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[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0000" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 130, 95, 149, 123 ], "area_px": 170 }, { "label": "land_transition", "bbox": [ 60, 170, 80, 185 ], "area_px": 137 }, { "label": "land_transition", "bbox": [ 119, 0, ...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0000" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0001" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 73, 95, 93, 123 ], "area_px": 171 }, { "label": "land_transition", "bbox": [ 0, 170, 24, 185 ], "area_px": 139 }, { "label": "land_transition", "bbox": [ 63, 0, 7...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0001" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0002" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 18, 95, 42, 123 ], "area_px": 199 }, { "label": "land_transition", "bbox": [ 7, 0, 20, 10 ], "area_px": 77 }, { "label": "land_transition", "bbox": [ 6, 109, 21, ...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0002" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0003" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 75, 9, 95, 21 ], "area_px": 27 }, { "label": "land_transition", "bbox": [ 58, 0, 70, 8 ], "area_px": 23 }, { "label": "land_transition", "bbox": [ 31, 115, 39, ...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0003" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0004" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 130, 39, 149, 67 ], "area_px": 166 }, { "label": "land_transition", "bbox": [ 60, 114, 80, 129 ], "area_px": 137 }, { "label": "land_transition", "bbox": [ 118, 52, ...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0004" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0005" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 73, 39, 93, 67 ], "area_px": 167 }, { "label": "land_transition", "bbox": [ 0, 114, 24, 129 ], "area_px": 139 }, { "label": "land_transition", "bbox": [ 106, 133, ...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0005" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0006" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 18, 39, 43, 67 ], "area_px": 196 }, { "label": "land_transition", "bbox": [ 6, 52, 21, 62 ], "area_px": 52 }, { "label": "land_transition", "bbox": [ 51, 133, 59,...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0006" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0007" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 31, 59, 39, 62 ], "area_px": 25 }, { "label": "land_transition", "bbox": [ 202, 86, 209, 89 ], "area_px": 20 }, { "label": "land_transition", "bbox": [ 5, 59, 10,...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0007" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0008" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 59, 191, 77, 210 ], "area_px": 134 }, { "label": "land_transition", "bbox": [ 60, 61, 76, 73 ], "area_px": 109 }, { "label": "land_transition", "bbox": [ 136, 0, ...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0008" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0009" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 3, 194, 21, 210 ], "area_px": 126 }, { "label": "land_transition", "bbox": [ 0, 60, 20, 72 ], "area_px": 113 }, { "label": "land_transition", "bbox": [ 80, 0, 93,...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0009" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0010" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 24, 0, 42, 11 ], "area_px": 81 }, { "label": "land_transition", "bbox": [ 51, 77, 59, 86 ], "area_px": 31 }, { "label": "land_transition", "bbox": [ 87, 3, 95, ...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0010" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0011" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 31, 3, 39, 6 ], "area_px": 23 }, { "label": "land_transition", "bbox": [ 202, 30, 209, 33 ], "area_px": 23 } ]
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0011" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0012" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 60, 2, 80, 17 ], "area_px": 137 }, { "label": "land_transition", "bbox": [ 59, 135, 77, 154 ], "area_px": 134 }, { "label": "land_transition", "bbox": [ 18, 206, ...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0012" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0013" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 0, 2, 24, 17 ], "area_px": 139 }, { "label": "land_transition", "bbox": [ 3, 138, 21, 154 ], "area_px": 126 }, { "label": "land_transition", "bbox": [ 106, 21, 11...
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0013" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0014" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 51, 21, 59, 30 ], "area_px": 31 }, { "label": "land_transition", "bbox": [ 174, 216, 179, 223 ], "area_px": 26 } ]
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0014" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0015" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 118, 216, 123, 223 ], "area_px": 26 }, { "label": "land_transition", "bbox": [ 201, 0, 206, 3 ], "area_px": 17 } ]
{ "event_id": "landshift_00000", "profile": "landshift", "tile_stem": "landshift_00000_t0015" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0000" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0001" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0002" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0003" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0004" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0005" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0006" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0007" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0008" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0009" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0010" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0011" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0012" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0013" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0014" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00003", "profile": "landshift", "tile_stem": "landshift_00003_t0015" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0000" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 158, 69, 218, 133 ], "area_px": 1027 }, { "label": "land_transition", "bbox": [ 82, 175, 131, 223 ], "area_px": 785 }, { "label": "land_transition", "bbox": [ 30, 122, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0000" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0001" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 102, 69, 162, 133 ], "area_px": 1027 }, { "label": "land_transition", "bbox": [ 26, 175, 75, 223 ], "area_px": 787 }, { "label": "land_transition", "bbox": [ 39, 68, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0001" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0002" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 142, 69, 223, 124 ], "area_px": 1192 }, { "label": "land_transition", "bbox": [ 45, 69, 106, 134 ], "area_px": 1031 }, { "label": "land_transition", "bbox": [ 0, 178, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0002" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0003" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 86, 69, 174, 124 ], "area_px": 1230 }, { "label": "land_transition", "bbox": [ 0, 69, 50, 133 ], "area_px": 981 }, { "label": "land_transition", "bbox": [ 169, 68, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0003" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0004" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 37, 172, 79, 223 ], "area_px": 1000 }, { "label": "land_transition", "bbox": [ 158, 13, 218, 77 ], "area_px": 994 }, { "label": "land_transition", "bbox": [ 82, 119, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0004" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0005" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 102, 13, 162, 77 ], "area_px": 994 }, { "label": "land_transition", "bbox": [ 26, 119, 75, 172 ], "area_px": 793 }, { "label": "land_transition", "bbox": [ 0, 172, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0005" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0006" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 142, 13, 223, 68 ], "area_px": 1195 }, { "label": "land_transition", "bbox": [ 45, 13, 106, 78 ], "area_px": 996 }, { "label": "land_transition", "bbox": [ 20, 132, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0006" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0007" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 86, 13, 174, 68 ], "area_px": 1232 }, { "label": "land_transition", "bbox": [ 0, 13, 50, 77 ], "area_px": 978 }, { "label": "land_transition", "bbox": [ 168, 12, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0007" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0008" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 56, 161, 120, 213 ], "area_px": 1344 }, { "label": "land_transition", "bbox": [ 37, 116, 79, 172 ], "area_px": 1015 }, { "label": "land_transition", "bbox": [ 82, 66, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0008" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0009" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 0, 161, 64, 213 ], "area_px": 1334 }, { "label": "land_transition", "bbox": [ 26, 66, 75, 116 ], "area_px": 752 }, { "label": "land_transition", "bbox": [ 0, 116, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0009" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0010" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 111, 176, 146, 223 ], "area_px": 518 }, { "label": "land_transition", "bbox": [ 20, 76, 56, 130 ], "area_px": 489 }, { "label": "land_transition", "bbox": [ 46, 120, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0010" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0011" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 55, 176, 90, 223 ], "area_px": 526 }, { "label": "land_transition", "bbox": [ 176, 195, 216, 223 ], "area_px": 460 }, { "label": "land_transition", "bbox": [ 116, 205, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0011" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0012" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 115, 168, 185, 215 ], "area_px": 1416 }, { "label": "land_transition", "bbox": [ 56, 105, 120, 157 ], "area_px": 1344 }, { "label": "land_transition", "bbox": [ 37, 60,...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0012" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0013" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 59, 168, 129, 215 ], "area_px": 1416 }, { "label": "land_transition", "bbox": [ 0, 105, 64, 157 ], "area_px": 1334 }, { "label": "land_transition", "bbox": [ 26, 7, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0013" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0014" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 137, 149, 220, 200 ], "area_px": 1999 }, { "label": "land_transition", "bbox": [ 3, 168, 73, 216 ], "area_px": 1414 }, { "label": "land_transition", "bbox": [ 111, 120,...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0014" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0015" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 81, 149, 164, 200 ], "area_px": 1999 }, { "label": "land_transition", "bbox": [ 55, 120, 90, 186 ], "area_px": 700 }, { "label": "land_transition", "bbox": [ 176, 139, ...
{ "event_id": "landshift_00004", "profile": "landshift", "tile_stem": "landshift_00004_t0015" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0000" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 65, 0, 191, 223 ], "area_px": 10719 }, { "label": "land_transition", "bbox": [ 117, 33, 134, 52 ], "area_px": 109 }, { "label": "land_transition", "bbox": [ 119, 73, ...
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0000" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0001" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 9, 0, 135, 223 ], "area_px": 10672 }, { "label": "land_transition", "bbox": [ 158, 84, 192, 141 ], "area_px": 520 }, { "label": "land_transition", "bbox": [ 195, 138, ...
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0001" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0002" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 0, 0, 79, 223 ], "area_px": 9695 }, { "label": "land_transition", "bbox": [ 173, 42, 223, 202 ], "area_px": 2469 }, { "label": "land_transition", "bbox": [ 164, 130, ...
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0002" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0003" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 117, 0, 223, 202 ], "area_px": 6950 }, { "label": "land_transition", "bbox": [ 0, 0, 23, 107 ], "area_px": 1225 }, { "label": "land_transition", "bbox": [ 108, 130, ...
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0003" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0004" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 41, 0, 184, 223 ], "area_px": 11972 }, { "label": "land_transition", "bbox": [ 181, 177, 223, 223 ], "area_px": 905 }, { "label": "land_transition", "bbox": [ 119, 18, ...
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0004" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0005" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 0, 0, 128, 223 ], "area_px": 11843 }, { "label": "land_transition", "bbox": [ 125, 168, 202, 223 ], "area_px": 1454 }, { "label": "land_transition", "bbox": [ 156, 39, ...
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0005" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0006" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 0, 0, 72, 223 ], "area_px": 9082 }, { "label": "land_transition", "bbox": [ 174, 0, 223, 146 ], "area_px": 2389 }, { "label": "land_transition", "bbox": [ 69, 168, ...
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0006" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0007" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 118, 0, 202, 146 ], "area_px": 5263 }, { "label": "land_transition", "bbox": [ 13, 168, 90, 223 ], "area_px": 1451 }, { "label": "land_transition", "bbox": [ 89, 146, ...
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0007" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0008" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 0, 0, 178, 223 ], "area_px": 12471 }, { "label": "land_transition", "bbox": [ 159, 121, 223, 221 ], "area_px": 2175 }, { "label": "land_transition", "bbox": [ 81, 182, ...
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0008" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
null
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0009" }
[ { "role": "system", "content": [ { "type": "text", "text": "You are a geospatial analyst specializing in satellite imagery interpretation. Analyze the provided Sentinel-2 satellite images and report findings grounded in visible evidence. Use [x1, y1, x2, y2] bounding boxes normalized t...
[ { "label": "land_transition", "bbox": [ 0, 0, 122, 194 ], "area_px": 10480 }, { "label": "land_transition", "bbox": [ 103, 112, 202, 221 ], "area_px": 2724 }, { "label": "land_transition", "bbox": [ 25, 182, ...
{ "event_id": "landshift_00005", "profile": "landshift", "tile_stem": "landshift_00005_t0009" }
End of preview. Expand in Data Studio

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

LandShift SFT

Temporal Sentinel-2 pairs (longer baseline by default) over sampled locations. NDVI delta highlights land-cover–style change; tiles emit change captions and optional grounding for connected change regions.

Record counts (this build)

Split JSONL lines
train 187
validation 52
test 0
total 239

Tiles processed (caption rows ≈ this; grounding rows added when regions exist): 144.

Inputs

  • Events file: optional --events JSON/CSV (same schema as other PRO builders). If omitted, the builder uses seeded global land-change hubs (sample_land_change_locations).
  • CLI: build_lfm_vl_landshift_sft.py — use --max-events 0 with --events to consume the full file, or tune --seeded-events for synthetic hubs.

Dataset layout

  • data/train.jsonl, data/validation.jsonl, data/test.jsonl — VLM SFT samples (messages list with system/user/assistant content; images referenced by relative paths under this folder).
  • images/ — PNG chips (typically pre/post pair) consumed by the JSONL.
  • metadata/ — one JSON sidecar per tile/sample (scene ids, bbox, optional regions, profile tag).

Splits

Train / validation / test are assigned from a stable hash of event_id (same event_id always lands in the same split).

Regenerating locally

Run from the nutonic repository root (paths relative to that root):

python data/scripts/build_lfm_vl_landshift_sft.py <see --help for required args>

Upload to the Hub (requires a token with write access to the target dataset repo):

export HF_TOKEN="hf_..."   # or HUGGING_FACE_HUB_TOKEN
python data/scripts/build_lfm_vl_landshift_sft.py ... --upload-repo NuTonic/landshift-sft-v1 --hf-token "$HF_TOKEN"

Skip upload with --no-upload. Resume partial STAC downloads with --skip-existing.

Orchestrator (all PRO profiles)

python data/scripts/run_pro_sft_orchestrator.py \
  --events-per-profile 0 \
  --hf-org YOUR_ORG \
  --upload-repo-firewatch YOUR_ORG/firewatch-sft-v1 \
  --hf-token "$HF_TOKEN"

Use --upload-repo-<profile> per profile, or --hf-org to upload to YOUR_ORG/<default-repo-suffix> for each builder. See run_pro_sft_orchestrator.py --help.

Environment

Variable Purpose
HF_TOKEN or HUGGING_FACE_HUB_TOKEN Hub upload if --hf-token is not passed.
HTTP_PROXY / HTTPS_PROXY Optional; if your network requires a proxy to reach STAC and Hugging Face.

STAC: scenes are resolved from Element84 Earth Search (sentinel-2-l2a by default). No Earth Engine or Mapbox keys are required for this pipeline.

Hub target for this artifact

Dataset repo id: NuTonic/landshift-sft-v1

Card URL: https://huggingface.co/datasets/NuTonic/landshift-sft-v1

Limitations

  • Optical-only Sentinel-2; cloud cover and revisit gaps can drop events or leave empty change masks.
  • Detections and captions are heuristic (indices / thresholds), not operational truth labels.
  • Assistant text follows conservative wording (candidates, confidence qualifiers).
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