datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
MIT_environmental_impulse_responsesMIT Environmental Impulse Response Dataset
The audio recordings in this dataset are originally created by the Computational Audition Lab at MIT. The source of the data can be found at: https://mcdermottlab.mit.edu/Reverb/IR_Survey.html.
The audio files in the dataset have been resampled to a sampling rate of 16 kHz. This resampling was done to reduce the size of the dataset while making it more suitable for various tasks, including data augmentation.
The dataset consists of 271 audio files… See the full description on the dataset page: https://huggingface.co/datasets/davidscripka/MIT_environmental_impulse_responses.environmental_datasetEnvironmental_geology-dem
Digital Elevation Model
Overview
This repository contains the Digital Elevation Model dataset, part of the Environmental Geology suite maintained by NORA Research Lab. The data is processed into Cloud-Optimized GeoTIFF (COG) format for efficient geospatial analysis.
Dataset Details
Variable: Digital Elevation Model
Units: metres
Format: Cloud-Optimized GeoTIFF (COG)
Compression: ZSTD
Coordinate System: EPSG:4326 (WGS84)
Spatial Resolution: ~30… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-dem.SpatialGym_Environmental
SpatialGym Environmental Scenes
Indoor scenes for the two environmental tasks of SpatialGym — Camera Relocalization and
Novel Path Discovery — with the navigation grids and task pairs precomputed, so the
environments run right after download.
License: CC BY-NC-SA 4.0
Overview
Source
Scenes
Camera Relocalization pairs (d1 / d2 / d3)
Novel Path Discovery pairs (d1 / d2 / d3)
Download
Unpacked
interioragent
25
34 564 / 23 150 / 44 300
3 723 / 4 042 / 7 767… See the full description on the dataset page: https://huggingface.co/datasets/spatialgym/SpatialGym_Environmental.Environmental_geology-aspect
Aspect
Overview
This repository contains the Aspect dataset, part of the Environmental Geology suite maintained by NORA Research Lab. The data is processed into Cloud-Optimized GeoTIFF (COG) format for efficient geospatial analysis.
Dataset Details
Variable: Aspect
Units: degrees (0-360, 0=N)
Format: Cloud-Optimized GeoTIFF (COG)
Compression: ZSTD
Coordinate System: EPSG:4326 (WGS84)
Spatial Resolution: ~30 metres (1 arc-second)… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-aspect.Environmental_geology-roughness
Surface roughness (TRI)
Overview
This repository contains the Surface roughness (TRI) dataset, part of the Environmental Geology suite maintained by NORA Research Lab. The data is processed into Cloud-Optimized GeoTIFF (COG) format for efficient geospatial analysis.
Dataset Details
Variable: Surface roughness (TRI)
Units: metres
Format: Cloud-Optimized GeoTIFF (COG)
Compression: ZSTD
Coordinate System: EPSG:4326 (WGS84)
Spatial Resolution: ~30… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-roughness.MIT_environmental_impulse_responses
MIT Environmental Impulse Response Dataset
The audio recordings in this dataset are originally created by the Computational Audition Lab at MIT. The source of the data can be found at: https://mcdermottlab.mit.edu/Reverb/IR_Survey.html.
This mirror provides the 16 kHz WAV files used for wake-word training augmentation in the Tater Totterson trainer projects. The files were resampled to 16 kHz to keep the dataset small and convenient for machine-learning audio pipelines.… See the full description on the dataset page: https://huggingface.co/datasets/TaterTotterson/MIT_environmental_impulse_responses.qatar-environmental-monitoring-register-template
Environmental Monitoring Register Template for Qatar Projects
This resource provides a practical structure for recording environmental monitoring activities during construction and operational projects.
The template can help project teams organize monitoring dates, locations, environmental parameters, results, observations, compliance status, corrective actions, responsibilities and close-out records.
What the Template Covers
The environmental monitoring register… See the full description on the dataset page: https://huggingface.co/datasets/waeyqatar/qatar-environmental-monitoring-register-template.environmental-dialogueafrica-sao-tome-and-principe-sao-tome-and-principe-economic-social-environmental-health-e3aa42ae
Sao Tome and Principe - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (Sao Tome and Principe official open data)
53,321 rows - 1 Africa country - 1960-2025 - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sao-tome-and-principe-sao-tome-and-principe-economic-social-environmental-health-e3aa42ae.africa-seychelles-seychelles-economic-social-environmental-health-education-bfdda80b
Seychelles - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (Seychelles official open data)
55,970 rows - 1 Africa country - 1960-2025 - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-seychelles-seychelles-economic-social-environmental-health-education-bfdda80b.africa-algeria-algeria-economic-social-environmental-health-education-dev-5f717023
Algeria - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (Algeria official open data)
75,901 rows - 1 Africa country - 1960-2025 - 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:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-algeria-algeria-economic-social-environmental-health-education-dev-5f717023.africa-zimbabwe-zimbabwe-economic-social-environmental-health-education-de-37048c41
Zimbabwe - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (Zimbabwe official open data)
72,811 rows - 1 Africa country - 1960-2025 - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-zimbabwe-zimbabwe-economic-social-environmental-health-education-de-37048c41.africa-drc-congo-dem-rep-economic-social-environmental-health-educati-31d990f8
Congo, Dem. Rep. - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (DRC official open data)
67,652 rows - 1 Africa country - 1960-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from DRC 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-dem-rep-economic-social-environmental-health-educati-31d990f8.africa-sudan-sudan-economic-social-environmental-health-education-devel-20cc99b6
Sudan - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (Sudan official open data)
65,677 rows - 1 Africa country - 1960-2025 - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sudan-sudan-economic-social-environmental-health-education-devel-20cc99b6.africa-botswana-botswana-economic-social-environmental-health-education-de-10ebace4
Botswana - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (Botswana official open data)
76,742 rows - 1 Africa country - 1960-2025 - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-botswana-botswana-economic-social-environmental-health-education-de-10ebace4.africa-cabo-verde-cabo-verde-economic-social-environmental-health-education-b71c2be2
Cabo Verde - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (Cabo Verde official open data)
62,983 rows - 1 Africa country - 1960-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cabo Verde 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cabo-verde-cabo-verde-economic-social-environmental-health-education-b71c2be2.Environmental_geology-slope
Slope
Overview
This repository contains the Slope dataset, part of the Environmental Geology suite maintained by NORA Research Lab. The data is processed into Cloud-Optimized GeoTIFF (COG) format for efficient geospatial analysis.
Dataset Details
Variable: Slope
Units: degrees
Format: Cloud-Optimized GeoTIFF (COG)
Compression: ZSTD
Coordinate System: EPSG:4326 (WGS84)
Spatial Resolution: ~30 metres (1 arc-second)
Attribution… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-slope.africa-eritrea-eritrea-economic-social-environmental-health-education-dev-0b9dff13
Eritrea - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (Eritrea official open data)
45,356 rows - 1 Africa country - 1960-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Eritrea 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:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-eritrea-eritrea-economic-social-environmental-health-education-dev-0b9dff13.Environmental_geology-landform
Landform classification (Weiss 2001 TPI scheme)
Overview
This repository contains the Landform classification (Weiss 2001 TPI scheme) dataset, part of the Environmental Geology suite maintained by NORA Research Lab. The data is processed into Cloud-Optimized GeoTIFF (COG) format for efficient geospatial analysis.
Dataset Details
Variable: Landform classification (Weiss 2001 TPI scheme)
Units: 1 summit, 2 upper slope, 3 flat/mid-slope, 4 lower… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/Environmental_geology-landform.WaterScopeAI-DataEnvironmental_geology-dem
Digital Elevation Model
Overview
This repository contains the Digital Elevation Model dataset, part of the Environmental Geology suite maintained by NORA Research Lab. The data is processed into Cloud-Optimized GeoTIFF (COG) format for efficient geospatial analysis.
Dataset Details
Variable: Digital Elevation Model
Units: metres
Format: Cloud-Optimized GeoTIFF (COG)
Compression: ZSTD
Coordinate System: EPSG:4326 (WGS84)
Spatial Resolution: ~30… See the full description on the dataset page: https://huggingface.co/datasets/o0Biggz0o/Environmental_geology-dem.environmental_claims
Dataset Card for environmental_claims
Dataset Summary
We introduce an expert-annotated dataset for detecting real-world environmental claims made by listed companies.
Supported Tasks and Leaderboards
The dataset supports a binary classification task of whether a given sentence is an environmental claim or not.
Languages
The text in the dataset is in English.
Dataset Structure
Data Instances
{
"text": "It will enable E.ON to… See the full description on the dataset page: https://huggingface.co/datasets/climatebert/environmental_claims.africa-mauritania-mauritania-economic-social-environmental-health-education-227010aa
Mauritania - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (Mauritania official open data)
72,402 rows - 1 Africa country - 1960-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Mauritania 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritania-mauritania-economic-social-environmental-health-education-227010aa.indoor-scene-state-environmental-context-understanding-next-pack-0c894b1f-effc97c5
Indoor Robot Navigation and Toy Grasping
Training dataset for a mobile robot in home environments (kids rooms and playrooms). Renders show furniture to navigate between and toys to grasp, with metric depth and world-space normals for contact geometry, plus per-frame annotations, at 1024x1024 with the environments' authored lighting.
This dataset mirrors public data-pack render outputs from Physicl.
Each row represents one render view. The image column contains a stable URL to… See the full description on the dataset page: https://huggingface.co/datasets/physicl-community/indoor-scene-state-environmental-context-understanding-next-pack-0c894b1f-effc97c5.environmental_2kSpatialGym_Environmental_temp
SpatialGym Nav Dataset
Indoor scene assets for SpatialGym navigation task.License: CC BY-NC-SA 4.0
🔸 Dataset Overview
Source
Scenes
Size
internscenes-gen
120 (36 bedroom, 45 diningroom, 39 livingroom)
54 GB
scenesmith
208 (29 house + 179 room)
223 GB
sage3d
100
20 GB
interioragent
25
14 GB
Total
453
~311 GB
test_subset: ~12 GB, 20 scenes (9 internscenes-gen, 4 scenesmith, 5 sage3d, 2 interioragent) for quick test.
🔸 Folder… See the full description on the dataset page: https://huggingface.co/datasets/bibabooo/SpatialGym_Environmental_temp.EnvironmentalSoundClassification_ESC50-NaturalSoundscapesAndWaterSounds
Dataset Card for "environmental_sound_classification_natural_soundscapes_and_water_sounds_ESC50"
More Information needed
africa-benin-benin-economic-social-environmental-health-education-devel-f323eff6
Benin - Economic, Social, Environmental, Health, Education, Development and Energy | Africa (Benin official open data)
79,573 rows - 1 Africa country - 1960-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Benin 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: Benin… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-benin-benin-economic-social-environmental-health-education-devel-f323eff6.MIT_environmental_impulse_responses
MIT Environmental Impulse Response Dataset
The audio recordings in this dataset are originally created by the Computational Audition Lab at MIT. The source of the data can be found at: https://mcdermottlab.mit.edu/Reverb/IR_Survey.html.
This mirror provides the 16 kHz WAV files used for wake-word training augmentation in the Tater Totterson trainer projects. The files were resampled to 16 kHz to keep the dataset small and convenient for machine-learning audio pipelines.… See the full description on the dataset page: https://huggingface.co/datasets/hashdoa/MIT_environmental_impulse_responses.