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Awesome Public Datasets
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=======================
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.. image:: https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg
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:alt: Awesome
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:target: https://github.com/sindresorhus/awesome
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.. image:: https://travis-ci.org/caesar0301/awesome-public-datasets.svg
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:target: https://travis-ci.org/caesar0301/awesome-public-datasets
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`This list of public data sources <https://github.com/caesar0301/awesome-public-datasets>`_
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are collected and tidied from blogs, answers, and user responses.
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Most of the data sets listed below are free, however, some are not.
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Other amazingly awesome lists can be found in the
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`awesome-awesomeness <https://github.com/bayandin/awesome-awesomeness>`_ and
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`sindresorhus's awesome <https://github.com/sindresorhus/awesome>`_ list.
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Contents
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----------
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.. contents::
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Agriculture
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------------
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* `U.S. Department of Agriculture's PLANTS Database <http://www.plants.usda.gov/dl_all.html>`_
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Biology
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-------
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* `1000 Genomes <http://www.1000genomes.org/data>`_
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* `American Gut (Microbiome Project) <https://github.com/biocore/American-Gut>`_
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* `Broad Cancer Cell Line Encyclopedia (CCLE) <http://www.broadinstitute.org/ccle/home>`_
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* `Cell Image Library <http://www.cellimagelibrary.org>`_
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* `Collaborative Research in Computational Neuroscience (CRCNS) <http://crcns.org/data-sets>`_
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* `Complete Genomics Public Data <http://www.completegenomics.com/public-data/69-genomes/>`_
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* `EBI ArrayExpress <http://www.ebi.ac.uk/arrayexpress/>`_
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* `EBI Protein Data Bank in Europe <http://www.ebi.ac.uk/pdbe/emdb/index.html/>`_
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* `ENCODE project <https://www.encodeproject.org>`_
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* `Ensembl Genomes <http://ensemblgenomes.org/info/genomes>`_
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* `Gene Expression Omnibus (GEO) <http://www.ncbi.nlm.nih.gov/geo/>`_
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* `Gene Ontology (GO) <http://geneontology.org/page/download-annotations>`_
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* `Global Biotic Interations (GloBI) <https://github.com/jhpoelen/eol-globi-data/wiki#accessing-species-interaction-data>`_
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* `Harvard Medical School (HMS) LINCS Project <http://lincs.hms.harvard.edu>`_
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* `Human Genome Diversity Project <http://www.hagsc.org/hgdp/files.html>`_
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* `Human Microbiome Project (HMP) <http://www.hmpdacc.org/reference_genomes/reference_genomes.php>`_
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* `ICOS PSP Benchmark <http://ico2s.org/datasets/psp_benchmark.html>`_
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* `International HapMap Project <http://hapmap.ncbi.nlm.nih.gov/downloads/index.html.en>`_
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* `Journal of Cell Biology DataViewer <http://jcb-dataviewer.rupress.org>`_
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* `MIT Cancer Genomics Data <http://www.broadinstitute.org/cgi-bin/cancer/datasets.cgi>`_
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* `NeuroData <http://neurodata.io>`_
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* `NIH Microarray data <http://bit.do/VVW6>`_ or `FTP <ftp://ftp.ncbi.nih.gov/pub/geo/DATA/supplementary/series/GSE6532/>`_
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* `OpenSNP genotypes data <https://opensnp.org/>`_
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* `Pathguid - Protein-Protein Interactions Catalog <http://www.pathguide.org/>`_
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* `Protein Data Bank <http://www.rcsb.org/>`_
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* `PubChem Project <https://pubchem.ncbi.nlm.nih.gov/>`_
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* `PubGene (now Coremine Medical) <http://www.pubgene.org/>`_
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* `Sanger Catalogue of Somatic Mutations in Cancer (COSMIC) <http://cancer.sanger.ac.uk/cosmic>`_
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* `Sanger Genomics of Drug Sensitivity in Cancer Project (GDSC) <http://www.cancerrxgene.org/>`_
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* `Sequence Read Archive(SRA) <http://www.ncbi.nlm.nih.gov/Traces/sra/>`_
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* `Stanford Microarray Data <http://smd.stanford.edu/>`_
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* `Stowers Institute Original Data Repository <http://www.stowers.org/research/publications/odr>`_
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* `Systems Science of Biological Dynamics (SSBD) Database <http://ssbd.qbic.riken.jp>`_
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* `The Cancer Genome Atlas (TCGA), available via Broad GDAC <https://gdac.broadinstitute.org/>`_
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* `The Catalogue of Life <http://www.catalogueoflife.org/content/annual-checklist-archive>`_
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* `The Personal Genome Project <http://www.personalgenomes.org/>`_ or `PGP <https://my.pgp-hms.org/public_genetic_data>`_
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* `UCSC Public Data <http://hgdownload.soe.ucsc.edu/downloads.html>`_
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* `UniGene <http://www.ncbi.nlm.nih.gov/unigene>`_
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Climate/Weather
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---------------
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* `Australian Weather <http://www.bom.gov.au/climate/dwo/>`_
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* `Brazilian Weather - Historical data (In Portuguese) <http://sinda.crn2.inpe.br/PCD/SITE/novo/site/>`_
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* `Canadian Meteorological Centre <http://weather.gc.ca/grib/index_e.html>`_
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* `Climate Data from UEA (updated monthly) <https://crudata.uea.ac.uk/cru/data/temperature/#datter and ftp://ftp.cmdl.noaa.gov/>`_
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* `European Climate Assessment & Dataset <http://eca.knmi.nl/>`_
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* `Global Climate Data Since 1929 <http://en.tutiempo.net/climate>`_
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* `NASA Global Imagery Browse Services <https://wiki.earthdata.nasa.gov/display/GIBS>`_
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* `NOAA Bering Sea Climate <http://www.beringclimate.noaa.gov/>`_
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* `NOAA Climate Datasets <http://www.ncdc.noaa.gov/data-access/quick-links>`_
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* `NOAA Realtime Weather Models <http://www.ncdc.noaa.gov/data-access/model-data/model-datasets/numerical-weather-prediction>`_
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* `The World Bank Open Data Resources for Climate Change <http://data.worldbank.org/developers/climate-data-api>`_
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* `UEA Climatic Research Unit <http://www.cru.uea.ac.uk/data>`_
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* `WorldClim - Global Climate Data <http://www.worldclim.org>`_
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* `WU Historical Weather Worldwide <https://www.wunderground.com/history/index.html>`_
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Complex Networks
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----------------
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* `CrossRef DOI URLs <https://archive.org/details/doi-urls>`_
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* `DBLP Citation dataset <https://kdl.cs.umass.edu/display/public/DBLP>`_
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* `NBER Patent Citations <http://nber.org/patents/>`_
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* `NIST complex networks data collection <http://math.nist.gov/~RPozo/complex_datasets.html>`_
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* `Protein-protein interaction network <http://vlado.fmf.uni-lj.si/pub/networks/data/bio/Yeast/Yeast.htm>`_
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* `PyPI and Maven Dependency Network <https://ogirardot.wordpress.com/2013/01/31/sharing-pypimaven-dependency-data/>`_
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* `Scopus Citation Database <https://www.elsevier.com/solutions/scopus>`_
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* `Small Network Data <http://www-personal.umich.edu/~mejn/netdata/>`_
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* `Stanford GraphBase (Steven Skiena) <http://www3.cs.stonybrook.edu/~algorith/implement/graphbase/implement.shtml>`_
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* `Stanford Large Network Dataset Collection <http://snap.stanford.edu/data/>`_
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* `The Koblenz Network Collection <http://konect.uni-koblenz.de/>`_
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* `The Laboratory for Web Algorithmics (UNIMI) <http://law.di.unimi.it/datasets.php>`_
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* `The Nexus Network Repository <http://nexus.igraph.org/>`_
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* `UCI Network Data Repository <https://networkdata.ics.uci.edu/resources.php>`_
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* `UFL sparse matrix collection <http://www.cise.ufl.edu/research/sparse/matrices/>`_
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* `WSU Graph Database <http://www.eecs.wsu.edu/mgd/gdb.html>`_
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* `Stanford Longitudnal Network Data Sources <http://stanford.edu/group/sonia/dataSources/index.html>`_
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Computer Networks
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-----------------
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* `3.5B Web Pages from CommonCraw 2012 <http://www.bigdatanews.com/profiles/blogs/big-data-set-3-5-billion-web-pages-made-available-for-all-of-us>`_
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* `53.5B Web clicks of 100K users in Indiana Univ. <http://cnets.indiana.edu/groups/nan/webtraffic/click-dataset/>`_
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* `CAIDA Internet Datasets <http://www.caida.org/data/overview/>`_
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* `ClueWeb09 - 1B web pages <http://lemurproject.org/clueweb09/>`_
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* `ClueWeb12 - 733M web pages <http://lemurproject.org/clueweb12/>`_
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* `CommonCrawl Web Data over 7 years <http://commoncrawl.org/the-data/get-started/>`_
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* `CRAWDAD Wireless datasets from Dartmouth Univ. <https://crawdad.cs.dartmouth.edu/>`_
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* `Criteo click-through data <http://labs.criteo.com/2015/03/criteo-releases-its-new-dataset/>`_
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* `Open Mobile Data by MobiPerf <https://console.developers.google.com/storage/openmobiledata_public/>`_
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* `UCSD Network Telescope, IPv4 /8 net <http://www.caida.org/projects/network_telescope/>`_
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Contextual Data
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---------------
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* `Context-aware data sets from five domains <http://students.depaul.edu/~yzheng8/DataSets.html#Data>`_ or `GitHub <https://github.com/irecsys/CARSKit/tree/master/context-aware_data_sets>`_
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Data Challenges
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---------------
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* `Challenges in Machine Learning <http://www.chalearn.org/>`_
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* `CrowdANALYTIX dataX <http://data.crowdanalytix.com>`_
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* `D4D Challenge of Orange <http://www.d4d.orange.com/en/home>`_
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* `DrivenData Competitions for Social Good <http://www.drivendata.org/>`_
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* `ICWSM Data Challenge (since 2009) <http://icwsm.cs.umbc.edu/>`_
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* `Kaggle Competition Data <https://www.kaggle.com/>`_
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* `KDD Cup by Tencent 2012 <http://www.kddcup2012.org/>`_
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* `Localytics Data Visualization Challenge <https://github.com/localytics/data-viz-challenge>`_
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* `Netflix Prize <http://www.netflixprize.com/leaderboard>`_
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* `Space Apps Challenge <https://2015.spaceappschallenge.org>`_
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* `Telecom Italia Big Data Challenge <https://dandelion.eu/datamine/open-big-data/>`_
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* `Yelp Dataset Challenge <http://www.yelp.com/dataset_challenge>`_
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Economics
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---------
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* `American Economic Ass (AEA) <https://www.aeaweb.org/RFE/toc.php?show=complete>`_
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* `EconData from UMD <http://inforumweb.umd.edu/econdata/econdata.html>`_
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* `Economic Freedom of the World Data <http://www.freetheworld.com/datasets_efw.html>`_
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* `Historical MacroEconomc Statistics <http://www.historicalstatistics.org/>`_
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* `International Trade Statistics <http://www.econostatistics.co.za/>`_
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* `Internet Product Code Database <http://www.upcdatabase.com/>`_
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* `Joint External Debt Data Hub <http://www.jedh.org/>`_
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* `Jon Haveman International Trade Data Links <http://www.macalester.edu/research/economics/PAGE/HAVEMAN/Trade.Resources/TradeData.html>`_
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* `OpenCorporates Database of Companies in the World <https://opencorporates.com/>`_
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* `Our World in Data <http://ourworldindata.org/>`_
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* `SciencesPo World Trade Gravity Datasets <http://econ.sciences-po.fr/thierry-mayer/data>`_
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* `The Atlas of Economic Complexity <http://atlas.cid.harvard.edu>`_
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* `The Center for International Data <http://cid.econ.ucdavis.edu>`_
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* `The Observatory of Economic Complexity <http://atlas.media.mit.edu/en/>`_
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* `UN Commodity Trade Statistics <http://comtrade.un.org/db/>`_
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* `UN Human Development Reports <http://hdr.undp.org/en>`_
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Education
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------------
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* `Student Data from Free Code Camp <http://academictorrents.com/details/030b10dad0846b5aecc3905692890fb02404adbf>`_
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Energy
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------
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* `AMPds <http://ampds.org/>`_
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* `BLUEd <http://nilm.cmubi.org/>`_
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* `COMBED <http://combed.github.io/>`_
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* `Dataport <https://dataport.pecanstreet.org/>`_
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* `ECO <http://www.vs.inf.ethz.ch/res/show.html?what=eco-data>`_
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* `EIA <http://www.eia.gov/electricity/data/eia923/>`_
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* `HFED <http://hfed.github.io/>`_
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* `iAWE <http://iawe.github.io/>`_
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* `Plaid <http://plaidplug.com/>`_
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* `REDD <http://redd.csail.mit.edu/>`_
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* `UK-Dale <http://www.doc.ic.ac.uk/~dk3810/data/>`_
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Finance
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-------
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* `CBOE Futures Exchange <http://cfe.cboe.com/Data/>`_
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* `Google Finance <https://www.google.com/finance>`_
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* `Google Trends <http://www.google.com/trends?q=google&ctab=0&geo=all&date=all&sort=0>`_
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* `NASDAQ <https://data.nasdaq.com/>`_
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* `OANDA <http://www.oanda.com/>`_
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* `OSU Financial data <http://fisher.osu.edu/fin/fdf/osudata.htm>`_
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* `Quandl <https://www.quandl.com/>`_
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* `St Louis Federal <https://research.stlouisfed.org/fred2/>`_
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* `Yahoo Finance <http://finance.yahoo.com/>`_
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Geology
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-------
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* `Earth Models <http://www.earthmodels.org/>`_
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* `Smithsonian Institution Global Volcano and Eruption Database <http://volcano.si.edu/>`_
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* `USGS Earthquake Archives <http://earthquake.usgs.gov/earthquakes/search/>`_
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GeoSpace/GIS
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------------
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* `BODC - marine data of ~22K vars <http://www.bodc.ac.uk/data/where_to_find_data/>`_
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* `Cambridge, MA, US, GIS data on GitHub <http://cambridgegis.github.io/gisdata.html>`_
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* `EOSDIS - NASA's earth observing system data <http://sedac.ciesin.columbia.edu/data/sets/browse>`_
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* `Factual Global Location Data <https://www.factual.com/>`_
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* `Geo Spatial Data from ASU <http://geodacenter.asu.edu/datalist/>`_
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* `Geo Wiki Project - Citizen-driven Environmental Monitoring <http://geo-wiki.org/>`_
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* `GeoNames Worldwide <http://www.geonames.org/>`_
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* `Global Administrative Areas Database (GADM) <http://www.gadm.org/>`_
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* `International Institute for Systems Analysis - GIS Datasets <http://www.iiasa.ac.at/web/home/research/modelsData/Models--Tools--Data.en.html>`_
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* `Landsat 8 on AWS <https://aws.amazon.com/public-data-sets/landsat/>`_
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* `List of all countries in all languages <https://github.com/umpirsky/country-list>`_
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* `Natural Earth - vectors and rasters of the world <http://www.naturalearthdata.com/>`_
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* `OpenAddresses <http://openaddresses.io/>`_
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* `OpenStreetMap (OSM) <http://wiki.openstreetmap.org/wiki/Downloading_data>`_
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* `Reverse Geocoder using OSM data <https://github.com/kno10/reversegeocode>`_ & `additional high-resolution data files <http://data.ub.uni-muenchen.de/61/>`_
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* `TIGER/Line - U.S. boundaries and roads <http://www.census.gov/geo/maps-data/data/tiger-line.html>`_
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* `TwoFishes - Foursquare's coarse geocoder <https://github.com/foursquare/twofishes>`_
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* `TZ Timezones shapfiles <http://efele.net/maps/tz/world/>`_
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* `UN Environmental Data <http://geodata.grid.unep.ch/>`_
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* `World countries in multiple formats <https://github.com/mledoze/countries>`_
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Government
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----------
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* `Alberta, Province of Canada <http://open.alberta.ca>`_
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* `Antwerp, Belgium <http://opendata.antwerpen.be/datasets>`_
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* `Argentina (non official) <http://datar.noip.me/>`_
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* `Argentina <http://datos.argentina.gob.ar/>`_
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* `Austin, TX, US <https://data.austintexas.gov/>`_
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* `Australia (abs.gov.au) <http://www.abs.gov.au/AUSSTATS/abs@.nsf/DetailsPage/3301.02009?OpenDocument>`_
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* `Australia (data.gov.au) <https://data.gov.au/>`_
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* `Austria (data.gv.at) <https://www.data.gv.at/>`_
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* `Baton Rouge, LA, US <https://data.brla.gov/>`_
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* `Belgium <http://data.gov.be/>`_
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* `Brazil <http://dados.gov.br/dataset>`_
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* `Buenos Aires, Argentina <http://data.buenosaires.gob.ar/>`_
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* `Calgary, AB, Canada <https://data.calgary.ca/OpenData/Pages/DatasetListingAlphabetical.aspx>`_
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* `Cambridge, MA, US <https://data.cambridgema.gov/>`_
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* `Canada <http://open.canada.ca/en?lang=En&n=5BCD274E-1>`_
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* `Chicago <https://data.cityofchicago.org/>`_
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* `Dallas Open Data <https://www.dallasopendata.com/>`_
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* `DataBC - data from the Province of British Columbia <http://www.data.gov.bc.ca/>`_
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* `Denver Open Data <http://data.denvergov.org//>`_
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* `Durham, NC Open Data <https://opendurham.nc.gov/explore/>`_
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* `Edmonton, AB, Canada <https://data.edmonton.ca/>`_
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* `England LGInform <http://lginform.local.gov.uk/>`_
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* `EuroStat <http://ec.europa.eu/eurostat/data/database>`_
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* `FedStats <http://fedstats.sites.usa.gov/>`_
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* `Finland <https://www.opendata.fi/en>`_
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* `France <https://www.data.gouv.fr/en/datasets/>`_
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* `Fredericton, NB, Canada <http://www.fredericton.ca/en/citygovernment/Catalogue.asp>`_
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* `Gatineau, QC, Canada <http://www.gatineau.ca/donneesouvertes/default_fr.aspx>`_
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* `Germany <https://www-genesis.destatis.de/genesis/online>`_
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* `Ghent, Belgium <https://data.stad.gent/datasets>`_
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* `Glasgow, Scotland, UK <https://data.glasgow.gov.uk/>`_
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* `Guardian world governments <http://www.guardian.co.uk/world-government-data>`_
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* `Halifax, NS, Canada <http://www.halifax.ca/opendata/index.php>`_
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* `Helsinki Region, Finland <http://www.hri.fi/en/>`_
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* `Houston Open Data <http://data.ohouston.org>`_
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* `Indian Government Data <https://data.gov.in/>`_
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* `Indonesian Data Portal <http://data.go.id/>`_
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* `Ireland's Open Data Portal <https://data.gov.ie/data>`_
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* `Laval, QC, Canada <http://www.laval.ca/Pages/Fr/Citoyens/donnees.aspx>`_
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* `London Datastore, UK <http://data.london.gov.uk/dataset>`_
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* `London, ON, Canada <http://www.london.ca/city-hall/open-data/Pages/default.aspx>`_
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* `Los Angeles Open Data <https://data.lacity.org/>`_
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* `MassGIS, Massachusetts, U.S. <http://www.mass.gov/anf/research-and-tech/it-serv-and-support/application-serv/office-of-geographic-information-massgis/>`_
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* `Mexico <http://catalogo.datos.gob.mx/dataset>`_
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* `Missisauga, ON, Canada <http://www.mississauga.ca/portal/residents/publicationsopendatacatalogue>`_
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* `Moncton, NB, Canada <http://www.moncton.ca/Government/Terms_of_use/Open_Data_Purpose/Data_Catalogue.htm>`_
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* `Montreal, QC, Canada <http://donnees.ville.montreal.qc.ca/>`_
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* `Netherlands <https://data.overheid.nl/>`_
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* `New Zealand <http://www.stats.govt.nz/browse_for_stats.aspx>`_
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* `NYC betanyc <http://betanyc.us/>`_
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* `NYC Open Data <https://nycplatform.socrata.com/>`_
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* `OECD <https://data.oecd.org/>`_
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* `Oklahoma <https://data.ok.gov/>`_
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* `Open Government Data (OGD) Platform India <https://data.gov.in/>`_
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* `Oregon <https://data.oregon.gov/>`_
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|
* `Ottawa, ON, Canada <http://data.ottawa.ca/en/>`_
|
|
* `Portland, Oregon <https://www.portlandoregon.gov/28130>`_
|
|
* `Portugal - Pordata organization <http://www.pordata.pt/en/Home>`_
|
|
* `Puerto Rico Government <https://data.pr.gov//>`_
|
|
* `Quebec City, QC, Canada <http://donnees.ville.quebec.qc.ca/>`_
|
|
* `Quebec Province of Canada <http://donnees.gouv.qc.ca/>`_
|
|
* `Regina SK, Canada <http://open.regina.ca/>`_
|
|
* `Rio de Janeiro, Brazil <http://data.rio.rj.gov.br/>`_
|
|
* `Romania <http://data.gov.ro/>`_
|
|
* `Russia <http://data.gov.ru>`_
|
|
* `San Francisco Data sets <http://datasf.org/>`_
|
|
* `Saskatchewan, Province of Canada <http://opendatask.ca/data/>`_
|
|
* `Seattle <https://data.seattle.gov/>`_
|
|
* `Singapore Government Data <https://data.gov.sg/>`_
|
|
* `South Africa <http://beta2.statssa.gov.za/>`_
|
|
* `South Africa Trade Statistics <http://www.econostatistics.co.za/>`_
|
|
* `State of Utah, US <https://opendata.utah.gov/>`_
|
|
* `Switzerland <http://www.opendata.admin.ch/>`_
|
|
* `Texas Open Data <https://data.texas.gov/>`_
|
|
* `The World Bank <http://wdronline.worldbank.org/>`_
|
|
* `Toronto, ON, Canada <http://www1.toronto.ca/wps/portal/contentonly?vgnextoid=1a66e03bb8d1e310VgnVCM10000071d60f89RCRD>`_
|
|
* `U.K. Government Data <http://data.gov.uk/data>`_
|
|
* `U.S. American Community Survey <http://www.census.gov/acs/www/data_documentation/data_release_info/>`_
|
|
* `U.S. CDC Public Health datasets <http://www.cdc.gov/nchs/data_access/ftp_data.htm>`_
|
|
* `U.S. Census Bureau <http://www.census.gov/data.html>`_
|
|
* `U.S. Department of Housing and Urban Development (HUD) <http://www.huduser.gov/portal/datasets/pdrdatas.html>`_
|
|
* `U.S. Federal Government Agencies <http://www.data.gov/metrics>`_
|
|
* `U.S. Federal Government Data Catalog <http://catalog.data.gov/dataset>`_
|
|
* `U.S. Food and Drug Administration (FDA) <https://open.fda.gov/index.html>`_
|
|
* `U.S. National Center for Education Statistics (NCES) <http://nces.ed.gov/>`_
|
|
* `U.S. Open Government <http://www.data.gov/open-gov/>`_
|
|
* `UK 2011 Census Open Atlas Project <http://www.alex-singleton.com/r/2014/02/05/2011-census-open-atlas-project-version-two/>`_
|
|
* `United Nations <http://data.un.org/>`_
|
|
* `Uruguay <https://catalogodatos.gub.uy/>`_
|
|
* `Vancouver, BC Open Data Catalog <http://data.vancouver.ca/datacatalogue/>`_
|
|
* `Victoria, BC, Canada <http://www.victoria.ca/EN/main/city/open-data-catalogue.html>`_
|
|
|
|
|
|
Healthcare
|
|
----------
|
|
|
|
* `EHDP Large Health Data Sets <http://www.ehdp.com/vitalnet/datasets.htm>`_
|
|
* `Gapminder World demographic databases <http://www.gapminder.org/data/>`_
|
|
* `Medicare Coverage Database (MCD), U.S. <https://www.cms.gov/medicare-coverage-database/>`_
|
|
* `Medicare Data Engine of medicare.gov Data <https://data.medicare.gov/>`_
|
|
* `Medicare Data File <http://go.cms.gov/19xxPN4>`_
|
|
* `MeSH, the vocabulary thesaurus used for indexing articles for PubMed <https://www.nlm.nih.gov/mesh/filelist.html>`_
|
|
* `Number of Ebola Cases and Deaths in Affected Countries (2014) <https://data.hdx.rwlabs.org/dataset/ebola-cases-2014>`_
|
|
* `Open-ODS (structure of the UK NHS) <http://www.openods.co.uk>`_
|
|
* `OpenPaymentsData, Healthcare financial relationship data <https://openpaymentsdata.cms.gov>`_
|
|
* `The Cancer Genome Atlas project (TCGA) <https://tcga-data.nci.nih.gov/tcga/tcgaDownload.jsp>`_ and `BigQuery table <http://google-genomics.readthedocs.org/en/latest/use_cases/discover_public_data/isb_cgc_data.html>`_
|
|
* `World Health Organization Global Health Observatory <http://www.who.int/gho/en/>`_
|
|
|
|
|
|
Image Processing
|
|
----------------
|
|
|
|
* `10k US Adult Faces Database <http://wilmabainbridge.com/facememorability2.html>`_
|
|
* `2GB of Photos of Cats <http://137.189.35.203/WebUI/CatDatabase/catData.html>`_ or `Archive version <https://web.archive.org/web/20150520175645/http://137.189.35.203/WebUI/CatDatabase/catData.html>`_
|
|
* `Affective Image Classification <http://www.imageemotion.org/>`_
|
|
* `Animals with attributes <http://attributes.kyb.tuebingen.mpg.de/>`_
|
|
* `Face Recognition Benchmark <http://www.face-rec.org/databases/>`_
|
|
* `ImageNet (in WordNet hierarchy) <http://www.image-net.org/>`_
|
|
* `Indoor Scene Recognition <http://web.mit.edu/torralba/www/indoor.html>`_
|
|
* `International Affective Picture System, UFL <http://csea.phhp.ufl.edu/media/iapsmessage.html>`_
|
|
* `Massive Visual Memory Stimuli, MIT <http://cvcl.mit.edu/MM/stimuli.html>`_
|
|
* `Several Shape-from-Silhouette Datasets <http://kaiwolf.no-ip.org/3d-model-repository.html>`_
|
|
* `Stanford Dogs Dataset <http://vision.stanford.edu/aditya86/ImageNetDogs/>`_
|
|
* `SUN database, MIT <http://groups.csail.mit.edu/vision/SUN/hierarchy.html>`_
|
|
* `The Oxford-IIIT Pet Dataset <http://www.robots.ox.ac.uk/~vgg/data/pets/>`_
|
|
* `YouTube Faces Database <http://www.cs.tau.ac.il/~wolf/ytfaces/>`_
|
|
|
|
|
|
Machine Learning
|
|
----------------
|
|
|
|
* `Delve Datasets for classification and regression (Univ. of Toronto) <http://www.cs.toronto.edu/~delve/data/datasets.html>`_
|
|
* `Discogs Monthly Data <http://data.discogs.com/>`_
|
|
* `eBay Online Auctions (2012) <http://www.modelingonlineauctions.com/datasets>`_
|
|
* `IMDb Database <http://www.imdb.com/interfaces>`_
|
|
* `Keel Repository for classification, regression and time series <http://sci2s.ugr.es/keel/datasets.php>`_
|
|
* `Lending Club Loan Data <https://www.lendingclub.com/info/download-data.action>`_
|
|
* `Machine Learning Data Set Repository <http://mldata.org/>`_
|
|
* `Million Song Dataset <http://labrosa.ee.columbia.edu/millionsong/>`_
|
|
* `More Song Datasets <http://labrosa.ee.columbia.edu/millionsong/pages/additional-datasets>`_
|
|
* `MovieLens Data Sets <http://grouplens.org/datasets/movielens/>`_
|
|
* `RDataMining - "R and Data Mining" ebook data <http://www.rdatamining.com/data>`_
|
|
* `Registered Meteorites on Earth <http://healthintelligence.drupalgardens.com/content/registered-meteorites-has-impacted-earth-visualized>`_
|
|
* `Restaurants Health Score Data in San Francisco <http://missionlocal.org/san-francisco-restaurant-health-inspections/>`_
|
|
* `UCI Machine Learning Repository <http://archive.ics.uci.edu/ml/>`_
|
|
* `Yahoo! Ratings and Classification Data <http://webscope.sandbox.yahoo.com/catalog.php?datatype=r>`_
|
|
* `Labeled Faces in the Wild (LFW) <http://vis-www.cs.umass.edu/lfw/>`_
|
|
|
|
|
|
Museums
|
|
-------
|
|
|
|
* `Canada Science and Technology Museums Corporation's Open Data <http://techno-science.ca/en/data.php>`_
|
|
* `Cooper-Hewitt's Collection Database <https://github.com/cooperhewitt/collection>`_
|
|
* `Minneapolis Institute of Arts metadata <https://github.com/artsmia/collection>`_
|
|
* `Natural History Museum (London) Data Portal <http://data.nhm.ac.uk/>`_
|
|
* `Rijksmuseum Historical Art Collection <https://www.rijksmuseum.nl/en/api>`_
|
|
* `Tate Collection metadata <https://github.com/tategallery/collection>`_
|
|
* `The Getty vocabularies <http://vocab.getty.edu>`_
|
|
|
|
|
|
Natural Language
|
|
----------------
|
|
|
|
* `Blogger Corpus <http://u.cs.biu.ac.il/~koppel/BlogCorpus.htm>`_
|
|
* `CLiPS Stylometry Investigation Corpus <http://www.clips.uantwerpen.be/datasets/csi-corpus>`_
|
|
* `ClueWeb09 FACC <http://lemurproject.org/clueweb09/FACC1/>`_
|
|
* `ClueWeb12 FACC <http://lemurproject.org/clueweb12/FACC1/>`_
|
|
* `DBpedia - 4.58M things with 583M facts <http://wiki.dbpedia.org/Datasets>`_
|
|
* `Flickr Personal Taxonomies <http://www.isi.edu/~lerman/downloads/flickr/flickr_taxonomies.html>`_
|
|
* `Freebase.com of people, places, and things <http://www.freebase.com/>`_
|
|
* `Google Books Ngrams (2.2TB) <https://aws.amazon.com/datasets/google-books-ngrams/>`_
|
|
* `Google Web 5gram (1TB, 2006) <https://catalog.ldc.upenn.edu/LDC2006T13>`_
|
|
* `Gutenberg eBooks List <http://www.gutenberg.org/wiki/Gutenberg:Offline_Catalogs>`_
|
|
* `Hansards text chunks of Canadian Parliament <http://www.isi.edu/natural-language/download/hansard/>`_
|
|
* `Machine Comprehension Test (MCTest) of text from Microsoft Research <http://research.microsoft.com/en-us/um/redmond/projects/mctest/index.html>`_
|
|
* `Machine Translation of European languages <http://statmt.org/wmt11/translation-task.html#download>`_
|
|
* `Personae Corpus <http://www.clips.uantwerpen.be/datasets/personae-corpus>`_
|
|
* `SaudiNewsNet Collection of Saudi Newspaper Articles (Arabic, 30K articles) <https://github.com/ParallelMazen/SaudiNewsNet>`_
|
|
* `SMS Spam Collection in English <http://www.dt.fee.unicamp.br/~tiago/smsspamcollection/>`_
|
|
* `USENET postings corpus of 2005~2011 <http://www.psych.ualberta.ca/~westburylab/downloads/usenetcorpus.download.html>`_
|
|
* `Wikidata - Wikipedia databases <https://www.wikidata.org/wiki/Wikidata:Database_download>`_
|
|
* `Wikipedia Links data - 40 Million Entities in Context <https://code.google.com/p/wiki-links/downloads/list>`_
|
|
* `WordNet databases and tools <http://wordnet.princeton.edu/wordnet/download/>`_
|
|
|
|
|
|
Physics
|
|
-------
|
|
|
|
* `CERN Open Data Portal <http://opendata.cern.ch/>`_
|
|
* `NASA Exoplanet Archive <http://exoplanetarchive.ipac.caltech.edu/>`_
|
|
* `NSSDC (NASA) data of 550 space spacecraft <http://nssdc.gsfc.nasa.gov/nssdc/obtaining_data.html>`_
|
|
* `Sloan Digital Sky Survey (SDSS) - Mapping the Universe <http://www.sdss.org/>`_
|
|
|
|
|
|
Psychology/Cognition
|
|
--------------------
|
|
|
|
* `OSU Cognitive Modeling Repository Datasets <http://www.cmr.osu.edu/browse/datasets>`_
|
|
|
|
|
|
Public Domains
|
|
--------------
|
|
|
|
* `Amazon <http://aws.amazon.com/datasets/>`_
|
|
* `Archive.org Datasets <https://archive.org/details/datasets>`_
|
|
* `CMU JASA data archive <http://lib.stat.cmu.edu/jasadata/>`_
|
|
* `CMU StatLab collections <http://lib.stat.cmu.edu/datasets/>`_
|
|
* `Data360 <http://www.data360.org/index.aspx>`_
|
|
* `Datamob.org <http://datamob.org/datasets>`_
|
|
* `Google <http://www.google.com/publicdata/directory>`_
|
|
* `Infochimps <http://www.infochimps.com/>`_
|
|
* `KDNuggets Data Collections <http://www.kdnuggets.com/datasets/index.html>`_
|
|
* `Microsoft Azure Data Market Free DataSets <http://datamarket.azure.com/browse/data?price=free>`_
|
|
* `Numbray <http://numbrary.com/>`_
|
|
* `Reddit Datasets <https://www.reddit.com/r/datasets>`_
|
|
* `RevolutionAnalytics Collection <http://packages.revolutionanalytics.com/datasets/>`_
|
|
* `Sample R data sets <http://stat.ethz.ch/R-manual/R-patched/library/datasets/html/00Index.html>`_
|
|
* `Stats4Stem R data sets <http://www.stats4stem.org/data-sets.html>`_
|
|
* `StatSci.org <http://www.statsci.org/datasets.html>`_
|
|
* `The Washington Post List <http://www.washingtonpost.com/wp-srv/metro/data/datapost.html>`_
|
|
* `UCLA SOCR data collection <http://wiki.stat.ucla.edu/socr/index.php/SOCR_Data>`_
|
|
* `UFO Reports <http://www.nuforc.org/webreports.html>`_
|
|
* `Wikileaks 911 pager intercepts <https://911.wikileaks.org/files/index.html>`_
|
|
* `Yahoo Webscope <http://webscope.sandbox.yahoo.com/catalog.php>`_
|
|
|
|
|
|
Search Engines
|
|
--------------
|
|
|
|
* `Academic Torrents of data sharing from UMB <http://academictorrents.com/>`_
|
|
* `Archive-it from Internet Archive <https://www.archive-it.org/explore?show=Collections>`_
|
|
* `Datahub.io <https://datahub.io/dataset>`_
|
|
* `DataMarket (Qlik) <https://datamarket.com/data/list/?q=all>`_
|
|
* `Harvard Dataverse Network of scientific data <https://dataverse.harvard.edu/>`_
|
|
* `ICPSR (UMICH) <http://www.icpsr.umich.edu/icpsrweb/ICPSR/index.jsp>`_
|
|
* `Institute of Education Sciences <http://eric.ed.gov>`_
|
|
* `National Technical Reports Library <http://www.ntis.gov/products/ntrl/>`_
|
|
* `Open Data Certificates (beta) <https://certificates.theodi.org/en/datasets>`_
|
|
* `OpenDataNetwork - A search engine of all Socrata powered data portals <http://www.opendatanetwork.com/>`_
|
|
* `Statista.com - statistics and Studies <http://www.statista.com/>`_
|
|
* `Zenodo - An open dependable home for the long-tail of science <https://zenodo.org/collection/datasets>`_
|
|
|
|
|
|
Social Networks
|
|
---------------
|
|
|
|
* `72 hours #gamergate Twitter Scrape <http://waxy.org/random/misc/gamergate_tweets.csv>`_
|
|
* `Ancestry.com Forum Dataset over 10 years <http://www.cs.cmu.edu/~jelsas/data/ancestry.com/>`_
|
|
* `Cheng-Caverlee-Lee September 2009 - January 2010 Twitter Scrape <https://archive.org/details/twitter_cikm_2010>`_
|
|
* `CMU Enron Email of 150 users <http://www.cs.cmu.edu/~enron/>`_
|
|
* `EDRM Enron EMail of 151 users, hosted on S3 <https://aws.amazon.com/datasets/enron-email-data/>`_
|
|
* `Facebook Data Scrape (2005) <https://archive.org/details/oxford-2005-facebook-matrix>`_
|
|
* `Facebook Social Networks from LAW (since 2007) <http://law.di.unimi.it/datasets.php>`_
|
|
* `Foursquare from UMN/Sarwat (2013) <https://archive.org/details/201309_foursquare_dataset_umn>`_
|
|
* `GetGlue - users rating TV shows <http://getglue-data.s3.amazonaws.com/getglue_sample.tar.gz>`_
|
|
* `GitHub Collaboration Archive <https://www.githubarchive.org/>`_
|
|
* `Google Scholar citation relations <http://www3.cs.stonybrook.edu/~leman/data/gscholar.db>`_
|
|
* `Mobile Social Networks from UMASS <https://kdl.cs.umass.edu/display/public/Mobile+Social+Networks>`_
|
|
* `Network Twitter Data <http://snap.stanford.edu/data/higgs-twitter.html>`_
|
|
* `Reddit Comments <https://www.reddit.com/r/datasets/comments/3bxlg7/i_have_every_publicly_available_reddit_comment/>`_
|
|
* `Skytrax' Air Travel Reviews Dataset <https://github.com/quankiquanki/skytrax-reviews-dataset>`_
|
|
* `Social Twitter Data <http://snap.stanford.edu/data/egonets-Twitter.html>`_
|
|
* `SourceForge.net Research Data <http://www3.nd.edu/~oss/Data/data.html>`_
|
|
* `Twitter Data for Sentiment Analysis <http://help.sentiment140.com/for-students/>`_
|
|
* `Twitter Graph of entire Twitter site <http://an.kaist.ac.kr/traces/WWW2010.html>`_
|
|
* `Twitter Scrape Calufa May 2011 <http://archive.org/details/2011-05-calufa-twitter-sql>`_
|
|
* `UNIMI/LAW Social Network Datasets <http://law.di.unimi.it/datasets.php>`_
|
|
* `Yahoo! Graph and Social Data <http://webscope.sandbox.yahoo.com/catalog.php?datatype=g>`_
|
|
* `Youtube Video Social Graph in 2007,2008 <http://netsg.cs.sfu.ca/youtubedata/>`_
|
|
|
|
|
|
Social Sciences
|
|
---------------
|
|
|
|
* `Canadian Legal Information Institute <https://www.canlii.org/en/index.php>`_
|
|
* `Center for Systemic Peace Datasets - Conflict Trends, Polities, State Fragility, etc <http://www.systemicpeace.org/>`_
|
|
* `Correlates of War Project <http://www.correlatesofwar.org/>`_
|
|
* `Cryptome Conspiracy Theory Items <http://cryptome.org>`_
|
|
* `Datacards <http://datacards.org>`_
|
|
* `European Social Survey <http://www.europeansocialsurvey.org/data/>`_
|
|
* `FBI Hate Crime 2013 - aggregated data <https://github.com/emorisse/FBI-Hate-Crime-Statistics/tree/master/2013>`_
|
|
* `GDELT Global Events Database <http://gdeltproject.org/data.html>`_
|
|
* `General Social Survey (GSS) since 1972 <http://gss.norc.org>`_
|
|
* `German Social Survey <http://www.gesis.org/en/home/>`_
|
|
* `Global Religious Futures Project <http://www.globalreligiousfutures.org/>`_
|
|
* `Institute for Demographic Studies <http://www.ined.fr/en/>`_
|
|
* `International Networks Archive <http://www.princeton.edu/~ina/>`_
|
|
* `International Social Survey Program ISSP <http://www.issp.org>`_
|
|
* `International Studies Compendium Project <http://www.isacompendium.com/public/>`_
|
|
* `James McGuire Cross National Data <http://jmcguire.faculty.wesleyan.edu/welcome/cross-national-data/>`_
|
|
* `MIT Reality Mining Dataset <http://realitycommons.media.mit.edu/realitymining.html>`_
|
|
* `Paul Hensel General International Data Page <http://www.paulhensel.org/dataintl.html>`_
|
|
* `PewResearch Internet Survey Project <http://www.pewinternet.org/datasets/pages/2/>`_
|
|
* `PewResearch Society Data Collection <http://www.pewresearch.org/data/download-datasets/>`_
|
|
* `Political Polarity Data <http://www3.cs.stonybrook.edu/~leman/data/14-icwsm-political-polarity-data.zip>`_
|
|
* `StackExchange Data Explorer <http://data.stackexchange.com/help>`_
|
|
* `Terrorism Research and Analysis Consortium <http://www.trackingterrorism.org/>`_
|
|
* `Texas Inmates Executed Since 1984 <http://www.tdcj.state.tx.us/death_row/dr_executed_offenders.html>`_
|
|
* `The MacroData Guide by Norsk samfunnsvitenskapelig datatjeneste <http://nsd.uib.no>`_
|
|
* `Titanic Survival Data Set <https://github.com/caesar0301/awesome-public-datasets/tree/master/Datasets>`_
|
|
* `UCB's Archive of Social Science Data (D-Lab) <http://ucdata.berkeley.edu/>`_
|
|
* `UCLA Social Sciences Data Archive <http://dataarchives.ss.ucla.edu/Home.DataPortals.htm>`_
|
|
* `UN Civil Society Database <http://esango.un.org/civilsociety/>`_
|
|
* `Universities Worldwide <http://univ.cc/>`_
|
|
* `UPJOHN for Labor Employment Research <http://www.upjohn.org/services/resources/employment-research-data-center>`_
|
|
* `WorldPop project - Worldwide human population distributions <http://www.worldpop.org.uk/data/get_data/>`_
|
|
|
|
|
|
Sports
|
|
------
|
|
|
|
* `Betfair Historical Exchange Data <http://data.betfair.com/>`_
|
|
* `Cricsheet Matches (cricket) <http://cricsheet.org/>`_
|
|
* `Ergast Formula 1, from 1950 up to date (API) <http://ergast.com/mrd/db>`_
|
|
* `Football/Soccer resources (data and APIs) <http://www.jokecamp.com/blog/guide-to-football-and-soccer-data-and-apis/>`_
|
|
* `Lahman's Baseball Database <http://www.seanlahman.com/baseball-archive/statistics/>`_
|
|
* `Pinhooker: Thoroughbred Bloodstock Sale Data <https://github.com/phillc73/pinhooker>`_
|
|
* `Retrosheet Baseball Statistics <http://www.retrosheet.org/game.htm>`_
|
|
|
|
|
|
Time Series
|
|
-----------
|
|
|
|
* `Databanks International Cross National Time Series Data Archive <http://www.cntsdata.com>`_
|
|
* `Hard Drive Failure Rates <https://www.backblaze.com/hard-drive-test-data.html>`_
|
|
* `Heart Rate Time Series from MIT <http://ecg.mit.edu/time-series/>`_
|
|
* `Time Series Data Library (TSDL) from MU <https://datamarket.com/data/list/?q=provider:tsdl>`_
|
|
* `UC Riverside Time Series Dataset <http://www.cs.ucr.edu/~eamonn/time_series_data/>`_
|
|
|
|
|
|
Transportation
|
|
--------------
|
|
|
|
* `Airlines OD Data 1987-2008 <http://stat-computing.org/dataexpo/2009/the-data.html>`_
|
|
* `Bay Area Bike Share Data <http://www.bayareabikeshare.com/open-data>`_
|
|
* `Bike Share Systems (BSS) collection <https://github.com/BetaNYC/Bike-Share-Data-Best-Practices/wiki/Bike-Share-Data-Systems>`_
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* `GeoLife GPS Trajectory from Microsoft Research <http://research.microsoft.com/en-us/downloads/b16d359d-d164-469e-9fd4-daa38f2b2e13/>`_
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* `German train system by Deutsche Bahn <http://data.deutschebahn.com/datasets/>`_
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* `Hubway Million Rides in MA <http://hubwaydatachallenge.org/trip-history-data/>`_
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* `Marine Traffic - ship tracks, port calls and more <http://www.marinetraffic.com/de/ais-api-services>`_
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* `Montreal BIXI Bike Share <https://montreal.bixi.com/donn%C3%A9es-libre-service>`_
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* `NYC Taxi Trip Data 2009- <http://www.nyc.gov/html/tlc/html/about/trip_record_data.shtml>`_
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* `NYC Taxi Trip Data 2013 (FOIA/FOILed) <https://archive.org/details/nycTaxiTripData2013>`_
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* `NYC Uber trip data April 2014 to September 2014 <https://github.com/fivethirtyeight/uber-tlc-foil-response>`_
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* `OpenFlights - airport, airline and route data <http://openflights.org/data.html>`_
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* `Open Traffic collection <https://github.com/graphhopper/open-traffic-collection>`_
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* `Plane Crash Database, since 1920 <http://www.planecrashinfo.com/database.htm>`_
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* `RITA Airline On-Time Performance data <http://www.transtats.bts.gov/Tables.asp?DB_ID=120>`_
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* `RITA/BTS transport data collection (TranStat) <http://www.transtats.bts.gov/DataIndex.asp>`_
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* `Toronto Bike Share Stations (XML file) <http://www.bikesharetoronto.com/data/stations/bikeStations.xml>`_
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* `Transport for London (TFL) <https://tfl.gov.uk/info-for/open-data-users/our-feeds>`_
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* `Travel Tracker Survey (TTS) for Chicago <http://www.cmap.illinois.gov/data/transportation/travel-tracker-survey>`_
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* `U.S. Bureau of Transportation Statistics (BTS) <http://www.rita.dot.gov/bts/>`_
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* `U.S. Domestic Flights 1990 to 2009 <http://academictorrents.com/details/a2ccf94bbb4af222bf8e69dad60a68a29f310d9a>`_
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* `U.S. Freight Analysis Framework since 2007 <http://ops.fhwa.dot.gov/freight/freight_analysis/faf/index.htm>`_
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Complementary Collections
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-------------------------
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* `Database of Scientific Code Contributions <https://mozillascience.org/collaborate>`_
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* DataWrangling: `Some Datasets Available on the Web <http://www.datawrangling.com/some-datasets-available-on-the-web>`_
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* Inside-r: `Finding Data on the Internet <http://www.inside-r.org/howto/finding-data-internet>`_
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* OpenDataMonitor: `An overview of available open data resources in Europe <http://opendatamonitor.eu>`_
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* Quora: `Where can I find large datasets open to the public? <http://www.quora.com/Where-can-I-find-large-datasets-open-to-the-public>`_
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* RS.io: `100+ Interesting Data Sets for Statistics <http://rs.io/100-interesting-data-sets-for-statistics/>`_
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* StaTrek: `Leveraging open data to understand urban lives <http://xiaming.me/posts/2014/10/23/leveraging-open-data-to-understand-urban-lives/>`_
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