datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
TUT-urban-acoustic-scenes-2018-development-16bit
Dataset Card for "TUT-urban-acoustic-scenes-2018-development-16bit"
Dataset Summary
TUT Urban Acoustic Scenes 2018 development dataset consists of 10-seconds audio segments from 10 acoustic scenes:
Airport - airport
Indoor shopping mall - shopping_mall
Metro station - metro_station
Pedestrian street - street_pedestrian
Public square - public_square
Street with medium level of traffic - street_traffic
Travelling by a tram - tram
Travelling by a bus - bus
Travelling by an… See the full description on the dataset page: https://huggingface.co/datasets/wetdog/TUT-urban-acoustic-scenes-2018-development-16bit.TUT-urban-acoustic-scenes-2018-development
Dataset Card for "TUT-urban-acoustic-scenes-2018-development"
Dataset Summary
TUT Urban Acoustic Scenes 2018 development dataset consists of 10-seconds audio segments from 10 acoustic scenes:
Airport - airport
Indoor shopping mall - shopping_mall
Metro station - metro_station
Pedestrian street - street_pedestrian
Public square - public_square
Street with medium level of traffic - street_traffic
Travelling by a tram - tram
Travelling by a bus - bus
Travelling by an… See the full description on the dataset page: https://huggingface.co/datasets/wetdog/TUT-urban-acoustic-scenes-2018-development.asia-urban-development-world-bank-urban-development-indicators
Maldives - Urban Development
Publisher: World Bank Group · Source: HDX · License: cc-by · Updated: 2026-04-28
Abstract
Contains data from the World Bank's data portal. There is also a consolidated country dataset on HDX.
Cities can be tremendously efficient. It is easier to provide water and sanitation to people living closer together, while access to health, education, and other social and cultural services is also much more readily available. However, as cities grow… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-urban-development-world-bank-urban-development-indicators.africa-world-bank-urban-development-indicators-for-rwanda
Rwanda - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden, service… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-rwanda.africa-gabon-gabon-urban-development-7e62b4ab
Gabon - Urban Development | Africa (Gabon official open data)
507 rows - 1 Africa country - 1960-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Gabon 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: Gabon - Urban Development
Publisher: World Bank Group
Resource:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-gabon-gabon-urban-development-7e62b4ab.africa-madagascar-madagascar-urban-development-d0839d71
Madagascar - Urban Development | Africa (Madagascar official open data)
660 rows - 1 Africa country - 1960-2025 - 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 - Urban Development
Publisher: World… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-madagascar-urban-development-d0839d71.africa-namibia-namibia-urban-development-e7da1bc8
Namibia - Urban Development | Africa (Namibia official open data)
522 rows - 1 Africa country - 1960-2025 - 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 - Urban Development
Publisher: World Bank Group… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-namibia-namibia-urban-development-e7da1bc8.africa-equatorial-guinea-equatorial-guinea-urban-development-94fda212
Equatorial Guinea - Urban Development | Africa (Equatorial Guinea official open data)
507 rows - 1 Africa country - 1960-2025 - 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 - Urban… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-equatorial-guinea-equatorial-guinea-urban-development-94fda212.africa-guinea-bissau-guinea-bissau-urban-development-9ed4d28f
Guinea-Bissau - Urban Development | Africa (Guinea-Bissau official open data)
505 rows - 1 Africa country - 1960-2025 - 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 - Urban Development… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-guinea-bissau-urban-development-9ed4d28f.africa-lesotho-lesotho-urban-development-8302c245
Lesotho - Urban Development | Africa (Lesotho official open data)
375 rows - 1 Africa country - 1960-2025 - 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 - Urban Development
Publisher: World Bank Group… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-lesotho-lesotho-urban-development-8302c245.africa-eswatini-eswatini-urban-development-43827211
Eswatini - Urban Development | Africa (Eswatini official open data)
380 rows - 1 Africa country - 1960-2025 - 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 - Urban Development
Publisher: World Bank Group… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-eswatini-eswatini-urban-development-43827211.africa-world-bank-urban-development-indicators-for-libya
Libya - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden, service… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-libya.africa-synth-urbanization-urban-land-informal-development-all
Africa Synth Urbanization Urban Land Informal Development All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: infrastructure_transport - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-urbanization-urban-land-informal-development-all.africa-world-bank-urban-development-indicators-for-congo-rep
Congo, Rep. - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-congo-rep.africa-cameroon-cameroon-urban-development-bbf800d6
Cameroon - Urban Development | Africa (Cameroon official open data)
655 rows - 1 Africa country - 1960-2025 - 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 - Urban Development
Publisher: World Bank Group… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-cameroon-urban-development-bbf800d6.africa-comoros-comoros-urban-development-f249b768
Comoros - Urban Development | Africa (Comoros official open data)
381 rows - 1 Africa country - 1960-2025 - 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 - Urban Development
Publisher: World Bank Group… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-comoros-comoros-urban-development-f249b768.africa-togo-togo-urban-development-02c0284f
Togo - Urban Development | Africa (Togo official open data)
644 rows - 1 Africa country - 1960-2025 - 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 - Urban Development
Publisher: World Bank Group
Resource: Urban… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-togo-togo-urban-development-02c0284f.asia-worldbank-urban-development
Urban Development — Asia
Source: World Bank World Development Indicators
Topic: Urban Development
Coverage: 48 Asia countries · 1960–2025 · 27,609 rows
Indicators: 17
About
The World Bank's World Development Indicators (WDI) is the most comprehensive
source of global development data. This dataset contains the Urban Development
topic filtered to all available Asia countries (ISO3-coded), repackaged
in ML-ready Parquet by Electric Sheep Asia.
Schema… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-worldbank-urban-development.africa-world-bank-urban-development-indicators-for-togo
Togo - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden, service… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-togo.africa-world-bank-urban-development-indicators-for-malawi
Malawi - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden, service… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-malawi.africa-world-bank-urban-development-indicators-for-benin
Benin - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden, service… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-benin.africa-world-bank-urban-development-indicators-for-cote-d-ivoire
Cote d'Ivoire - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-cote-d-ivoire.africa-world-bank-urban-development-indicators-for-south-sudan
South Sudan - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-south-sudan.africa-world-bank-urban-development-indicators-for-mozambique
Mozambique - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-mozambique.africa-world-bank-urban-development-indicators-for-burkina-faso
Burkina Faso - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-burkina-faso.africa-world-bank-urban-development-indicators-for-cameroon
Cameroon - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden, service… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-cameroon.africa-urban-development-gabon
Gabon - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden, service… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-urban-development-gabon.africa-world-bank-urban-development-indicators-for-kenya
Kenya - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden, service… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-kenya.africa-world-bank-urban-development-indicators-for-sierra-leone
Sierra Leone - Urban Development | Africa (original)
Size category: n<1K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers examine disease burden… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-urban-development-indicators-for-sierra-leone.africa-worldbank-urban-development
Urban Development — Africa (World Bank WDI) | Africa (World Bank)
Size category: 10K<n<100K - Formats: parquet - Sector: other_unclassified - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public datasets help analysts… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-urban-development.