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taylor-geospatial
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coordbench

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Geospatial
Tags:
geospatial
location-encoder
remote-sensing
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metadata 
license: other
license_name: mixed-per-config
license_link: >-
  https://huggingface.co/datasets/taylor-geospatial/coordbench/blob/main/README.md#license
tags:
  - geospatial
  - location-encoder
  - remote-sensing
configs:
  - config_name: air_temp
    data_files: data/air_temp/data.parquet
  - config_name: bt_bioclim
    data_files: data/bt_bioclim/data.parquet
  - config_name: bt_biomass
    data_files: data/bt_biomass/data.parquet
  - config_name: bt_cropharvest
    data_files: data/bt_cropharvest/data.parquet
  - config_name: bt_human_footprint
    data_files: data/bt_human_footprint/data.parquet
  - config_name: bt_landcover
    data_files: data/bt_landcover/data.parquet
  - config_name: california_housing
    data_files: data/california_housing/data.parquet
  - config_name: cdc_places
    data_files: data/cdc_places/data.parquet
  - config_name: dm_africa_crop_mask
    data_files: data/dm_africa_crop_mask/data.parquet
  - config_name: dm_aster_ged
    data_files: data/dm_aster_ged/data.parquet
  - config_name: dm_canada_crops_coarse
    data_files: data/dm_canada_crops_coarse/data.parquet
  - config_name: dm_canada_crops_fine
    data_files: data/dm_canada_crops_fine/data.parquet
  - config_name: dm_descals
    data_files: data/dm_descals/data.parquet
  - config_name: dm_ethiopia_crops
    data_files: data/dm_ethiopia_crops/data.parquet
  - config_name: dm_glance
    data_files: data/dm_glance/data.parquet
  - config_name: dm_lcmap_lc
    data_files: data/dm_lcmap_lc/data.parquet
  - config_name: dm_lcmap_lcc
    data_files: data/dm_lcmap_lcc/data.parquet
  - config_name: dm_lcmap_lu
    data_files: data/dm_lcmap_lu/data.parquet
  - config_name: dm_lcmap_luc
    data_files: data/dm_lcmap_luc/data.parquet
  - config_name: dm_lucas_lc
    data_files: data/dm_lucas_lc/data.parquet
  - config_name: dm_lucas_lu
    data_files: data/dm_lucas_lu/data.parquet
  - config_name: dm_openet_ensemble
    data_files: data/dm_openet_ensemble/data.parquet
  - config_name: dm_us_trees
    data_files: data/dm_us_trees/data.parquet
  - config_name: ecoregions
    data_files: data/ecoregions/data.parquet
  - config_name: country
    data_files: data/country/data.parquet
  - config_name: pdfm_conus27
    data_files: data/pdfm_conus27/data.parquet
  - config_name: satclip_country
    data_files: data/satclip_country/data.parquet
  - config_name: satclip_ecoregion
    data_files: data/satclip_ecoregion/data.parquet
  - config_name: satclip_elevation
    data_files: data/satclip_elevation/data.parquet
  - config_name: satclip_population
    data_files: data/satclip_population/data.parquet
  - config_name: soilgrids
    data_files: data/soilgrids/data.parquet
  - config_name: sustainbench
    data_files: data/sustainbench/data.parquet
  - config_name: usavars_elevation
    data_files: data/usavars_elevation/data.parquet
  - config_name: usavars_housing
    data_files: data/usavars_housing/data.parquet
  - config_name: usavars_income
    data_files: data/usavars_income/data.parquet
  - config_name: usavars_nightlights
    data_files: data/usavars_nightlights/data.parquet
  - config_name: usavars_population
    data_files: data/usavars_population/data.parquet
  - config_name: usavars_roads
    data_files: data/usavars_roads/data.parquet
  - config_name: usavars_treecover
    data_files: data/usavars_treecover/data.parquet
  - config_name: worldclim_bio
    data_files: data/worldclim_bio/data.parquet

CoordBench

A unified benchmark suite for evaluating location encoders (SatCLIP, GeoCLIP, Climplicit, MIND, and similar coordinate -> embedding models), consolidating 40 evaluation tables from 13 source families that previously lived scattered across GitHub raw, figshare, GCS, Socrata, Zenodo, and Google Drive.

Schema

Every config's data.parquet carries these columns up front:

column type notes
lon, lat float64 WGS84, always non-null
timestamp int64 (nullable) unix ms, UTC; null when the source has no per-point time
timestamp_end int64 (nullable) end of the valid-time window, when the source defines one (only dm_*)
split string (nullable) an official train/val/test partition from the SOURCE; null when there isn't one
id string (nullable) source-native row identifier, when one exists

...followed by every original source column, verbatim (original name, original value, no transform, no dropped rows). Nodata sentinels (-999, -1, ocean index 0) and untransformed values (no log1p) are preserved as-is -- probe-time preprocessing is left to the consumer.

One config per original source file/table, not per label task -- e.g. sustainbench's 6 DHS indices and cdc_places's 12 health measures are each one config, since they're one shared source table.

A raw/ folder alongside data/ holds byte-verbatim, unmodified copies of the original source files (no schema mapping at all), for full provenance.

License

No single license applies to the whole repo. Most configs are CC-BY-4.0/CC-BY-SA-4.0/public domain, but a few carry real redistribution caveats -- see the status column below:

  • clear -- no redistribution caveat found.
  • needs_verification -- no explicit restriction found, but not fully confirmed with the source.
  • unresolved_risk -- an explicit redistribution restriction was found (WorldClim's terms forbid redistribution without permission; DHS Program-derived SustainBench indices have unconfirmed redistribution terms; deepmind_eval's us_trees is CC-BY-NC-4.0 and canada_crops_* is Open Government Licence - Canada, not the suite's default CC-BY-4.0). Included here for research convenience; check the original source's terms before commercial use.
config task license status source
air_temp regression figshare-hosted (Hooker et al. 2018); not explicitly confirmed needs_verification https://api.figshare.com/v2/file/download/12609182
bt_bioclim regression CC-BY-SA-4.0 (data); MIT (code) clear https://github.com/vdplasthijs/better_together
bt_biomass regression CC-BY-SA-4.0 (data); MIT (code) clear https://github.com/vdplasthijs/better_together
bt_cropharvest classification CC-BY-SA-4.0 (data); MIT (code) clear https://github.com/vdplasthijs/better_together
bt_human_footprint regression CC-BY-SA-4.0 (data); MIT (code) clear https://github.com/vdplasthijs/better_together
bt_landcover regression CC-BY-SA-4.0 (data); MIT (code) clear https://github.com/vdplasthijs/better_together
california_housing regression public domain (StatLib) clear sklearn.datasets.fetch_california_housing (StatLib, Pace & Barry 1997)
cdc_places regression US federal government work / CDC Open Data (Socrata) - public clear https://data.cdc.gov/resource/c7b2-4ecy.csv?$limit=60000
dm_africa_crop_mask classification CC-BY-4.0 clear https://zenodo.org/records/16585402
dm_aster_ged regression CC-BY-4.0 clear https://zenodo.org/records/16585402
dm_canada_crops_coarse classification Open Government Licence - Canada unresolved_risk https://zenodo.org/records/16585402
dm_canada_crops_fine classification Open Government Licence - Canada unresolved_risk https://zenodo.org/records/16585402
dm_descals classification CC-BY-4.0 clear https://zenodo.org/records/16585402
dm_ethiopia_crops classification CC-BY-4.0 clear https://zenodo.org/records/16585402
dm_glance classification CC-BY-4.0 clear https://zenodo.org/records/16585402
dm_lcmap_lc classification CC-BY-4.0 clear https://zenodo.org/records/16585402
dm_lcmap_lcc classification CC-BY-4.0 clear https://zenodo.org/records/16585402
dm_lcmap_lu classification CC-BY-4.0 clear https://zenodo.org/records/16585402
dm_lcmap_luc classification CC-BY-4.0 clear https://zenodo.org/records/16585402
dm_lucas_lc classification CC-BY-4.0 clear https://zenodo.org/records/16585402
dm_lucas_lu classification CC-BY-4.0 clear https://zenodo.org/records/16585402
dm_openet_ensemble regression CC-BY-4.0 clear https://zenodo.org/records/16585402
dm_us_trees classification CC-BY-NC-4.0 (iNaturalist) unresolved_risk https://zenodo.org/records/16585402
ecoregions classification CC-BY-4.0 clear https://storage.googleapis.com/teow2016/Ecoregions2017.zip
country classification public domain clear https://raw.githubusercontent.com/nvkelso/natural-earth-vector/master/geojson/ne_110m_admin_0_countries.geojson
pdfm_conus27 regression Apache-2.0 (repo); data file itself not explicitly cleared needs_verification https://raw.githubusercontent.com/google-research/population-dynamics/master/data/benchmarks/conus27.csv
satclip_country classification unspecified (Google Drive share, github.com/microsoft/satclip issue #6) needs_verification https://drive.google.com/drive/folders/1tI2qo6iioRrv3P1OxSXwHKObpLCrinad
satclip_ecoregion classification unspecified (Google Drive share, github.com/microsoft/satclip issue #6) needs_verification https://drive.google.com/drive/folders/1tI2qo6iioRrv3P1OxSXwHKObpLCrinad
satclip_elevation regression unspecified (Google Drive share, github.com/microsoft/satclip issue #6) needs_verification https://drive.google.com/drive/folders/1tI2qo6iioRrv3P1OxSXwHKObpLCrinad
satclip_population regression unspecified (Google Drive share, github.com/microsoft/satclip issue #6) needs_verification https://drive.google.com/drive/folders/1tI2qo6iioRrv3P1OxSXwHKObpLCrinad
soilgrids regression CC-BY-4.0 clear https://files.isric.org/soilgrids/latest/data/{prop}/{prop}_0-5cm_mean.vrt
sustainbench regression DHS Program-derived indices; redistribution terms not confirmed (dhsprogram.com access-gated) unresolved_risk https://api.figshare.com/v2/articles/26026798 (TorchSpatial/LocBench pack)
usavars_elevation regression CC-BY-4.0 clear https://hf.co/datasets/torchgeo/usavars/resolve/01377abfaf50c0cc8548aaafb79533666bbf288f/elevation.csv
usavars_housing regression CC-BY-4.0 clear https://hf.co/datasets/torchgeo/usavars/resolve/01377abfaf50c0cc8548aaafb79533666bbf288f/housing.csv
usavars_income regression CC-BY-4.0 clear https://hf.co/datasets/torchgeo/usavars/resolve/01377abfaf50c0cc8548aaafb79533666bbf288f/income.csv
usavars_nightlights regression CC-BY-4.0 clear https://hf.co/datasets/torchgeo/usavars/resolve/01377abfaf50c0cc8548aaafb79533666bbf288f/nightlights.csv
usavars_population regression CC-BY-4.0 clear https://hf.co/datasets/torchgeo/usavars/resolve/01377abfaf50c0cc8548aaafb79533666bbf288f/population.csv
usavars_roads regression CC-BY-4.0 clear https://hf.co/datasets/torchgeo/usavars/resolve/01377abfaf50c0cc8548aaafb79533666bbf288f/roads.csv
usavars_treecover regression CC-BY-4.0 clear https://hf.co/datasets/torchgeo/usavars/resolve/01377abfaf50c0cc8548aaafb79533666bbf288f/treecover.csv
worldclim_bio regression non-commercial/academic use only; redistribution requires WorldClim's permission unresolved_risk https://geodata.ucdavis.edu/climate/worldclim/2_1/base/wc2.1_10m_bio.zip