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@ -5,28 +5,30 @@ Awesome Public Datasets
:alt: Awesome :alt: Awesome
:target: https://github.com/sindresorhus/awesome :target: https://github.com/sindresorhus/awesome
This is a list of `topic-centric public data sources <https://github.com/awesomedata/awesome-public-datasets>`_
in high quality. They are collected and tidied from blogs, answers, and user responses.
Most of the data sets listed below are free, however, some are not.
This project was hatched at `OMNILab <https://github.com/OMNILab>`_ during my Ph.D. career, which is now part of `BaiYuLan Open AI community <https://github.com/Bai-Yu-Lan>`_.
Other amazingly awesome lists can be found in `sindresorhus's awesome <https://github.com/sindresorhus/awesome>`_ list.
Special thanks to
.. image:: https://raw.githubusercontent.com/awesomedata/apd-core/master/logo/baiyulan.PNG .. image:: https://raw.githubusercontent.com/awesomedata/apd-core/master/logo/baiyulan.PNG
:alt: BaiYuLanAI :alt: BaiYuLanAI
:target: https://github.com/Bai-Yu-Lan :target: https://github.com/Bai-Yu-Lan
**NOTICE**: This repo is automatically generated by `apd-core <https://github.com/awesomedata/apd-core/tree/master/core>`_.
Please **DO NOT** modify this file directly. We have provided a new way to `contribute to
this repo <https://github.com/awesomedata/apd-core/blob/master/CONTRIBUTING.md>`_.
`Join <https://join.slack.com/t/awesomedataworld/shared_invite/zt-dllew5xy-PJYi~mWUdY3hupohbmVZsA>`_
the `slack community <https://awesomedataworld.slack.com>`_ for an instant touch of HQ data updates.
.. |OK_ICON| image:: https://raw.githubusercontent.com/awesomedata/apd-core/master/deploy/ok-24.png .. |OK_ICON| image:: https://raw.githubusercontent.com/awesomedata/apd-core/master/deploy/ok-24.png
.. |FIXME_ICON| image:: https://raw.githubusercontent.com/awesomedata/apd-core/master/deploy/fixme-24.png .. |FIXME_ICON| image:: https://raw.githubusercontent.com/awesomedata/apd-core/master/deploy/fixme-24.png
**NOTICE**: This repo is automatically generated by `apd-core <https://github.com/awesomedata/apd-core/tree/master/core>`_.
Please **DO NOT** modify this file directly. We have provided
`a new way <https://github.com/awesomedata/apd-core/blob/master/CONTRIBUTING.md>`_
to contribute to Awesome Public Datasets. `Join <https://join.slack.com/t/awesomedataworld/shared_invite/zt-dllew5xy-PJYi~mWUdY3hupohbmVZsA>`_ the `slack community <https://awesomedataworld.slack.com>`_ for more communication.
* |OK_ICON| I am well. * |OK_ICON| I am well.
* |FIXME_ICON| Please fix me. * |FIXME_ICON| Please fix me.
`This list of a topic-centric public data sources <https://github.com/awesomedata/awesome-public-datasets>`_
in high quality. They are collected and tidied from blogs, answers, and user responses.
Most of the data sets listed below are free, however, some are not.
Other amazingly awesome lists can be found in `sindresorhus's awesome <https://github.com/sindresorhus/awesome>`_ list.
.. contents:: **Table of Contents** .. contents:: **Table of Contents**
@ -71,7 +73,7 @@ Biology
* |OK_ICON| `Complete Genomics Public Data - A diverse data set of whole human genomes are freely [...] <https://completegenomics.mgiamericas.com/demodata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Complete-Genomics-Public-Data.yml>`_] * |OK_ICON| `Complete Genomics Public Data - A diverse data set of whole human genomes are freely [...] <https://completegenomics.mgiamericas.com/demodata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/Complete-Genomics-Public-Data.yml>`_]
* |FIXME_ICON| `CytoImageNet - A large-scale dataset of microscopy images. Contains 890,737 total grayscale [...] <https://www.kaggle.com/stanleyhua/cytoimagenet>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/CytoImageNet.yml>`_] * |OK_ICON| `CytoImageNet - A large-scale dataset of microscopy images. Contains 890,737 total grayscale [...] <https://www.kaggle.com/stanleyhua/cytoimagenet>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/CytoImageNet.yml>`_]
* |OK_ICON| `EBI ArrayExpress - ArrayExpress Archive of Functional Genomics Data stores data from high- [...] <http://www.ebi.ac.uk/arrayexpress/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/EBI-ArrayExpress.yml>`_] * |OK_ICON| `EBI ArrayExpress - ArrayExpress Archive of Functional Genomics Data stores data from high- [...] <http://www.ebi.ac.uk/arrayexpress/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Biology/EBI-ArrayExpress.yml>`_]
@ -251,7 +253,7 @@ ComplexNetworks
ComputerNetworks ComputerNetworks
---------------- ----------------
* |FIXME_ICON| `3.5B Web Pages from CommonCrawl 2012 <http://www.bigdatanews.com/profiles/blogs/big-data-set-3-5-billion-web-pages-made-available-for-all-of-us>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/3.5B-Web-Pages-from-CommonCrawl-2012.yml>`_] * |OK_ICON| `3.5B Web Pages from CommonCrawl 2012 <http://www.bigdatanews.com/profiles/blogs/big-data-set-3-5-billion-web-pages-made-available-for-all-of-us>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/3.5B-Web-Pages-from-CommonCrawl-2012.yml>`_]
* |OK_ICON| `53.5B Web clicks of 100K users in Indiana Univ. <http://cnets.indiana.edu/groups/nan/webtraffic/click-dataset/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/53.5B-Web-clicks-of-100K-users-in-Indiana-Univ..yml>`_] * |OK_ICON| `53.5B Web clicks of 100K users in Indiana Univ. <http://cnets.indiana.edu/groups/nan/webtraffic/click-dataset/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ComputerNetworks/53.5B-Web-clicks-of-100K-users-in-Indiana-Univ..yml>`_]
@ -307,13 +309,13 @@ DataChallenges
* |OK_ICON| `ICWSM Data Challenge (since 2009) <https://www.icwsm.org/2018/datasets/datasets/#obtaining>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/ICWSM-Data-Challenge-since-2009.yml>`_] * |OK_ICON| `ICWSM Data Challenge (since 2009) <https://www.icwsm.org/2018/datasets/datasets/#obtaining>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/ICWSM-Data-Challenge-since-2009.yml>`_]
* |FIXME_ICON| `KDD Cup by Tencent 2012 <http://www.kddcup2012.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/KDD-Cup-by-Tencent-2012.yml>`_] * |OK_ICON| `KDD Cup by Tencent 2012 <http://www.kddcup2012.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/KDD-Cup-by-Tencent-2012.yml>`_]
* |FIXME_ICON| `Kaggle Competition Data <https://www.kaggle.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Kaggle-Competition-Data.yml>`_] * |OK_ICON| `Kaggle Competition Data <https://www.kaggle.com/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Kaggle-Competition-Data.yml>`_]
* |OK_ICON| `Localytics Data Visualization Challenge <https://github.com/localytics/data-viz-challenge>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Localytics-Data-Visualization-Challenge.yml>`_] * |OK_ICON| `Localytics Data Visualization Challenge <https://github.com/localytics/data-viz-challenge>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Localytics-Data-Visualization-Challenge.yml>`_]
* |FIXME_ICON| `Netflix Prize <https://www.kaggle.com/datasets/netflix-inc/netflix-prize-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Netflix-Prize.yml>`_] * |OK_ICON| `Netflix Prize <https://www.kaggle.com/datasets/netflix-inc/netflix-prize-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Netflix-Prize.yml>`_]
* |OK_ICON| `Space Apps Challenge <https://2015.spaceappschallenge.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Space-Apps-Challenge.yml>`_] * |OK_ICON| `Space Apps Challenge <https://2015.spaceappschallenge.org>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//DataChallenges/Space-Apps-Challenge.yml>`_]
@ -354,7 +356,7 @@ EarthScience
* |OK_ICON| `USGS Earthquake Archives <http://earthquake.usgs.gov/earthquakes/search/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/USGS-Earthquake-Archives.yml>`_] * |OK_ICON| `USGS Earthquake Archives <http://earthquake.usgs.gov/earthquakes/search/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/USGS-Earthquake-Archives.yml>`_]
* |FIXME_ICON| `Wellhead Protection Area (protection zone) prediction using breakthrough curves - This [...] <https://www.kaggle.com/datasets/robustus/whpa-prediction>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/WHPA.yml>`_] * |OK_ICON| `Wellhead Protection Area (protection zone) prediction using breakthrough curves - This [...] <https://www.kaggle.com/datasets/robustus/whpa-prediction>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//EarthScience/WHPA.yml>`_]
Economics Economics
--------- ---------
@ -488,7 +490,7 @@ Energy
Entertainment Entertainment
------------- -------------
* |FIXME_ICON| `Top Streamers on Twitch - This contains data of Top 1000 Streamers from past year. <https://www.kaggle.com/aayushmishra1512/twitchdata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Entertainment/TwitchStreamersData.yml>`_] * |OK_ICON| `Top Streamers on Twitch - This contains data of Top 1000 Streamers from past year. <https://www.kaggle.com/aayushmishra1512/twitchdata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Entertainment/TwitchStreamersData.yml>`_]
Finance Finance
------- -------
@ -499,7 +501,7 @@ Finance
* |FIXME_ICON| `CBOE Futures Exchange <http://cfe.cboe.com/market-data/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/CBOE-Futures-Exchange.yml>`_] * |FIXME_ICON| `CBOE Futures Exchange <http://cfe.cboe.com/market-data/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/CBOE-Futures-Exchange.yml>`_]
* |FIXME_ICON| `Complete FAANG Stock data - This data set contains all the stock data of FAANG companies from [...] <https://www.kaggle.com/aayushmishra1512/faang-complete-stock-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/FAANG-StockData.yml>`_] * |OK_ICON| `Complete FAANG Stock data - This data set contains all the stock data of FAANG companies from [...] <https://www.kaggle.com/aayushmishra1512/faang-complete-stock-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/FAANG-StockData.yml>`_]
* |OK_ICON| `Google Finance <https://www.google.com/finance>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/Google-Finance.yml>`_] * |OK_ICON| `Google Finance <https://www.google.com/finance>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//Finance/Google-Finance.yml>`_]
@ -909,7 +911,7 @@ ImageProcessing
* |OK_ICON| `10k US Adult Faces Database <http://wilmabainbridge.com/facememorability2.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/10k-US-Adult-Faces-Database.yml>`_] * |OK_ICON| `10k US Adult Faces Database <http://wilmabainbridge.com/facememorability2.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/10k-US-Adult-Faces-Database.yml>`_]
* |FIXME_ICON| `2GB of Photos of Cats <https://www.kaggle.com/crawford/cat-dataset/version/2>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/2GB-of-Photos-of-Cats.yml>`_] * |OK_ICON| `2GB of Photos of Cats <https://www.kaggle.com/crawford/cat-dataset/version/2>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/2GB-of-Photos-of-Cats.yml>`_]
* |OK_ICON| `Audience Unfiltered faces for gender and age classification <http://www.openu.ac.il/home/hassner/Adience/data.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Adience-Unfiltered-faces-for-gender-and-age-classification.yml>`_] * |OK_ICON| `Audience Unfiltered faces for gender and age classification <http://www.openu.ac.il/home/hassner/Adience/data.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Adience-Unfiltered-faces-for-gender-and-age-classification.yml>`_]
@ -959,7 +961,7 @@ ImageProcessing
* |OK_ICON| `Multi-View Region of Interest Prediction Dataset for Autonomous Driving - Contains 16 driving [...] <https://mediatum.ub.tum.de/1548761>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/MV-ROI.yml>`_] * |OK_ICON| `Multi-View Region of Interest Prediction Dataset for Autonomous Driving - Contains 16 driving [...] <https://mediatum.ub.tum.de/1548761>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/MV-ROI.yml>`_]
* |FIXME_ICON| `Massive Visual Memory Stimuli, MIT <http://olivalab.mit.edu/MM/stimuli.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Massive-Visual-Memory-Stimuli-MIT.yml>`_] * |OK_ICON| `Massive Visual Memory Stimuli, MIT <http://olivalab.mit.edu/MM/stimuli.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Massive-Visual-Memory-Stimuli-MIT.yml>`_]
* |OK_ICON| `Newspaper Navigator - This dataset consists of extracted visual content for 16,358,041 [...] <https://news-navigator.labs.loc.gov/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Newspaper-Navigator.yml>`_] * |OK_ICON| `Newspaper Navigator - This dataset consists of extracted visual content for 16,358,041 [...] <https://news-navigator.labs.loc.gov/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//ImageProcessing/Newspaper-Navigator.yml>`_]
@ -1397,7 +1399,7 @@ SocialNetworks
* |OK_ICON| `China Biographical Database - The China Biographical Database is a freely accessible [...] <https://projects.iq.harvard.edu/cbdb>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/China-Biographical-Database.yml>`_] * |OK_ICON| `China Biographical Database - The China Biographical Database is a freely accessible [...] <https://projects.iq.harvard.edu/cbdb>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/China-Biographical-Database.yml>`_]
* |FIXME_ICON| `Clubhouse Dataset <https://www.kaggle.com/johntukey/clubhouse-dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Clubhouse-Dataset.yml>`_] * |OK_ICON| `Clubhouse Dataset <https://www.kaggle.com/johntukey/clubhouse-dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Clubhouse-Dataset.yml>`_]
* |OK_ICON| `A Twitter Dataset of 40+ million tweets related to COVID-19 - Due to the relevance of the [...] <https://zenodo.org/record/3723940>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Covid19-40-Million-Tweets.yml>`_] * |OK_ICON| `A Twitter Dataset of 40+ million tweets related to COVID-19 - Due to the relevance of the [...] <https://zenodo.org/record/3723940>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Covid19-40-Million-Tweets.yml>`_]
@ -1415,7 +1417,7 @@ SocialNetworks
* |OK_ICON| `GitHub Collaboration Archive <https://www.gharchive.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/GitHub-Collaboration-Archive.yml>`_] * |OK_ICON| `GitHub Collaboration Archive <https://www.gharchive.org/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/GitHub-Collaboration-Archive.yml>`_]
* |OK_ICON| `Google Scholar citation relations <https://web.archive.org/web/20190522043016/http://www3.cs.stonybrook.edu/~leman/data/gscholar.db>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Google-Scholar-citation-relations.yml>`_] * |FIXME_ICON| `Google Scholar citation relations <https://web.archive.org/web/20190522043016/http://www3.cs.stonybrook.edu/~leman/data/gscholar.db>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Google-Scholar-citation-relations.yml>`_]
* |OK_ICON| `High-Resolution Contact Networks from Wearable Sensors <http://www.sociopatterns.org/datasets/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/High-Resolution-Contact-Networks-from-Wearable-Sensors.yml>`_] * |OK_ICON| `High-Resolution Contact Networks from Wearable Sensors <http://www.sociopatterns.org/datasets/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/High-Resolution-Contact-Networks-from-Wearable-Sensors.yml>`_]
@ -1435,7 +1437,7 @@ SocialNetworks
* |OK_ICON| `The Reddit COVID dataset - This dataset attempts to capture the full extent of COVID-19 [...] <https://socialgrep.com/datasets/the-reddit-covid-dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/The-Reddit-COVID-Dataset.yml>`_] * |OK_ICON| `The Reddit COVID dataset - This dataset attempts to capture the full extent of COVID-19 [...] <https://socialgrep.com/datasets/the-reddit-covid-dataset>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/The-Reddit-COVID-Dataset.yml>`_]
* |FIXME_ICON| `Twitch Top Streamer's Data <https://www.kaggle.com/aayushmishra1512/twitchdata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/TwitchTopStreamers.yml>`_] * |OK_ICON| `Twitch Top Streamer's Data <https://www.kaggle.com/aayushmishra1512/twitchdata>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/TwitchTopStreamers.yml>`_]
* |OK_ICON| `Twitter Data for Online Reputation Management <http://nlp.uned.es/replab2013/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Twitter-Data-for-Online-Reputation-Management.yml>`_] * |OK_ICON| `Twitter Data for Online Reputation Management <http://nlp.uned.es/replab2013/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialNetworks/Twitter-Data-for-Online-Reputation-Management.yml>`_]
@ -1530,7 +1532,7 @@ SocialSciences
* |FIXME_ICON| `Texas Inmates Executed Since 1984 <http://www.tdcj.state.tx.us/death_row/dr_executed_offenders.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Texas-Inmates-Executed-Since-1984.yml>`_] * |FIXME_ICON| `Texas Inmates Executed Since 1984 <http://www.tdcj.state.tx.us/death_row/dr_executed_offenders.html>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Texas-Inmates-Executed-Since-1984.yml>`_]
* |FIXME_ICON| `Titanic Survival Data Set <https://www.kaggle.com/c/titanic/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Titanic-Survival-Data-Set.yml>`_] * |OK_ICON| `Titanic Survival Data Set <https://www.kaggle.com/c/titanic/data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/Titanic-Survival-Data-Set.yml>`_]
* |OK_ICON| `UCB's Archive of Social Science Data (D-Lab) <http://ucdata.berkeley.edu/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/UCBs-Archive-of-Social-Science-Data-D-Lab.yml>`_] * |OK_ICON| `UCB's Archive of Social Science Data (D-Lab) <http://ucdata.berkeley.edu/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//SocialSciences/UCBs-Archive-of-Social-Science-Data-D-Lab.yml>`_]
@ -1677,9 +1679,9 @@ Transportation
eSports eSports
------- -------
* |FIXME_ICON| `CS:GO Competitive Matchmaking Data - In this data set we have data about the CSGO matchmaking [...] <https://www.kaggle.com/skihikingkevin/csgo-matchmaking-damage>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//eSports/csgo.yml>`_] * |OK_ICON| `CS:GO Competitive Matchmaking Data - In this data set we have data about the CSGO matchmaking [...] <https://www.kaggle.com/skihikingkevin/csgo-matchmaking-damage>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//eSports/csgo.yml>`_]
* |FIXME_ICON| `FIFA-2021 Complete Player Dataset <https://www.kaggle.com/aayushmishra1512/fifa-2021-complete-player-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//eSports/fifa2021.yml>`_] * |OK_ICON| `FIFA-2021 Complete Player Dataset <https://www.kaggle.com/aayushmishra1512/fifa-2021-complete-player-data>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//eSports/fifa2021.yml>`_]
* |OK_ICON| `OpenDota data dump <https://blog.opendota.com/2017/03/24/datadump2/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//eSports/opendota-dump.yml>`_] * |OK_ICON| `OpenDota data dump <https://blog.opendota.com/2017/03/24/datadump2/>`_ [`Meta <https://github.com/awesomedata/apd-core/tree/master/core//eSports/opendota-dump.yml>`_]