DeepSData
Dataset library

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Browse public dataset notes by topic. Use and download terms follow the original publisher.

161 datasetsAll

Economics & social science

Economics & social scienceFree to access

Wildlife Mortality - Banff

Rail- and vehicle-caused wildlife mortality and wildlife management dest…

InstitutionParks Canada
CoverageBanff National Park
Time span2005-2017
ScaleSee official page
License statement is still… · Rights details not yet verified
Economics & social scienceFree to access

「生涯学習施策に関する調査研究~関係機関と連携した家庭教育支援の取組及び地域における家庭教育支援の実施状況について~」報告書(平成27年度)

A survey report by Japan's Ministry of Education, Culture, Sports…

Source文部科学省(总合教育政策局地域学习推进课)
InstitutionMinistry of Education, Culture, Sports, Science and Technology (MEXT)
CoverageLocal governments across Japan
Time spanFY2015 (2015)
Scale1 PDF file
License statement is still… · Rights details not yet verified
Economics & social scienceFree to access

Weekly Generative AI Market Pulse Survey

A nationwide weekly online tracking survey of South Korean residents age…

InstitutionConsumerSight
CoverageSouth Korean residents aged 18-65 (nationwide)
Time spanWeekly starting February 2026
Scale800 completes per week, 4 files
License statement is still… · Rights details not yet verified
Economics & social scienceFree to access

Courts - Annual Report - 10 Yr Comparison

A 10-year report of court activity by court level, division and class…

SourceGovernment of British Columbia
InstitutionGovernment of British Columbia (Court Services Branch)
CoverageCourts of British Columbia
Time spanFiscal years 2015-16 to 2024-25
Scale4 files (XLSX, CSV, HTML dashboard, metadata link)
License statement is still… · Rights details not yet verified
Economics & social scienceFree to access

2022 Cat Containment Survey

2022 South Australian Cat Management Sentiment Report…

SourceDepartment for Environment and Water
InstitutionDepartment for Environment and Water, South Australian Government
CoverageSouth Australia
Time span2022
Scale1 PDF file
License statement is still… · Rights details not yet verified
Economics & social scienceFree to access

WGEA Dataset

Annual dataset published by the Workplace Gender Equality Agency (WGEA)…

InstitutionWorkplace Gender Equality Agency (WGEA)
CoverageAustralia
Time span1 April 2014 to 31 March 2025
Scale49 files
License statement is still… · Rights details not yet verified
Economics & social scienceFree to access

Automatic number plate recognition (ANPR) project

A dataset of vehicle types and counts collected by Leeds City Council vi…

InstitutionLeeds City Council
CoverageMultiple locations in Leeds, UK, including Inner Ring Road and 7 city sites
Time spanApril 2016 (Inner Ring Road) and June 2016 (7 city sites)
Scale820,809 records, 229,891 unique vehicles, 31,912 unique vehicle types; 6 files
License statement is still… · Rights details not yet verified
Economics & social scienceFree to access

Macroinvertebrate data from the South Fork McKenzie River in Oregon, USA before and after a wildfire event, 2019 to 2021

This dataset contains macroinvertebrate count data (identified to specie…

SourceUniversity of Nottingham
InstitutionUniversity of Nottingham (study conducted); data collected by US Forest Service, Portland State University, Washington State University, and Colorado State University
CoverageSouth Fork McKenzie River, Oregon, USA
Time spanAutumn 2019, Autumn 2020, Winter 2021
Scale2 files (ZIP format)
License statement is still… · Rights details not yet verified
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…

InstitutionMinistry of Housing, Communities and Local Government
CoverageEngland
Time span2008-2010 (first teaching years)
Scale1 file (XLS format)
License statement is still… · Rights details not yet verified
Economics & social scienceFree to access

Morphological data from wild and lab-reared threespine sticklebacks from Icelandic geothermal and ambient sites

This dataset contains morphological measurements of threespine stickleba…

SourceParsons, K.; Kristjansson, B.; Skulason, S.; Pilakouta, N.; Costa, A.; Smith, B.; Metcalfe, N.; Killen, S.; Lindstrom, J.; Hill, I.; Lawson-Duck, G.; Stansfield, C.
InstitutionNERC EDS Environmental Information Data Centre
CoverageIcelandic geothermal and ambient sites
Time span2023-09-29 (publication date)
Scale2 files
License statement is still… · Rights details not yet verified
Economics & social scienceFree to access

House Price Index

House price index dataset for England published by the Ministry of Housi…

InstitutionMinistry of Housing, Communities and Local Government
CoverageEngland
Time spanSee official page
Scale1 file
License statement is still… · Rights details not yet verified
Economics & social scienceFree to access

Gini index

Gini index published by the World Bank…

Source世界银行贫困与不平等平台(世界银行(World Bank), Poverty and Inequality Platform)
InstitutionWorld Bank
CoverageAll countries and economies globally
Time spanSee official page
ScaleSee official page
CC BY-4.0 · Commercial use allowed (subject to license terms)
Economics & social scienceFree to access

CPIA debt policy rating (1=low to 6=high)

World Bank Group CPIA debt policy rating…

Source世界银行集团(世界银行集团(世界银行(World Bank) Group),WBG)
InstitutionWorld Bank Group
CoverageAll countries and economies
Time spanSee official page
ScaleSee official page
CC BY-4.0 · Commercial use allowed (subject to license terms)
Economics & social scienceFree to access

Foreign Direct Investment

UK foreign direct investment data published by the Office for National S…

Source英国国家统计局(Office for National Statistics)
InstitutionOffice for National Statistics
CoverageUnited Kingdom
Time spanSee official page
Scale2 files
UK Open Government Licence… · Commercial use allowed (subject to license terms)
Economics & social scienceFree to access

Forest area (sq. km)

Forest area (sq.

Source联合国粮食及农业组织(FAO)
InstitutionPublished by World Bank; original data from Food and Agriculture Organization of the United Nations (FAO)
CoverageAll countries and economies
Time spanSee official page
ScaleSee official page
CC BY-4.0 · Commercial use allowed (subject to license terms)

Public health & medicine

Public health & medicineFree to access

National Diet and Nutrition Survey: Years 5-9

A continuous cross-sectional survey by the UK Food Standards Agency…

InstitutionFood Standards Agency
CoverageGeneral population aged 1.5 years and over living in private households in the UK
Time spanSee official page
Scale25 files
License statement is still… · Rights details not yet verified
Public health & medicineFree to access

Diagnostic Imaging Dataset Statistics

Provisional monthly data on diagnostic imaging tests on NHS patients in…

SourceDepartment of Health and Social Care (原Department of Health)
InstitutionDepartment of Health and Social Care (formerly Department of Health)
CoverageNHS patients in England
Time spanApril to November 2012 (provisional monthly data)
Scale5 HTML files
License statement is still… · Rights details not yet verified
Public health & medicineFree to access

AIHW - Indigenous Eye Health Measures - Number and Full-time Equivalent (FTE) Rate of Optometrists (PHN) 2015

This dataset presents the number and full-time equivalent (FTE) rate per…

InstitutionAustralian Institute of Health and Welfare (AIHW)
CoverageAustralia, aggregated to 2015 Department of Health Primary Health Network (PHN) areas
Time span2015
ScaleSee official page
License statement is still… · Rights details not yet verified
Public health & medicineFree to access

HAALSI Wave 1 Dried Blood Spot for C-Reactive Protein

C-Reactive Protein (CRP) values assayed from dried blood spots during th…

InstitutionHarvard Center for Population and Development Studies; MRC/Wits Rural Public Health and Health Transitions Research Unit of the University of the Witwatersrand
CoverageRural Mpumalanga province, South Africa, within the Agincourt health and socio-demographic surveillance system (AHDSS)
Time spanNovember 2014 to November 2015 (Wave 1 survey)
Scale3 files
License statement is still… · Rights details not yet verified
Public health & medicineFree to access

AusUrbHI Spatial Variation in Indicators of Breast Cancer Outcomes for Women in Queensland (SA2) 2000-2019

Developed by the Australian Urban Health Indicators project in collabora…

InstitutionAustralian Urban Research Infrastructure Network (AURIN); Cancer Council Queensland
CoverageQueensland, Australia, at SA2 level (2016 ASGS)
Time span2000-2019
ScaleSee official page
License statement is still… · Rights details not yet verified
Public health & medicineFree to access

AIHW - Child and Maternal Health Indicators - Low Birthweight Live Births (%) (PHN) 2012-2016

This dataset presents the percentage of live births that were of low bir…

InstitutionAustralian Institute of Health and Welfare (AIHW)
CoverageAustralia, by 2015 Department of Health Primary Health Network (PHN) areas, based on 2011 Australian Statistical Geography Standard (ASGS)
Time span2012-2016, biennial
ScaleSee official page
License statement is still… · Rights details not yet verified
Public health & medicineFree to access

Mental Health Bulletin

A bulletin by NHS Digital providing statistics on NHS services for peopl…

InstitutionNHS Digital
CoveragePatients with severe and enduring mental health problems in NHS services in England
Time spanSee official page
Scale9 files
License statement is still… · Rights details not yet verified
Public health & medicineFree to access

Nordic trial reporting project: Raw data from EU Clinical Trials Registry (EUCTR) and ClinicalTrials.gov

This dataset contains raw data from EUCTR and ClinicalTrials.gov…

Institutionauthor team for the research project "Systematic evaluation of clinical trial reporting at medical universities and university hospitals in the Nordic countries"
CoverageNordic countries (Denmark, Finland, Iceland, Norway, Sweden) medical universities and university hospitals
Time spanEUCTR data as of Nov 7, 2022; ClinicalTrials.gov data as of Nov 9, 2022
Scale3 files
License statement is still… · Rights details not yet verified
Public health & medicineFree to access

HAALSI Baseline Survey

The HAALSI baseline survey…

SourceHarvard Center for Population and Development Studies and MRC/Wits Rural Public Health and Health Transitions Research Unit of the University of the Witwatersrand
InstitutionHarvard Center for Population and Development Studies; MRC/Wits Rural Public Health and Health Transitions Research Unit of the University of the Witwatersrand
CoverageRural Mpumalanga province, South Africa, within the Agincourt health and socio-demographic surveillance system (AHDSS)
Time spanNovember 2014 – November 2015
Scale5,059 respondents, 4 files
License statement is still… · Rights details not yet verified
Public health & medicineFree to access

Code and associated data directory for manuscript: Spatially Resolved Microglial Expression Around Aβ Plaques in Human Alzheimer's Disease T

This dataset contains code and pre-processed data for a manuscript using…

SourceJack I. Wood et al.
InstitutionUniversity College London et al.
CoverageHuman Alzheimer's disease hippocampus
Time spanSee official page
Scale14 files
License statement is still… · Rights details not yet verified
Public health & medicineFree to access

AIHW - Patients Spending on Medicare - People who experienced Cost Barriers to Specialist, GP, Imaging or Pathology (%) (PHN) 2016-2017

This dataset presents the percentage of people who delayed or did not se…

SourceAustralian Institute of Health and Welfare
InstitutionAustralian Institute of Health and Welfare (AIHW)
CoverageAustralia, aggregated to 2015 Department of Health Primary Health Network (PHN) areas, based on 2011 Australian Statistical Geography Standard (ASGS)
Time spanFinancial year 2016-2017 (1 July 2016 to 30 June 2017)
ScaleSee official page
License statement is still… · Rights details not yet verified

Geospatial & remote sensing

Geospatial & remote sensingFree to access

Conwy Catchment - Nant Y Brwyn Discharge dataset (2008-2011)

This dataset presents discharge and in-stream temperature data for a pea…

InstitutionUK Centre for Ecology & Hydrology (UKCEH)
CoverageNant y Brwyn stream, Conwy catchment, North Wales, within Snowdonia National Park
Time span2008-03-11 to 2011-07-14
Scale2 files (ZIP archive), 192 downloads
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Volcanic Eruptions

A dataset of volcanic eruptions published on Zenodo…

InstitutionSee official page
CoverageGlobal
Time spanUp to 1918
Scale1 file
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Quality of the Environment in Japan 1992

Quality of the Environment in Japan 1992…

Source环境計画課(环境计划课)
InstitutionEnvironmental Planning Division (Kankyo Keikaku-ka)
CoverageJapan
Time span1992 (data up to 1991)
Scale253 HTML files
License statement is still… · Rights details not yet verified
Geospatial & remote sensingAccess: check the source page

Nirex 3-D Modelling Data.

3-D geological modelling data from the Nirex archive…

InstitutionBritish Geological Survey (BGS)
CoverageSellafield and Dounreay areas
Time span1989-1997 (survey); 2000 (archive); 2026 (update)
Scale1 file
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Vertical Aerial Photography

Vertical aerial photography captured regularly by the UK Environment Age…

InstitutionEnvironment Agency
CoverageUnited Kingdom (tiled in British National Grid OSGB 1936)
Time spanSince 2006, updated annually
Scale9 files (ZIP, GeoJSON, GPKG, SHP, etc.)
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Land Cover Scotland (LCS) 1988

Scotland's first national air-photo census of land cover…

SourceThe Macaulay Land Use Research Institute (now the James Hutton Institute) on behalf of Scottish Government
InstitutionThe Macaulay Land Use Research Institute (now James Hutton Institute) on behalf of Scottish Government
CoverageScotland
Time span1988 (baseline)
Scale4 files (ZIP format)
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Dynamic Land Cover Dataset

Australia's first nationally consistent and thematically comprehensive l…

SourceGeoscience Australia
InstitutionGeoscience Australia (in collaboration with the Australian Bureau of Agriculture and Resource Economics and Sciences)
CoverageAustralia
Time spanApril 2000 to April 2008
Scale1 ZIP file
License statement is still… · Rights details not yet verified
Geospatial & remote sensingPaid or restricted access

Imagery-Satellite-SPOT

The NSW SPOT satellite imagery dataset…

InstitutionNSW Department of Climate Change, Energy, the Environment and Water
CoverageNew South Wales, Australia
Time span2005-2025
ScaleSee official page
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Noosa River Digital Elevation Model

A 5m resolution Digital Elevation Model of the Noosa River drainage basi…

InstitutionGeoscience Australia
CoverageNoosa River drainage basin, approximately 152.72°E to 153.19°E, 26.51°S to 25.42°S
Time span2009-07-17 to 2015-08-18
Scale3 files, DEM ZIP approx. 328 MB
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Anthropogenic disturbance footprint within boreal caribou ranges across Canada - As interpreted from 2008-2010 Landsat satellite imagery (Updated to 2012 range

A national geospatial dataset by Environment and Climate Change Canada…

InstitutionEnvironment and Climate Change Canada
Coverage57 boreal caribou ranges across Canada
Time spanImagery 2008-2010, range boundaries updated to 2012
Scale14 files, main SHP 146 MB
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Extracted Data From: Lake Level Viewer

This dataset contains the geospatial data layers behind NOAA's Digital C…

InstitutionNOAA Office for Coastal Management
CoverageUS side of the Great Lakes (Erie, Huron, Michigan, Ontario, St. Clair, Superior)
Time spanSee official page
Scale7 files
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Digital Elevation Model of Canada - Canada3D, 2001

A digital elevation model (DEM) of Canada produced by Natural Resources…

InstitutionNatural Resources Canada
CoverageCanadian landmass
Time span2001 (product release); 2022-01-27 (metadata update)
Scale4 files (two ASCII Grid data files and two PDF product standard documents)
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Kalgoorlie-Boulder Photo-Voltaic (PV) Potential Maps: Australian Footprints (Kalgoorlie, Boulder, Trafalgar)

This foundational spatial dataset provides building footprint geometries…

SourceAustralian Urban Research Infrastructure Network
InstitutionAustralian Urban Research Infrastructure Network (AURIN)
CoverageKalgoorlie, Boulder, Trafalgar, Australia
Time spanBuilding footprints represent 2013-2018 building stock; dataset created 15/11/2025, updated 10/01/2026
ScaleApproximately 16,000 buildings across 530 mesh blocks
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Digital Great Britain coastlines (DiGBcoast v1.0): a dataset of the coastline position of Great Britain from 1984 to 2022 derived from publicly available optica

DiGBcoast v1.0 is a dataset of the coastline position of Great Britain p…

SourceBritish Geological Survey (BGS)
InstitutionBritish Geological Survey (BGS) / NERC EDS National Geoscience Data Centre
CoverageGreat Britain mainland (England, Scotland, Wales) including Isle of Wight and Anglesey
Time span12/04/1984 to 15/12/2022
ScaleSee official page
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Climate resilience documents

This dataset, created under the guidance of Leeds City Council…

InstitutionLeeds City Council
CoverageWide geographic scales, with focus on Leeds
Time spanDecember 2017, October 2018 updates; last updated August 4, 2021
Scale6 files
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

'Climate Just' data

Published by the Greater London Authority…

InstitutionGreater London Authority
CoverageEngland, at Middle Super Output Area (MSOA) level
Time span2011 (baseline year), updated July 16, 2026
Scale5 files
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Geoscape Administrative Boundaries

Geoscape Administrative Boundaries is Australia's most comprehensive nat…

InstitutionGeoscape Australia
CoverageAustralia
Time spanQuarterly updates; latest release May 2026
ScaleApproximately 1.5 GB (unpacked)
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Vessel Density Grid 2014

This dataset contains the average weekly shipping density for the whole…

InstitutionMarine Management Organisation
CoverageUnited Kingdom
Time span2014
Scale1 file
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Precipitation Observations

This dataset, provided by the City of Ballarat…

InstitutionCity of Ballarat
CoverageBallarat, Australia
Time spanSince 21 April 2021, continuously updated
Scale1 file (API)
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Gridded population maps of Germany from disaggregated census data and bottom-up estimates

This dataset contains three gridded population datasets of Germany at 10…

InstitutionFranz Schug, David Frantz, Sebastian van der Linden, Patrick Hostert
CoverageGermany
Time spanBuilding density layer based on Sentinel-2 2018 and Sentinel-1 2017; building height ca. 2015; building types based on Sentinel-2 2018 and Sentinel-1 2017; census data from 2018
Scale7.5 GB
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Exposure datasets representing a synthetic future urban context, including socio-demographic, building, and land-use data from 10 cities, for natural hazard ris

This dataset includes synthetically produced data from 10 cities (Istanb…

SourceNERC
InstitutionNERC (Natural Environment Research Council)
Coverage10 cities: Istanbul, Nablus, Chattogram, Cox’s Bazaar, Nairobi, Nakuru, Quito, Kokhana, Rapti, Darussalam
Time spanFuture 50 years (future urban scenario)
Scale2 files (ZIP format)
License statement is still… · Rights details not yet verified
Geospatial & remote sensingAccess: check the source page

ORA-S3 - Operational Ocean Re-Analysis Series 3 dataset 1959-2006

Global ocean reanalysis dataset created by ECMWF and processed by CSIRO…

SourceEuropean Centre for Medium-Range Weather Forecasts (ECMWF)
InstitutionEuropean Centre for Medium-Range Weather Forecasts (ECMWF) (creator); CSIRO (processor and publisher)
CoverageGlobal ocean (longitude -180° to 180°, latitude -90° to 90°)
Time spanJanuary 1959 to December 2006
Scale40 NetCDF files, total ~36.4 GB (10 monthly files 13.0 GB, 10 anomaly files 13.0 GB, 10 climatology files 557 MB, 10 seasonal files 9.81 GB)
License statement is still… · Rights details not yet verified
Geospatial & remote sensingAccess: check the source page

V6 Time Series County Points

V6 Time Series County Points…

InstitutionSee official page
CoverageHistorical county-level administrative units in China
Time span221 BCE to 1911 CE
Scale6 files
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Hydrologic Modelling of Connectivity Expert Panel Recommendations 2025–Scenario 2–End of System–Translucency

This dataset contains hydrologic modelling results for the Connectivity…

InstitutionNSW Department of Climate Change, Energy, the Environment and Water
CoverageRegulated valleys (Gwydir, Namoi, Border Rivers) in New South Wales; geographic extent approx. 141°E–154°E, 32°S–28°S
Time span1895-01-01 to 2023-06-30
Scale4 files (including XLSX and PDF)
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

EPSRC project data: DiSECCS - Seismic analysis datasets from Sleipner

This dataset contains grids (in spreadsheet form) of interpreted paramet…

InstitutionBritish Geological Survey (BGS)
CoverageSleipner CO2 storage operation, North Sea
Time span1994 (baseline), 1999, 2001, 2002, 2004, 2006, 2008, 2010 (time-lapse surveys); dataset created February 26, 2020, updated July 16, 2026
Scale1 file (resource locator)
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

September 2022 - North Coast Post-Storm Recovery Survey - LiDAR Point Cloud

This dataset contains LiDAR point cloud from the September 2022 post-sto…

InstitutionOpenDataNI
CoverageSoft sedimentary areas along the north coast of Northern Ireland, including Curran Strand, Portrush East Strand, Portstewart Strand, Downhill Beach to Magilligan
Time spanSeptember 2022
Scale2 files
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Average precipitation in depth (mm per year)

World Bank indicator showing average annual precipitation depth (mm per…

InstitutionFood and Agriculture Organization of the United Nations (FAO)
CoverageAll countries and economies
Time span2022 (most recent year)
ScaleSee official page
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Floreat-f2 - Point Cloud LAS - Aug 2022

This dataset is a sparse 3D point cloud (LAS) of sand dunes north of Flo…

InstitutionCambridge Coastcare
CoverageArea north of Floreat Surf Life Saving Club, coordinates approx (115.7545, -31.9291) to (115.7569, -31.9258)
Time span24 August 2022 (single day)
Scale1 LAS file
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

Engineering Climate Datasets

Published by Environment and Climate Change Canada…

InstitutionEnvironment and Climate Change Canada
Coverage563 locations in Canada
Time span1953 to 2005 (CWEEDS); CWEC based on usually 30 years
ScaleSee official page
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

March 2022 - North Coast Post-Storm Survey - LiDAR Point Cloud

LiDAR point cloud from a post-storm survey commissioned by Fugro in Marc…

SourceFugro
InstitutionFugro (commissioned)
CoverageCurran Strand, Portrush East Strand, Portstewart Strand, Downhill Beach to Magilligan, north coast of Northern Ireland
Time spanSurvey in March 2022; data created 2025-07-28, updated 2026-07-23
Scale2 files
License statement is still… · Rights details not yet verified
Geospatial & remote sensingFree to access

A manual for measuring total factor productivity in Australian agriculture

A manual by ABARES for measuring total factor productivity in Australian…

Source澳大利亚农业与资源经济科学局(ABARES)
InstitutionAustralian Bureau of Agricultural and Resource Economics and Sciences
CoverageAustralian agriculture
Time span1948-49 to 2013-14
Scale3 files (PDF, Word, XML)
CC BY 4.0 · Commercial use allowed (subject to license terms)

Machine learning & corpora

Machine learning & corporaFree to access

Sheet_material_defect_dataset

A high-quality dataset of sheet surface defects released by Linyi Vocati…

Source临沂科技职业学院
InstitutionLinyi Vocational College of Science and Technology
CoverageSheet surface defects
Time spanSee official page
Scale283G
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

High_Quality_Dataset_for_Multi_Source_Heterogeneous_Data_Fusion_and_Health_Diagnosis_of_Industrial_Equipment

A high-quality dataset for multi-source heterogeneous data fusion and he…

Source浙江德塔森特
InstitutionZhejiang Detasent
Coverage17 categories, 600 industrial equipment, 1955 fault-equipment-condition combinations
Time spanSee official page
Scale6.7TB, 83.74 billion structured time-series records
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

Trust in AI

An annotated dataset provided by CSIRO for extracting novel concepts on…

InstitutionCSIRO
CoverageAustralia
Time spanFrom 2000-01-01
Scale7 files
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

Agricultrue_Wiki_QA_110K

An agricultural Wikipedia reasoning QA dataset published by user chal1ce…

Sourcechal1ce
Institutionchal1ce (individual publisher)
CoverageAgricultural Wikipedia content
Time spanSee official page
ScaleApproximately 110,000 QA pairs
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

emo163

NetEase Cloud Music sentiment classification dataset…

InstitutionGenius-Society
CoverageNetEase Cloud Music platform songs
Time spanSee official page
ScaleApproximately 395,000 records
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

music_genre

A music genre classification dataset containing 1700 audio clips (mp3 fo…

Institutionccmusic-database
Coverage17 music genres including classical (symphony, opera, solo, chamber) and non-classical (pop, dance/house, indie, soul/R&B, rock)
Time spanSee official page
ScaleAt least 1700 audio clips, each about 270-300 seconds
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

cs229-audio-ml-project/musdb18-processed

This dataset is a processed version of MUSDB18 containing only active st…

InstitutionCS229 Audio ML Project Team
CoverageActive stem segments from MUSDB18 (drums, bass, vocals, accompaniment, mixture)
Time span2025
Scale99,134 files, total size 15 GB
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

MUSDB18 - a corpus for music separation

MUSDB18 contains 150 full-track songs with stereo mixtures and original…

InstitutionZafar Rafii, Antoine Liutkus, Fabian-Robert Stöter, Stylianos Ioannis Mimilakis, Rachel Bittner
CoverageMusic songs of different styles
Time span2017-12-17 (updated)
Scale150 songs, 1 file (.mp4)
License statement is still… · Rights details not yet verified
Machine learning & corporaAccess: check the source page

20846_Groups_Image_Caption_Data_of_Cookbook

This dataset contains 20,846 groups of cookbook image-caption data…

InstitutionDatatangBeijing
CoverageChinese, Western, Korean, Japanese cuisines, etc.
Time spanSee official page
Scale20,846 groups, 4-18 images per group
License statement is still… · Rights details not yet verified
Machine learning & corporaAccess: check the source page

2021 NIST Speaker Recognition Evaluation Development and Test Set

Developed by LDC and NIST…

InstitutionLinguistic Data Consortium (LDC) and NIST (National Institute of Standards and Technology)
CoverageCantonese, Mandarin, and English conversational telephone speech (CTS), audio from video (AfV), and image data
Time spanPublished 2026-07-13
ScaleApproximately 447 hours of audio/video, 2 ZIP files of 41.6 GB each
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

ORIN Lyrics Dataset: A Comprehensive Corpus of Multilingua Nigerian Song Lyrics for NLP

The ORIN Lyrics dataset contains 862 Nigerian song lyrics covering Yorub…

SourceSakinat Folorunso, Tosin Akerele, Francisca Oladipo, Oluwakemi Giwa
InstitutionOlabisi Onabanjo University
CoverageNigerian song lyrics in Yoruba, English, Nigerian Pidgin, and multilingual combinations
Time spanPublished in 2025
Scale862 entries
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

Kukedlc/suno-ai-music-dataset

A multi-genre curated AI music dataset generated with Suno V5.5 (chirp-f…

InstitutionKukito
Coverage100+ sub-sub-genres across electronic, hip-hop, Latin, jazz, world, rock, ambient, pop, reggae, classical
Time spanMay 2026
ScaleApproximately 200-300 tracks (growing), total file size 4.02 GB, 1714 files
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

Music_Metadata_and_Lyrics_Dataset

A dataset of over 200,000 songs combining music metadata and artist info…

InstitutionMarKos29
CoverageGlobal music works
Time spanMid-20th century to present
ScaleOver 200,000 records, 32.7 MB
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

AgriShelf: A Multi-Class, Bi-Source Image Dataset for Smart Agri-Food Retailing Applications

AgriShelf is a multi-class dataset of 16,592 agri-food retail images col…

SourceTala Jano, Mohamed Kharbeche, Ridha Hamila
InstitutionQatar University College of Engineering
CoverageAgri-food retail images covering common classes in grocery and supermarket environments
Time spanPublished on 24 April 2025
Scale16,592 images, with 2,416 labeled samples
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

Tyre defect data set

This dataset contains 1905 tyre X-ray images with defect annotations…

InstitutionShanghai University Network Control Centre
CoverageTyre X-ray images
Time spanSee official page
Scale1905 images (1142 train, 382 validation, 381 test), each 480x480 pixels, JPG format
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

E-learning Recommender System Dataset

Mandarine Academy Recommender System (MARS) Dataset from Harvard Dataver…

InstitutionHarvard Dataverse
CoverageMandarine Academy MOOC platform (French and English versions)
Time spanSee official page
Scale8 files
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

Dataset-AOB: urban sounds events classification

Dataset-AOB is an audio dataset for urban sound events classification…

SourceOspina, A.
InstitutionBeuth University of Applied Sciences, Berlin
Coverageurban sound events
Time span2020
Scale6 files, 5049 audio samples (4831 development, 218 evaluation)
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

CLOUD: Canadian Longterm Outdoor Unmanned Aerial Vehicule Dataset (UAV)

A visual-inertial flight dataset collected by Defence Research and Devel…

SourceDefence Research and Development Canada, University of Toronto
InstitutionDefence Research and Development Canada (DRDC), University of Toronto Institute for Aerospace Studies (UTIAS)
CoverageThree locations in Canada: Suffield, Montreal, University of Toronto Institute for Aerospace Studies (UTIAS)
Time spanSee official page
ScaleOver 30 km of visual-inertial flight data
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

DeepScenario: An Open Driving Scenario Dataset for Autonomous Driving System Testing

DeepScenario is an open driving scenario dataset for autonomous driving…

InstitutionSimula Research Laboratory
CoverageDriving scenarios including collision scenarios (with other vehicles, pedestrians, static obstacles)
Time spanSee official page
ScaleOver 30,000 executable driving scenarios, 1 file
License statement is still… · Rights details not yet verified
Machine learning & corporaAccess: check the source page

SCG Dataset from Graph Neural Networks in Supply Chain Analytics and Optimization: Concepts, Perspectives, Dataset and Benchmarks

This dataset originates from a leading FMCG company in Bangladesh for su…

InstitutionSee official page
CoverageSupply chain planning of a leading FMCG company in Bangladesh
Time span2024-09-03 (update date)
Scale1 file
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

Architecture Descriptions, Model Checkpoints, and Training Histories for A4NN Workflow on Protein Diffraction Data

This dataset contains scripts, input…

InstitutionHarvard Dataverse
CoverageSimulated protein diffraction images (low, medium, high beam intensity) and neural network models
Time spanSee official page
Scale44 files; approximately 72,900 model-related files
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

Hybrid Tibialis Dataset

Hybrid tibialis dataset curated by Dr Robin Rohlen and Dimitrios Halatsi…

InstitutionDr Robin Rohlen and Dimitrios Halatsis
CoverageSee official page
Time spanUpdated 2025-05-15
Scale5 files
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

StreamSpot Dataset

The StreamSpot Dataset, created by Emaad Manzoor et al.…

InstitutionEmaad Manzoor, Sadegh M. Milajerdi and Leman Akoglu
CoverageSee official page
Time span2018-10-02 (updated)
Scale7 files
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

Point Cloud Curb Detection Dataset

This dataset contains labeled point cloud data captured by a car equippe…

InstitutionJan-Christoph Schmitz, Adrian Bauer, Anton Kummert
CoverageSee official page
Time span2021
Scale9 files
License statement is still… · Rights details not yet verified
Machine learning & corporaFree to access

2020 Public Service Employee Survey

The 2020 Public Service Employee Survey data…

Source加拿大财政委员会秘书处(Treasury Board of Canada Secretariat)
InstitutionTreasury Board of Canada Secretariat
CoverageEmployees of 87 federal departments and agencies in Canada
Time span2020 (with 2019 and 2018 results for repeated questions)
Scale188,786 respondents, 11 files (CSV, XLS, DOCX)
Open Government Licence - … · Commercial use allowed (subject to license terms)
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