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Datasets:
nesteo-datasets
/
nesteo-prototype

Tasks:
Image Segmentation
Image Classification
Modalities:
Tabular
Text
Geospatial
Formats:
parquet
Languages:
English
Size:
10K - 100K
Tags:
ai4eo
earth-observation
remote-sensing
multimodal
grids
Libraries:
Datasets
pandas
License:
Dataset card Data Studio Files
xet
Community
1
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·
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Files changed (49) hide show
  1. datasets_AUX/DEM/SRTM/CopDEM30_template.parquet +0 -0
  2. datasets_AUX/DEM/SRTM/SRTM_template.parquet +0 -0
  3. datasets_AUX/README.md +47 -0
  4. grids/Grids Labels and Levels.txt +7 -0
  5. grids/README.MD +10 -0
  6. grids/grids_centers/grid_120000m.parquet +3 -0
  7. grids/grids_centers/grid_12000m.parquet +3 -0
  8. grids/grids_centers/grid_2400m.parquet +3 -0
  9. index_structure/grid_index.parquet +0 -0
  10. index_structure/metadata_index.parquet +0 -0
  11. index_structure/structure.parquet +3 -0
  12. index_structure/structure.yaml +2874 -0
  13. index_structure/structure_old.csv +95 -0
  14. index_structure/structure_old.parquet +3 -0
  15. metadata_current/data_metadata/data_index.parquet +0 -0
  16. metadata_current/integrity/diversity_thresholds.parquet +0 -0
  17. metadata_current/licenses_and_access/licenses_and_access.csv +9 -0
  18. metadata_current/scene_parameters/landsat_scene_params.parquet +0 -0
  19. metadata_current/scene_parameters/s1rtc_scenes_params.parquet +0 -0
  20. metadata_current/scene_parameters/s2l2a_scene_params.parquet +0 -0
  21. metadata_current/sources/licenses_and_access.parquet +0 -0
  22. metadata_current/sources/source_catalog.parquet +0 -0
  23. metadata_current/thematic_metadata/metadata_climate.parquet +0 -0
  24. metadata_current/thematic_metadata/metadata_ghsl.parquet +0 -0
  25. metadata_current/thematic_metadata/metadata_ipcc_forest.parquet +3 -0
  26. metadata_current/thematic_metadata/metadata_lc.parquet +0 -0
  27. metadata_current/thematic_metadata/metadata_regions.parquet +0 -0
  28. metadata_previous/aux_metadata/metadata_climate.parquet +0 -0
  29. metadata_previous/aux_metadata/metadata_ghsl.parquet +0 -0
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  31. metadata_previous/aux_metadata/metadata_lc.parquet +0 -0
  32. metadata_previous/aux_metadata/metadata_regions.parquet +0 -0
  33. metadata_previous/data_metadata/data_index.parquet +0 -0
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  36. metadata_previous/grids_geo/grid_12000.parquet +0 -0
  37. metadata_previous/grids_geo/grid_120000.parquet +0 -0
  38. metadata_previous/grids_geo/grid_1200m.parquet +0 -0
  39. metadata_previous/grids_geo/grid_300m.parquet +0 -0
  40. metadata_previous/grids_geo/grid_6000.parquet +0 -0
  41. metadata_previous/grids_geo/grid_600m.parquet +0 -0
  42. metadata_previous/licenses_and_access/licenses_and_access.csv +0 -0
  43. metadata_previous/scene_parameters/landsat_scene_params.parquet +0 -0
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  45. metadata_previous/scene_parameters/s2l2a_scene_params.parquet +0 -0
  46. metadata_previous/sources/eo_aux_sources.parquet +0 -0
  47. metadata_previous/sources/licenses_and_access.parquet +0 -0
  48. satellogic_grid_1200.parquet +3 -0
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datasets_AUX/DEM/SRTM/CopDEM30_template.parquet ADDED
File without changes
datasets_AUX/DEM/SRTM/SRTM_template.parquet ADDED
File without changes
datasets_AUX/README.md ADDED
@@ -0,0 +1,47 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # NestEO: A Modular, Hierarchical, and Extensible AI4EO Dataset Framework
2
+
3
+ NestEO provides a globally aligned, hierarchically nested framework for organizing Earth Observation data. It enables structured pairing, deep metadata filtering, and scalable dataset access across resolutions, regions, and EO modalities.
4
+
5
+ ## Directory Structure
6
+
7
+ ```text
8
+ NestEO/
9
+ ├── grids/ # UTM-aligned hierarchical grid Parquet files
10
+ ├── metadata_current/ # Precomputed proportions: landcover, climate, region
11
+ ├── datasets_EO/ # Clipped EO imagery tiles (Sentinel, MODIS, etc.)
12
+ ├── datasets_AUX/ # Auxiliary datasets (DEM, landcover, OSM)
13
+ ├── embeddings/ # Precomputed model embeddings (e.g., DINOv2, SigLIP)
14
+ ├── index_structure/ # Source-to-tile and tile-ID index maps
15
+ └── versions/ # Dataset snapshots for version control
16
+
17
+ How to Use
18
+ Load a grid from grids/ (e.g., grid_1200m.parquet).
19
+
20
+ Join with metadata (e.g., metadata_lc.parquet) on tile_id.
21
+
22
+ Apply spatial or semantic filtering (e.g., only urban, low-cloud).
23
+
24
+ Select and load EO imagery and AUX sources from paired folders.
25
+
26
+ Use embeddings (optional) for transfer learning or clustering.
27
+
28
+ Current Status
29
+ This is an initial prototype release. Some EO source folders are partially populated, and ongoing ingestion is underway. Metadata filtering and source-pairing are fully supported.
30
+
31
+ License
32
+ CCBy 4.0.
33
+
34
+ Contributing
35
+ We welcome contributions on:
36
+
37
+ Region-specific or resolution-specific imagery
38
+
39
+ Auxiliary or annotation layers
40
+
41
+ Grid-level metadata enrichment
42
+
43
+ Benchmarks and model evaluations
44
+
45
+ vbnet
46
+ Copy
47
+ Edit
grids/Grids Labels and Levels.txt ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+  aerialfine_grid == grid_100m.parquet
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+  superfine_grid == grid_300m.parquet
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+  UltraFine_grid == grid_600m.parquet
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+  Fine_grid == grid_1200m.parquet
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+  Medium_grid == grid_6000m.parquet
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+  Coarse_grid == grid_12000m.parquet
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+  ExtraCoarse_grid == grid_120000m.parquet
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1
+ Full polygonal grids (UTM polygons, CRS metadata, nesting, and super_id relationships)
2
+ are available externally due to size constraints:
3
+
4
+ Google Drive: https://drive.google.com/drive/folders/...
5
+ GitHub Reference: https://github.com/mbzuai-oryx/NestEO-grids
6
+
7
+ To reconstruct full tiles from tile_id:
8
+ >>> from nesteo import HenarcmeoGrid
9
+ >>> grid = HenarcmeoGrid(generate=False)
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+ >>> gdf = grid.reconstruct_tiles_from_ids(["G2400m_43N_X000012_Y000020"])
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1
+ structure:
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index_structure/structure_old.csv ADDED
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1
+ relative_path,is_folder,file_size,file_extension,row_count,parquet_metadata
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+ datasets_AUX,True,,,,
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+ datasets_EO,True,,,,
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+ Embeddings,True,,,,
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+ index_structure,True,,,,
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+ metadata_current,True,,,,
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+ metadata_previous,True,,,,
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+ structure.parquet,False,5071.0,.parquet,,
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+ datasets_AUX\AgriFields,True,,,,
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+ datasets_AUX\Buildings,True,,,,
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+ datasets_AUX\GHSL_Layers,True,,,,
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+ datasets_AUX\Landcover,True,,,,
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+ datasets_AUX\OSM,True,,,,
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+ datasets_AUX\Buildings\Microsoft_Building_Footprints,True,,,,
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+ datasets_AUX\DEM\SRTM,True,,,,
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+ datasets_AUX\DEM\SRTM\CopDEM30_template.parquet,False,0.0,.parquet,,
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+ datasets_AUX\DEM\SRTM\SRTM_template.parquet,False,0.0,.parquet,,
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+ datasets_EO\GE_Base,True,,,,
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+ datasets_EO\Landsat,True,,,,
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+ datasets_EO\Maxar,True,,,,
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+ datasets_EO\MODIS,True,,,,
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+ datasets_EO\Neon,True,,,,
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+ datasets_EO\S1RTC,True,,,,
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+ datasets_EO\S2L2A,True,,,,
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+ datasets_EO\S3,True,,,,
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+ datasets_EO\S5-P,True,,,,
36
+ datasets_EO\Satellogic,True,,,,
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+ datasets_EO\Umbra,True,,,,
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+ datasets_EO\Wvyne,True,,,,
39
+ Embeddings\GE_Base_05_SAM,True,,,,
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+ Embeddings\S2L2A_SAM,True,,,,
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+ Embeddings\S2L2A_SigLip,True,,,,
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+ index_structure\structure.parquet,False,0.0,.parquet,,
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+ metadata_current\aux_metadata,True,,,,
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+ metadata_current\grids_geo,True,,,,
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1
+ source_name,source_type,provider,license_type,license_url,access_method,terms_of_use_url,attribution_required,derivative_allowed,redistribution_allowed,commercial_use_allowed,data_url,notes
2
+ Sentinel-2 L2A,EO-Imagery,ESA,CC-BY-4.0,https://creativecommons.org/licenses/by/4.0/,Public,https://sentinel.esa.int/web/sentinel/sentinel-data-access,Yes,Yes,Yes,Yes,https://dataspace.copernicus.eu/,
3
+ Sentinel-1 GRD,EO-Imagery,ESA,CC-BY-4.0,https://creativecommons.org/licenses/by/4.0/,Public,https://sentinel.esa.int/web/sentinel/sentinel-data-access,Yes,Yes,Yes,Yes,https://dataspace.copernicus.eu/,
4
+ Landsat 8/9,EO-Imagery,USGS,Public Domain,https://www.usgs.gov/data-policy,Public,https://www.usgs.gov/data-policy,No,Yes,Yes,Yes,https://earthexplorer.usgs.gov/,
5
+ ESA WorldCover,Landcover,ESA,CC-BY-4.0,https://esa-worldcover.org/en/data-access,Public,https://esa-worldcover.org/en/data-access,Yes,Yes,Yes,Yes,https://esa-worldcover.org/en/data-access,
6
+ Copernicus DEM GLO-30,DEM,ESA,Custom,https://spacedata.copernicus.eu/terms-and-conditions,Public,https://spacedata.copernicus.eu/terms-and-conditions,Yes,Yes,Yes,Yes,https://spacedata.copernicus.eu/,
7
+ Dynamic World,Landcover,Google/WRI,CC-BY-4.0,https://creativecommons.org/licenses/by/4.0/,Public,https://dynamicworld.app,Yes,Yes,Yes,Yes,https://developers.google.com/earth-engine/datasets/catalog/GOOGLE_DYNAMICWORLD_V1,
8
+ GHSL (GHS-BUILT),Auxiliary,EC JRC,Open,https://ghsl.jrc.ec.europa.eu/faq.php,Public,https://ghsl.jrc.ec.europa.eu/,Yes,Yes,Yes,Yes,https://ghsl.jrc.ec.europa.eu/,
9
+ Satellogic EarthView,EO-Imagery,Satellogic,CC-BY-4.0,https://satellogic.com/legal/,Public,https://satellogic.com/legal/,Yes,No,No,Contact Required,https://satellogic.com/earthview/,Usage restricted to licensed zones or agreements.
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+  superfine_grid.parquet == grid_300m.parquet
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+  UltraFine_grid.parquet == grid_600m.parquet
4
+  Fine_grid.parquet == grid_1200m.parquet
5
+  Medium_grid.parquet == grid_6000m.parquet
6
+  Coarse_grid.parquet == grid_12000m.parquet
7
+  ExtraCoarse_grid.parquet == grid_120000m.parquet
metadata_previous/grids_geo/grid_100m.parquet ADDED
File without changes
metadata_previous/grids_geo/grid_12000.parquet ADDED
File without changes
metadata_previous/grids_geo/grid_120000.parquet ADDED
File without changes
metadata_previous/grids_geo/grid_1200m.parquet ADDED
File without changes
metadata_previous/grids_geo/grid_300m.parquet ADDED
File without changes
metadata_previous/grids_geo/grid_6000.parquet ADDED
File without changes
metadata_previous/grids_geo/grid_600m.parquet ADDED
File without changes
metadata_previous/licenses_and_access/licenses_and_access.csv ADDED
Binary file (6.19 kB). View file
 
metadata_previous/scene_parameters/landsat_scene_params.parquet ADDED
File without changes
metadata_previous/scene_parameters/s1rtc_scenes_params.parquet ADDED
File without changes
metadata_previous/scene_parameters/s2l2a_scene_params.parquet ADDED
File without changes
metadata_previous/sources/eo_aux_sources.parquet ADDED
File without changes
metadata_previous/sources/licenses_and_access.parquet ADDED
File without changes
satellogic_grid_1200.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:51afc9e9650231a462af5624e71004db83997e8ef3a0ffa9cc576b7642f11a46
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+ size 12975035
versions/v0_info.txt ADDED
File without changes