DeepSData
Dataset library

Open-dataset guides

Each entry covers institution, coverage, time span, scale, license and how to access — drafted from the source page and human-reviewed before publishing.

Economics & social scienceFree to access

Wildlife Mortality - Banff

Rail- and vehicle-caused wildlife mortality and wildlife management destruction data for Banff National Park between 2005 and 2017. Each record includes date, location, count, age, gender, and cause.

Geospatial & remote sensingFree to access

Volcanic Eruptions

A dataset of volcanic eruptions published on Zenodo, covering global eruption records up to 1918.

Public health & medicineFree to access

Diagnostic Imaging Dataset Statistics

Provisional monthly data on diagnostic imaging tests on NHS patients in England, including estimates of GP usage of direct access to chest imaging, non-obstetric ultrasound and MRI brain scans, which

Geospatial & remote sensingFree to access

Quality of the Environment in Japan 1992

Quality of the Environment in Japan 1992, an annual white paper by the Environment Agency of Japan, covering the state and trends of air, water, soil, noise, waste, natural vegetation, lakes, rivers,

Machine learning & corporaFree to access

Sheet_material_defect_dataset

A high-quality dataset of sheet surface defects released by Linyi Vocational College of Science and Technology, covering 283G images with 10 typical defect types for model training and validation.

Geospatial & remote sensingAccess conditions pending verification

Nirex 3-D Modelling Data.

3-D geological modelling data from the Nirex archive, maintained by the British Geological Survey (BGS), covering geological investigations of the Sellafield and Dounreay areas between 1989 and 1997.

Geospatial & remote sensingFree to access

Vertical Aerial Photography

Vertical aerial photography captured regularly by the UK Environment Agency since 2006, with resolutions of 10-50cm, available in RGB, NIR and 4-band ECW formats.

Geospatial & remote sensingFree to access

Land Cover Scotland (LCS) 1988

Scotland's first national air-photo census of land cover, produced by The Macaulay Land Use Research Institute on behalf of the Scottish Government, covering 126 land cover types for monitoring countr

Economics & social scienceFree to access

Carbon Dioxide Emissions and Trajectory

Carbon dioxide emissions data for Calderdale from 2005 to 2014, broken down by industrial/commercial, residential, and transport sectors, including per capita emissions and trajectory towards reductio

Machine learning & corporaFree to access

Trust in AI

An annotated dataset provided by CSIRO for extracting novel concepts on trust in AI from scientific literature, including human and distant annotations.

Economics & social scienceFree to access

Weekly Generative AI Market Pulse Survey

A nationwide weekly online tracking survey of South Korean residents aged 18-65, monitoring consumer adoption dynamics of generative AI services. Anonymized microdata are released weekly via Harvard D

Machine learning & corporaFree to access

Agricultrue_Wiki_QA_110K

An agricultural Wikipedia reasoning QA dataset published by user chal1ce on ModelScope, containing approximately 110K QA pairs distilled from QwQ-Plus and Qwen32B.

Machine learning & corporaFree to access

emo163

NetEase Cloud Music sentiment classification dataset, released by Genius-Society, containing approximately 395,000 music sentiment label records, each consisting of song ID, playlist ID, and sentiment

Machine learning & corporaFree to access

music_genre

A music genre classification dataset containing 1700 audio clips (mp3 format, each about 270-300 seconds), divided into 17 genres with a three-level label system (2-class, 9-class, 16-class), suitable

Machine learning & corporaFree to access

cs229-audio-ml-project/musdb18-processed

This dataset is a processed version of MUSDB18 containing only active stem segments (drums, bass, vocals, accompaniment, and mixture) for the Stanford CS229 course project on music source separation.

Machine learning & corporaFree to access

MUSDB18 - a corpus for music separation

MUSDB18 contains 150 full-track songs with stereo mixtures and original sources, split into a training set (100 songs) and a test set (50 songs), for designing and evaluating music source separation a

Machine learning & corporaAccess conditions pending verification

20846_Groups_Image_Caption_Data_of_Cookbook

This dataset contains 20,846 groups of cookbook image-caption data, each group includes 4-18 images and corresponding text descriptions in Chinese and English, covering Chinese, Western, Korean, Japan

Public health & medicineFree to access

Mental Health Bulletin

A bulletin by NHS Digital providing statistics on NHS services for people with severe and enduring mental health problems in England, derived from the Mental Health Minimum Dataset (MHMDS) annual retu

Geospatial & remote sensingFree to access

Dynamic Land Cover Dataset

Australia's first nationally consistent and thematically comprehensive land cover reference dataset, developed by Geoscience Australia in collaboration with the Australian Bureau of Agriculture and Re

Geospatial & remote sensingPaid or restricted access

Imagery-Satellite-SPOT

The NSW SPOT satellite imagery dataset, provided by multiple vendors for the NSW Government, covers the entire state from 2005-2025 with resolutions of 1.5-2.5 meters.

Machine learning & corporaFree to access

Kukedlc/suno-ai-music-dataset

A multi-genre curated AI music dataset generated with Suno V5.5 (chirp-fenix), covering 100+ sub-sub-genres, including MP3 audio, cover art, generation prompts, and 32-column metadata.

Machine learning & corporaFree to access

Music_Metadata_and_Lyrics_Dataset

A dataset of over 200,000 songs combining music metadata and artist information, built by MarKos29 from a Kaggle original and enriched via Wikidata scraping.

Geospatial & remote sensingFree to access

Extracted Data From: Lake Level Viewer

This dataset contains the geospatial data layers behind NOAA's Digital Coast Lake Level Viewer, modeling lake level rise and flooding impacts along the US side of the Great Lakes.

Machine learning & corporaFree to access

Tyre defect data set

This dataset contains 1905 tyre X-ray images with defect annotations, provided by Shanghai University Network Control Centre for tyre defect detection research.

Public health & medicineFree to access

HAALSI Baseline Survey

The HAALSI baseline survey, implemented by the Harvard Center for Population and Development Studies and the MRC/Wits Rural Public Health and Health Transitions Research Unit, surveyed 5,059 adults ag

Geospatial & remote sensingFree to access

SurfZone Digital Elevation Model (DEM) - 2m

The SurfZone Digital Elevation Model (DEM) was produced in 2019 by the Environment Agency, combining LIDAR and near-shore multibeam SONAR bathymetry data, covering the inter-tidal zone at 2m resolutio

Geospatial & remote sensingFree to access

Border Crossings of the World (V 1.1)

This dataset records information on international border crossings (1993-2020), including road features and inspection infrastructure, collected from visual inspection of publicly available satellite

Geospatial & remote sensingFree to access

SurfZone Digital Elevation Model 2014

SurfZone Digital Elevation Model 2014 produced by the Environment Agency, covering the inter-tidal zone of England, combining LIDAR and multibeam sonar bathymetry, with 2m resolution.

Geospatial & remote sensingFree to access

Climate resilience documents

This dataset, created under the guidance of Leeds City Council, contains links to policies, strategies and documents relevant to climate resilience across a wide range of geographic scales, with a foc

Geospatial & remote sensingFree to access

'Climate Just' data

Published by the Greater London Authority, this dataset contains indicators for the Climate Just Map Tool showing England's vulnerability to climate change at neighbourhood scale, covering flooding, h

Geospatial & remote sensingFree to access

Geoscape Administrative Boundaries

Geoscape Administrative Boundaries is Australia's most comprehensive national collection of boundaries, built and maintained by Geoscape Australia using authoritative government data, covering governm

Geospatial & remote sensingFree to access

Vessel Density Grid 2014

This dataset contains the average weekly shipping density for the whole of the UK at a 2km grid resolution for 2014, based on AIS sampling.

Geospatial & remote sensingFree to access

Precipitation Observations

This dataset, provided by the City of Ballarat, contains real-time precipitation observations from sensors distributed in Ballarat, typically updated every 15 minutes.

Economics & social scienceFree to access

Courts - Annual Report - 10 Yr Comparison

A 10-year report of court activity by court level, division and class, published by the Court Services Branch of the Government of British Columbia, covering session hours, scheduled appearances, new

Economics & social scienceFree to access

2022 Cat Containment Survey

2022 South Australian Cat Management Sentiment Report, published by the Department for Environment and Water, South Australian Government, covering South Australia.

Economics & social scienceFree to access

WGEA Dataset

Annual dataset published by the Workplace Gender Equality Agency (WGEA), covering gender composition, policies and strategies, paid parental leave, and flexible work arrangements for over 12,000 Austr

Geospatial & remote sensingAccess conditions pending verification

V6 Time Series County Points

V6 Time Series County Points, covering historical county-level administrative units in China from 221 BCE to 1911 CE, published by Harvard Dataverse.

Machine learning & corporaFree to access

E-learning Recommender System Dataset

Mandarine Academy Recommender System (MARS) Dataset from Harvard Dataverse, containing explicit and implicit ratings for both French and English versions of a real-world MOOC platform.

Geospatial & remote sensingFree to access

V6 Time Series Prefecture Points

CHGIS V6 Time Series Prefecture Points, covering Chinese dynastic prefecture-level administrative units from 221 BCE to 1911 CE, with relatively complete spatial coverage for 1350-1911.

Economics & social scienceFree to access

NI 090 - Take up of 14-19 Learning Diplomas

This dataset records the number of enrolments on 14-19 Learning Diplomas in England, measured using Minerva against the 14-19 population based on ONS population estimates, covering 14 sector areas.

Geospatial & remote sensingFree to access

Engineering Climate Datasets

Published by Environment and Climate Change Canada, the Engineering Climate Datasets include IDF files, CWEEDS, and CWEC, covering 563 locations in Canada, providing rainfall intensity-duration-freque

Machine learning & corporaFree to access

Hybrid Tibialis Dataset

Hybrid tibialis dataset curated by Dr Robin Rohlen and Dimitrios Halatsis for the MUniverse Benchmark, containing 5 files, licensed under CC BY 4.0.

Machine learning & corporaFree to access

StreamSpot Dataset

The StreamSpot Dataset, created by Emaad Manzoor et al., contains 7 files for anomaly detection in streaming heterogeneous graphs, licensed under CC0 1.0.

Machine learning & corporaFree to access

Point Cloud Curb Detection Dataset

This dataset contains labeled point cloud data captured by a car equipped with a mobile laser scanner, serving as a benchmark for large-scale point cloud curb detection, derived from the KITTI360 data

Economics & social scienceFree to access

House Price Index

House price index dataset for England published by the Ministry of Housing, Communities and Local Government, providing tables of house prices.

Economics & social scienceFree to access

Gini index

Gini index published by the World Bank, measuring income or consumption expenditure inequality, covering all countries and economies globally.

Machine learning & corporaFree to access

2020 Public Service Employee Survey

The 2020 Public Service Employee Survey data, published by the Treasury Board of Canada Secretariat, covers federal government employees' opinions on engagement, leadership, workplace, diversity, and

Economics & social scienceFree to access

Foreign Direct Investment

UK foreign direct investment data published by the Office for National Statistics, covering inward and outward flows, positions (stocks) and earnings, broken down by country, component and industry.

Economics & social scienceFree to access

Forest area (sq. km)

Forest area (sq. km) indicator published by the World Bank, sourced from FAO, covering annual forest area for all countries and economies.

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