datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
geospatially_enriched_ndvi
Geospatially Enriched NDVI (16-Day Terra/MODIS)
This dataset transforms raw 16-day MODIS NDVI grids into a per-pixel time series enriched with hierarchical administrative boundaries. It covers every 0.1°×0.1° land pixel worldwide from 2000 onward and is partitioned for efficient bulk download and selective access.
Dataset Contents
Partitioned Parquet filesStored under:
ndvi/
├── year=YYYY/
│ ├── country=Netherlands/
│ │ └── data_0.parquet
│ └── country=India/
│ │ └──… See the full description on the dataset page: https://huggingface.co/datasets/svenmeijboom/geospatially_enriched_ndvi.sentinel-2-reanalysis-NDVI-EVI-TCG
Description
This dataset contains Sentinel-2 raw bands and reanalysis (NDVI, EVI, TCG) with valid pixel fractions per field.
Each parquet file contains multiple sunflower crop fields (identified as field_id).
Each field has 36 time stamps per year which is 10-day interval aggregation of the values of scaled and filtered bands and reanalysis.
Shape files of field polygons were loaded from Google Earth Engine (GEE) project assets.
Content
Country: Hungary
Fields: Sunflower… See the full description on the dataset page: https://huggingface.co/datasets/jaelin215/sentinel-2-reanalysis-NDVI-EVI-TCG.brazil-ndvisentinel-2-reanalysis-NDVI-EVI-TCG
Description
This dataset contains Sentinel-2 raw bands and reanalysis (NDVI, EVI, TCG) with valid pixel fractions per field.
Each parquet file contains multiple sunflower crop fields (identified as field_id).
Each field has 36 time stamps per year which is 10-day interval aggregation of the values of scaled and filtered bands and reanalysis.
Shape files of field polygons were loaded from Google Earth Engine (GEE) project assets.
Content
Country: Hungary
Fields: Sunflower… See the full description on the dataset page: https://huggingface.co/datasets/Delineeeee/sentinel-2-reanalysis-NDVI-EVI-TCG.NDVISample data - NDVI (total 10.7M rows, 87.1MB, 1 month)
start date: 2024-01-01
end date: 2024-01-31
resolution: resampled to 107m x 107m (raw file was 10m x 10m)
rows per parquet: up to ~1M
file size per parquet: up to 8.7MB
file size per GeoTiff: up to 26.2MB
file size per csv: up to 53.1MB
bbox: Hungary [16.1, 45.7, 22.9, 48.6]
Note:
due to the low resolution (107m x 107m), this data may not be suitable for crop/soil health level monitoring for small-scale farmers
this would be more… See the full description on the dataset page: https://huggingface.co/datasets/jaelin215/NDVI.sentinel_SAR_NDVI
Sentinel Sar Ndvi
This dataset provides real satellite imagery of agricultural fields, captured using the Sentinel-1 Synthetic Aperture Radar (SAR) and Sentinel-2 optical sensors from 2017 to 2024. It offers complementary radar and optical (RGB) data streams collected over natural field environments, enabling multi-modal analysis for land monitoring applications. The collection supports computer vision research requiring synchronized multi-sensor observations in real-world… See the full description on the dataset page: https://huggingface.co/datasets/Project-AgML/sentinel_SAR_NDVI.africa-lesotho-lesotho-ndvi-at-subnational-level-2d81f0e0
Lesotho: NDVI at Subnational Level | Africa (Lesotho official open data)
88,176 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Lesotho as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Lesotho: NDVI at Subnational Level
Publisher: WFP… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-lesotho-lesotho-ndvi-at-subnational-level-2d81f0e0.africa-namibia-namibia-ndvi-at-subnational-level-40ee8ecb
Namibia: NDVI at Subnational Level | Africa (Namibia official open data)
677,820 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Namibia as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Namibia: NDVI at Subnational Level
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-namibia-namibia-ndvi-at-subnational-level-40ee8ecb.africa-cameroon-cameroon-ndvi-at-subnational-level-50210c52
Cameroon: NDVI at Subnational Level | Africa (Cameroon official open data)
68,136 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Cameroon: NDVI at Subnational Level
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-cameroon-ndvi-at-subnational-level-50210c52.africa-madagascar-madagascar-ndvi-at-subnational-level-8fe7a263
Madagascar: NDVI at Subnational Level | Africa (Madagascar official open data)
698,676 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Madagascar: NDVI at Subnational Level… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-madagascar-ndvi-at-subnational-level-8fe7a263.africa-guinea-bissau-guinea-bissau-ndvi-at-subnational-level-df6b8996
Guinea-Bissau: NDVI at Subnational Level | Africa (Guinea-Bissau official open data)
47,094 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Guinea-Bissau as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Guinea-Bissau: NDVI at… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-guinea-bissau-ndvi-at-subnational-level-df6b8996.africa-namibia-namibia-ndvi-at-subnational-level-afee91fd
Namibia: NDVI at Subnational Level | Africa (Namibia official open data)
130,260 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Namibia as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Namibia: NDVI at Subnational Level
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-namibia-namibia-ndvi-at-subnational-level-afee91fd.africa-eswatini-eswatini-ndvi-at-subnational-level-68387c63
Eswatini: NDVI at Subnational Level | Africa (Eswatini official open data)
328,482 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Eswatini as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Eswatini: NDVI at Subnational Level… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-eswatini-eswatini-ndvi-at-subnational-level-68387c63.africa-lesotho-lesotho-ndvi-at-subnational-level-90fd8f90
Lesotho: NDVI at Subnational Level | Africa (Lesotho official open data)
458,832 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Lesotho as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Lesotho: NDVI at Subnational Level
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-lesotho-lesotho-ndvi-at-subnational-level-90fd8f90.africa-comoros-comoros-ndvi-at-subnational-level-6869bb99
Comoros: NDVI at Subnational Level | Africa (Comoros official open data)
99,066 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Comoros as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Comoros: NDVI at Subnational Level
Publisher: WFP… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-comoros-comoros-ndvi-at-subnational-level-6869bb99.africa-eswatini-eswatini-ndvi-at-subnational-level-9c494bed
Eswatini: NDVI at Subnational Level | Africa (Eswatini official open data)
63,126 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Eswatini as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Eswatini: NDVI at Subnational Level
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-eswatini-eswatini-ndvi-at-subnational-level-9c494bed.africa-madagascar-madagascar-ndvi-at-subnational-level-86779f3c
Madagascar: NDVI at Subnational Level | Africa (Madagascar official open data)
134,268 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Madagascar: NDVI at Subnational Level… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-madagascar-ndvi-at-subnational-level-86779f3c.africa-equatorial-guinea-equatorial-guinea-ndvi-at-subnational-level-1deb8887
Equatorial Guinea: NDVI at Subnational Level | Africa (Equatorial Guinea official open data)
14,028 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Equatorial Guinea as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Equatorial Guinea:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-equatorial-guinea-equatorial-guinea-ndvi-at-subnational-level-1deb8887.africa-guinea-bissau-guinea-bissau-ndvi-at-subnational-level-ff3788c1
Guinea-Bissau: NDVI at Subnational Level | Africa (Guinea-Bissau official open data)
245,058 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Guinea-Bissau as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Guinea-Bissau: NDVI at… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-guinea-bissau-ndvi-at-subnational-level-ff3788c1.africa-togo-togo-ndvi-at-subnational-level-c93aeb9e
Togo: NDVI at Subnational Level | Africa (Togo official open data)
35,070 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Togo as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Togo: NDVI at Subnational Level
Publisher: WFP - World… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-togo-togo-ndvi-at-subnational-level-c93aeb9e.africa-comoros-comoros-ndvi-at-subnational-level-75060690
Comoros: NDVI at Subnational Level | Africa (Comoros official open data)
19,038 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Comoros as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Comoros: NDVI at Subnational Level
Publisher: WFP… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-comoros-comoros-ndvi-at-subnational-level-75060690.africa-cameroon-cameroon-ndvi-at-subnational-level-212d04c6
Cameroon: NDVI at Subnational Level | Africa (Cameroon official open data)
354,552 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Cameroon: NDVI at Subnational Level… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-cameroon-ndvi-at-subnational-level-212d04c6.africa-equatorial-guinea-equatorial-guinea-ndvi-at-subnational-level-702f06c7
Equatorial Guinea: NDVI at Subnational Level | Africa (Equatorial Guinea official open data)
72,996 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Equatorial Guinea as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Equatorial Guinea:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-equatorial-guinea-equatorial-guinea-ndvi-at-subnational-level-702f06c7.africa-togo-togo-ndvi-at-subnational-level-217f7e1f
Togo: NDVI at Subnational Level | Africa (Togo official open data)
182,490 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Togo as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Togo: NDVI at Subnational Level
Publisher: WFP - World… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-togo-togo-ndvi-at-subnational-level-217f7e1f.africa-sao-tome-and-principe-sao-tome-and-principe-ndvi-at-subnational-level-533a0fbf
Sao Tome and Principe: NDVI at Subnational Level | Africa (Sao Tome and Principe official open data)
9,018 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Sao Tome and Principe as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Sao Tome… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sao-tome-and-principe-sao-tome-and-principe-ndvi-at-subnational-level-533a0fbf.ndvi-forecasting-modelafrica-mali-mali-ndvi-at-subnational-level-3b38de22
Mali: NDVI at Subnational Level | Africa (Mali official open data)
306,918 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Mali as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Mali: NDVI at Subnational Level
Publisher: WFP - World… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mali-mali-ndvi-at-subnational-level-3b38de22.africa-sao-tome-and-principe-sao-tome-and-principe-ndvi-at-subnational-level-43f1dc92
Sao Tome and Principe: NDVI at Subnational Level | Africa (Sao Tome and Principe official open data)
46,926 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Sao Tome and Principe as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Sao… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sao-tome-and-principe-sao-tome-and-principe-ndvi-at-subnational-level-43f1dc92.africa-seychelles-seychelles-ndvi-at-subnational-level-8c6d5b04
Seychelles: NDVI at Subnational Level | Africa (Seychelles official open data)
78,210 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Seychelles as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Seychelles: NDVI at Subnational Level… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-seychelles-seychelles-ndvi-at-subnational-level-8c6d5b04.africa-guinea-guinea-ndvi-at-subnational-level-27e47b17
Guinea: NDVI at Subnational Level | Africa (Guinea official open data)
218,484 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Guinea as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Guinea: NDVI at Subnational Level
Publisher: WFP -… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-guinea-ndvi-at-subnational-level-27e47b17.