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-ndviNDVISample 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.sits_samples_modis_ndvi
MODIS NDVI training samples (Mato Grosso, Brazil)
Time series samples used to test the HuggingFace access of the
sits R package. The samples are the
samples_modis_ndvi data set distributed with sits: MOD13Q1 NDVI time
series over Mato Grosso (Brazil), labelled in four classes.
Samples
1218 time series
Labels
Cerrado, Forest, Pasture, Soy_Corn
Bands
NDVI (MOD13Q1, 16-day composites)
Format
Parquet, written by sits_to_parquet()
Usage… See the full description on the dataset page: https://huggingface.co/datasets/felipemcarlos/sits_samples_modis_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/Delineeeee/sentinel-2-reanalysis-NDVI-EVI-TCG.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.ndvi-forecasting-modelafrica-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-south-sudan-south-sudan-ndvi-at-subnational-level-a4d205fd
South Sudan Ndvi At Subnational Level | Africa (WFP - World Food Programme)
87,120 rows - 1 Africa country/area - 2022-2026 - 6 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 87,120 rows from WFP - World Food Programme, covering South Sudan Ndvi At Subnational Level. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-south-sudan-south-sudan-ndvi-at-subnational-level-a4d205fd.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.africa-zimbabwe-zimbabwe-ndvi-at-subnational-level-3fc397ba
Zimbabwe: NDVI at Subnational Level | Africa (Zimbabwe official open data)
521,400 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Zimbabwe 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: Zimbabwe: NDVI at Subnational Level… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-zimbabwe-zimbabwe-ndvi-at-subnational-level-3fc397ba.africa-zimbabwe-zimbabwe-ndvi-at-subnational-level-ad3114d6
Zimbabwe: NDVI at Subnational Level | Africa (Zimbabwe official open data)
100,200 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Zimbabwe 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: Zimbabwe: NDVI at Subnational Level… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-zimbabwe-zimbabwe-ndvi-at-subnational-level-ad3114d6.africa-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-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-somalia-somalia-ndvi-at-subnational-level-5986f988
Somalia Ndvi At Subnational Level | Africa (WFP - World Food Programme)
478,584 rows - 1 Africa country/area - 2002-2026 - 6 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 478,584 rows from WFP - World Food Programme, covering Somalia Ndvi At Subnational Level. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-somalia-ndvi-at-subnational-level-5986f988.africa-sudan-sudan-ndvi-at-subnational-level-f524b7f7
Sudan: NDVI at Subnational Level | Africa (Sudan official open data)
983,178 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Sudan 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: Sudan: NDVI at Subnational Level
Publisher: WFP -… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sudan-sudan-ndvi-at-subnational-level-f524b7f7.africa-chad-chad-ndvi-at-subnational-level-b94167a1
Chad Ndvi At Subnational Level | Africa (WFP - World Food Programme)
92,070 rows - 1 Africa country/area - 2022-2026 - 6 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 92,070 rows from WFP - World Food Programme, covering Chad Ndvi At Subnational Level. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-chad-chad-ndvi-at-subnational-level-b94167a1.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-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-somalia-somalia-ndvi-at-subnational-level-30cdb107
Somalia Ndvi At Subnational Level | Africa (WFP - World Food Programme)
91,080 rows - 1 Africa country/area - 2022-2026 - 6 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 91,080 rows from WFP - World Food Programme, covering Somalia Ndvi At Subnational Level. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-somalia-ndvi-at-subnational-level-30cdb107.africa-libya-libya-ndvi-at-subnational-level-b1e01b76
Libya: NDVI at Subnational Level | Africa (Libya official open data)
130,050 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Libya 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: Libya: NDVI at Subnational Level
Publisher: WFP -… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-libya-libya-ndvi-at-subnational-level-b1e01b76.africa-botswana-botswana-ndvi-at-subnational-level-84dede8a
Botswana: NDVI at Subnational Level | Africa (Botswana official open data)
104,280 rows - 1 Africa country - 2002-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Botswana 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: Botswana: NDVI at Subnational Level… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-botswana-botswana-ndvi-at-subnational-level-84dede8a.africa-algeria-algeria-ndvi-at-subnational-level-8531c0ac
Algeria: NDVI at Subnational Level | Africa (Algeria official open data)
1,529,052 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Algeria 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: Algeria: NDVI at Subnational Level
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-algeria-algeria-ndvi-at-subnational-level-8531c0ac.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-guinea-guinea-ndvi-at-subnational-level-e2487411
Guinea: NDVI at Subnational Level | Africa (Guinea official open data)
41,580 rows - 1 Africa country - 2022-2026 - 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-e2487411.africa-angola-angola-ndvi-at-subnational-level-7ea8724f
Angola: NDVI at Subnational Level | Africa (Angola official open data)
175,230 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Angola 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: Angola: NDVI at Subnational Level
Publisher: WFP -… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-angola-angola-ndvi-at-subnational-level-7ea8724f.africa-mali-mali-ndvi-at-subnational-level-b57eb2b8
Mali: NDVI at Subnational Level | Africa (Mali official open data)
58,410 rows - 1 Africa country - 2022-2026 - 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-b57eb2b8.africa-djibouti-djibouti-ndvi-at-subnational-level-5d006277
Djibouti: NDVI at Subnational Level | Africa (Djibouti official open data)
24,750 rows - 1 Africa country - 2022-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Djibouti 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: Djibouti: NDVI at Subnational Level
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-djibouti-djibouti-ndvi-at-subnational-level-5d006277.