6.9,
     "frame": true
    },
    {
     "month": "2025-05",
     "scenes_listed": 5,
     "scenes_used": 3,
     "dates": [
      "2025-05-01",
      "2025-05-11",
      "2025-05-13"
     ],
     "clear_pct": 95.6,
     "status": "ok",
     "brightness": 94.8,
     "ndvi": 0.449,
     "built_pct": 10.8,
     "new_built_since_baseline_pct": 10.7,
     "frame": true
    },
    {
     "month": "2025-06",
     "scenes_listed": 5,
     "status": "cloudy",
     "clear_pct": 0,
     "scenes_used": 0
    },
    {
     "month": "2025-07",
     "scenes_listed": 2,
     "scenes_used": 1,
     "dates": [
      "2025-07-20"
     ],
     "clear_pct": 75.2,
     "status": "ok",
     "brightness": 81.5,
     "ndvi": 0.603,
     "built_pct": 1.6,
     "new_built_since_baseline_pct": 1.6
    },
    {
     "month": "2025-08",
     "scenes_listed": 6,
     "scenes_used": 3,
     "dates": [
      "2025-08-04",
      "2025-08-14",
      "2025-08-24"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 85.0,
     "ndvi": 0.661,
     "built_pct": 2.3,
     "new_built_since_baseline_pct": 2.3,
     "frame": true
    },
    {
     "month": "2025-09",
     "scenes_listed": 4,
     "scenes_used": 2,
     "dates": [
      "2025-09-13",
      "2025-09-23"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 101.7,
     "ndvi": 0.523,
     "built_pct": 7.1,
     "new_built_since_baseline_pct": 7.0,
     "frame": true
    },
    {
     "month": "2025-10",
     "scenes_listed": 5,
     "scenes_used": 3,
     "dates": [
      "2025-10-03",
      "2025-10-08",
      "2025-10-28"
     ],
     "clear_pct": 99.9,
     "status": "ok",
     "brightness": 116.5,
     "ndvi": 0.414,
     "built_pct": 13.3,
     "new_built_since_baseline_pct": 13.3,
     "frame": true
    },
    {
     "month": "2025-11",
     "scenes_listed": 2,
     "scenes_used": 1,
     "dates": [
      "2025-11-07"
     ],
     "clear_pct": 78.2,
     "status": "ok",
     "brightness": 100.1,
     "ndvi": 0.419,
     "built_pct": 13.7,
     "new_built_since_baseline_pct": 13.6
    },
    {
     "month": "2025-12",
     "scenes_listed": 2,
     "scenes_used": 2,
     "dates": [
      "2025-12-17",
      "2025-12-22"
     ],
     "clear_pct": 99.7,
     "status": "ok",
     "brightness": 85.7,
     "ndvi": 0.559,
     "built_pct": 3.5,
     "new_built_since_baseline_pct": 3.5,
     "frame": true
    },
    {
     "month": "2026-01",
     "scenes_listed": 1,
     "scenes_used": 1,
     "dates": [
      "2026-01-06"
     ],
     "clear_pct": 99.9,
     "status": "ok",
     "brightness": 71.4,
     "ndvi": 0.676,
     "built_pct": 2.0,
     "new_built_since_baseline_pct": 2.0,
     "frame": true
    },
    {
     "month": "2026-02",
     "scenes_listed": 0,
     "status": "cloudy",
     "clear_pct": 0,
     "scenes_used": 0
    },
    {
     "month": "2026-03",
     "scenes_listed": 2,
     "scenes_used": 2,
     "dates": [
      "2026-03-17",
      "2026-03-19"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 106.0,
     "ndvi": 0.46,
     "built_pct": 6.4,
     "new_built_since_baseline_pct": 6.4,
     "frame": true
    },
    {
     "month": "2026-04",
     "scenes_listed": 8,
     "scenes_used": 3,
     "dates": [
      "2026-04-08",
      "2026-04-16",
      "2026-04-26"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 103.5,
     "ndvi": 0.445,
     "built_pct": 8.1,
     "new_built_since_baseline_pct": 8.1,
     "frame": true
    },
    {
     "month": "2026-05",
     "scenes_listed": 5,
     "scenes_used": 3,
     "dates": [
      "2026-05-01",
      "2026-05-21",
      "2026-05-31"
     ],
     "clear_pct": 94.5,
     "status": "ok",
     "brightness": 91.5,
     "ndvi": 0.459,
     "built_pct": 6.1,
     "new_built_since_baseline_pct": 6.1,
     "frame": true
    },
    {
     "month": "2026-06",
     "scenes_listed": 8,
     "scenes_used": 3,
     "dates": [
      "2026-06-05",
      "2026-06-07",
      "2026-06-30"
     ],
     "clear_pct": 93.9,
     "status": "ok",
     "brightness": 88.1,
     "ndvi": 0.436,
     "built_pct": 4.8,
     "new_built_since_baseline_pct": 4.8,
     "frame": true
    },
    {
     "month": "2026-07",
     "scenes_listed": 7,
     "scenes_used": 1,
     "dates": [
      "2026-07-15"
     ],
     "clear_pct": 95.8,
     "status": "ok",
     "brightness": 94.9,
     "ndvi": 0.459,
     "built_pct": 3.5,
     "new_built_since_baseline_pct": 3.4,
     "frame": true
    },
    {
     "month": "2026-08",
     "scenes_listed": 7,
     "scenes_used": 2,
     "dates": [
      "2026-08-16",
      "2026-08-19"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 84.4,
     "ndvi": 0.621,
     "built_pct": 2.3,
     "new_built_since_baseline_pct": 2.3,
     "frame": true
    },
    {
     "month": "2026-09",
     "scenes_listed": 8,
     "scenes_used": 3,
     "dates": [
      "2026-09-13",
      "2026-09-18",
      "2026-09-25"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 101.2,
     "ndvi": 0.566,
     "built_pct": 4.2,
     "new_built_since_baseline_pct": 4.2,
     "frame": true
    },
    {
     "month": "2026-10",
     "scenes_listed": 6,
     "scenes_used": 3,
     "dates": [
      "2026-10-03",
      "2026-10-08",
      "2026-10-23"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 125.0,
     "ndvi": 0.397,
     "built_pct": 19.7,
     "new_built_since_baseline_pct": 19.6,
     "frame": true
    },
    {
     "month": "2026-11",
     "scenes_listed": 0,
     "status": "cloudy",
     "clear_pct": 0,
     "scenes_used": 0
    }
   ]
  },
  {
   "id": "bali-ungasan",
   "label": "Ungasan, Bukit peninsula, Bali",
   "area": "box 1.1 km",
   "baseline_month": "2023-02",
   "baseline_crs": "EPSG:32750",
   "timelapse": true,
   "summary": {
    "months": 47,
    "months_clear": 36,
    "frames": 35,
    "scenes_read": 87,
    "seconds": 90,
    "first_year": "2023-01 to 2023-12",
    "last_year": "2025-12 to 2026-11",
    "first_year_clear_months": 11,
    "last_year_clear_months": 8,
    "built_first_year_median": 12.0,
    "built_last_year_median": 18.8,
    "brightness_first_year_median": 98.8,
    "brightness_last_year_median": 94.4,
    "built_change_pts": 6.8,
    "new_built_since_baseline_last_year_median": 17.4
   },
   "months": [
    {
     "month": "2023-01",
     "scenes_listed": 2,
     "status": "cloudy",
     "clear_pct": 0,
     "scenes_used": 0
    },
    {
     "month": "2023-02",
     "scenes_listed": 2,
     "scenes_used": 1,
     "dates": [
      "2023-02-11"
     ],
     "clear_pct": 99.9,
     "status": "ok",
     "brightness": 140.8,
     "ndvi": 0.491,
     "built_pct": 1.7,
     "frame": true
    },
    {
     "month": "2023-03",
     "scenes_listed": 6,
     "scenes_used": 3,
     "dates": [
      "2023-03-08",
      "2023-03-13",
      "2023-03-18"
     ],
     "clear_pct": 100.0,
     "status": "ok",
     "brightness": 80.0,
     "ndvi": 0.601,
     "built_pct": 12.0,
     "new_built_since_baseline_pct": 10.6,
     "frame": true
    },
    {
     "month": "2023-04",
     "scenes_listed": 2,
     "scenes_used": 1,
     "dates": [
      "2023-04-22"
     ],
     "clear_pct": 64.7,
     "status": "ok",
     "brightness": 96.6,
     "ndvi": 0.546,
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     ],
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     ],
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    }
   ]
  }
 ]
}