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:video_game: A curated list of awesome game datasets, and tools to artificial intelligence in games
https://github.com/leomaurodesenv/game-datasets
List: game-datasets
artificial-intelligence awesome awesome-game awesome-list data-mining database dataset game games
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:video_game: A curated list of awesome game datasets, and tools to artificial intelligence in games
Host: GitHub
URL: https://github.com/leomaurodesenv/game-datasets
Owner: leomaurodesenv
License: cc-by-4.0
Created: 2018-10-03T00:39:11.000Z (about 6 years ago)
Default Branch: master
Last Pushed: 2023-12-04T17:30:41.000Z (12 months ago)
Last Synced: 2024-05-21T13:13:23.093Z (6 months ago)
Topics: artificial-intelligence, awesome, awesome-game, awesome-list, data-mining, database, dataset, game, games
Homepage:
Size: 8.57 MB
Stars: 665
Watchers: 27
Forks: 44
Open Issues: 0
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
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README

        # :video_game: Awesome Game Datasets [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)

[![GitHub](https://img.shields.io/static/v1?label=Code&message=GitHub&color=blue&style=flat-square)](https://github.com/leomaurodesenv/game-datasets)

[![CC-BY-4.0 license](https://img.shields.io/static/v1?label=License&message=CC-BY-4.0&color=blue&style=flat-square)](LICENSE)

[![GitHub Workflow Status](https://img.shields.io/github/actions/workflow/status/leomaurodesenv/game-datasets/continuous-integration.yml?label=Build&style=flat-square)](https://github.com/leomaurodesenv/game-datasets/actions/workflows/continuous-integration.yml)

In computer science, Artificial Intelligence (AI) is intelligence demonstrated by machines. Its definition, AI research as the study of "intelligent agents": any device that perceives its environment and takes actions that achieving its goals _Russell et. al (2016)_.

Withal, Data Mining (DM) is the process of discovering patterns in data sets (or datasets) involving methods of machine learning, statistics, and database systems; DM focus on extract the information of datasets _Han (2011)_.

This repository serves as a guide for anyone who wants to work with **Artificial Intelligence** or **Data Mining** applied in digital games! Here you will find a series of datasets, tools and materials available to build your _application_ or _dataset_.

**Contributing**

Any suggestions or doubts, please open an "issue". If you want to contribute, read [this](CONTRIBUTING.md) and make a "pull request".

______________________________________________________________________

**Contents**

- [:video_game: Awesome Game Datasets ](#video_game-awesome-game-datasets-)

  - [API](#api)

  - [Artificial Intelligence](#artificial-intelligence)

    - [Mobile](#mobile)

    - [Web](#web)

  - [Books](#books)

  - [Dataset](#dataset)

    - [Related](#related)

  - [Market Research](#market-research)

  - [Miscellaneous](#miscellaneous)

  - [License](#license)

______________________________________________________________________

## API

API is _"a set of functions and procedures allowing the creation of applications that access the features or data of an operating system, application, or other service"_ (Google).

- [Battle.net](https://develop.battle.net/) - Collection of games developed by [Blizzard](https://www.blizzard.com).

- [Battlefield 4 Stats](http://bf4stats.com/) - Stats, rankings, and progression of a player.

- [BoardGameGeek](https://boardgamegeek.com/wiki/page/BGG_XML_API2) - Board games data.

- [Counter-Strike](https://github.com/pnxenopoulos/csgo) - data parsing for Counter-Strike: Global Offensive (CSGO).

- [EVE Online](https://www.programmableweb.com/api/eve-online-crest-carbon-restful) - Science fiction massively multiplayer online game.

- [Giant Bomb](https://www.giantbomb.com/api/) - Game data and players review.

- [IGDB](https://www.igdb.com/api) - General information of games from any platform.

- [Marvel Developer](https://developer.marvel.com/) - Information about Marvel's vast library of comics.

- [metacritc](https://www.metacritic.com/game) - Game reviews and evaluation.

- [OpenCritic](https://www.opencritic.com) - Game reviews aggregator.

- [OpenDota](https://www.opendota.com/) - Platform providing Dota 2 data.

- [PandaScore](https://pandascore.co/) - Realtime eSports data.

- [PokéAPI](https://pokeapi.co/) - Pokémon data of all generations.

- [Riot Games](https://developer.riotgames.com/) - Active games, match history, and ranked statistics.

- [smm-course-search](https://github.com/leomaurodesenv/smm-course-search) - Search courses from Super Mario Maker game.

- [smm-course-viewer](https://github.com/leomaurodesenv/smm-course-viewer) - Read courses from Super Mario Maker saves.

- [smm-maker-profile](https://github.com/leomaurodesenv/smm-maker-profile) - Fetch the user profile from Super Mario Maker game.

- [Steam Database](https://github.com/SteamDatabase) - Series of tools to Steam data. [Website](https://steamdb.info/).

- [Steambase](https://github.com/Steambase) - Steam data tools and insights. [Website](https://steambase.io/).

- [Steam Spy](https://github.com/topics/steamspy) - Game statistical from Steam users profiles.

- [Steam Web API](https://developer.valvesoftware.com/wiki/Steam_Web_API) - Query tool from Steam.

- [TGDB](https://github.com/TheGamesDB/TheGamesDB/) - General information of games from any platform. [Website](https://thegamesdb.net/).

- [vgchartzScrape](https://github.com/GregorUT/vgchartzScrape) - Crawler from [VGChartz](http://www.vgchartz.com).

- [WhatoPlay](https://whatoplay.com) - Game reviews and ratings aggregator, and a recommender for discovering games.

- [Xbox LIVE API](https://github.com/xboxapi) - Games, apps, users stats and messages. [Website](https://xboxapi.com/), [paper](https://doi.org/10.1145/1943552.1943569).

______________________________________________________________________

## Artificial Intelligence

- [AI Birds](http://aibirds.org) - Artificial intelligence competition.

- [Angry Bots](http://www.aigameresearch.org/demo-item/pcg-angry-bots/) - Shooting game against robots.

- [CyberBattleSim](https://github.com/microsoft/CyberBattleSim) - Experimentation platform to investigate automated agents. [Website](https://www.microsoft.com/en-us/research/project/cyberbattlesim/).

- [Daimonin](https://www.daimonin.org/) - Isometric MMORPG.

- [Deliantra](http://www.deliantra.net/) - Adventure game in a medieval environment.

- [Dungeon and Cave Generation](https://github.com/sentientdesigns/constructive) - Constructive generation methods for dungeons and levels.

- [Dungeon Crawl: Stone Soup](https://github.com/crawl/crawl) - Roguelike adventure.

- [Fighting Game AI Competition](http://www.ice.ci.ritsumei.ac.jp/~ftgaic/) - Controller for a fighting game.

- [FlightGear Flight Simulator](http://home.flightgear.org/) - Flight simulator.

- [Game Data Mining Competition](https://cilab.sejong.ac.kr/gdmc2017/) - Competition of prediction of the players' behavior. [Paper](https://arxiv.org/abs/1802.02301).

- [General Video Game AI](http://www.gvgai.net/) - Controller for general video game playing. [Paper](https://arxiv.org/abs/1802.10363).

- [Halite by Two Sigma](https://www.kaggle.com/c/halite/) - Collect the halite during a match in space.

- [Hanabi Competition](http://hanabi.aiclash.com/) - Board game competition.

- [Hearthstone AI](https://dockhorn.antares.uberspace.de/wordpress/) - Card game competition.

- [Infinite Mario Bros](http://www.marioai.org/) - Super Mario competition. Platformer AI antecedent. [Website](http://julian.togelius.com/mariocompetition2009/).

- [irrlamb](https://github.com/jazztickets/irrlamb) - Puzzle game with physics effects in 3D.

- [Malmo](https://github.com/Microsoft/malmo) - Platform built on top of [Minecraft](https://www.minecraft.net/en-us/) game.

- [microRTS](https://github.com/santiontanon/microrts) - RTS game competition. [PT-BR](https://github.com/rubensolv/MicroRTS).

- [MiniDungeons](http://minidungeons.com/) - Procedural dungeon-like game.

- [Morai-Maker-Engine](https://github.com/mguzdial3/Morai-Maker-Engine) - Cooperative game level editor. [Paper](http://dx.doi.org/10.1145/3290605.3300854).

- [Ms. Pac-Man](http://gameaibook.org/wp-content/uploads/2016/10/mspacman-master.zip) - Pac-Man game competition. [Website](www.pacmanvghosts.co.uk).

- [OpenLieroX](http://www.openlierox.net/) - Liero (similar to Worms) game.

- [openmw](https://gitlab.com/OpenMW/openmw) - Open-world RPG game. [Website](https://openmw.org/en/).

- [Platformer AI](https://sites.google.com/site/platformersai/) - Super Mario competition.

- [polyworld](https://github.com/polyworld/polyworld) - Artificial life system.

- [qengine](https://github.com/klaussilveira/qengine) - Retro game engine.

- [Retro Contest](https://github.com/openai/retro) - Competition on SEGA Genesis games. [Website](https://openai.com/blog/retro-contest/).

- [Robocode](https://robocode.sourceforge.io/) - Robot battle tank competition.

- [Showdown AI Competition](https://github.com/scotchkorean27/showdownaiclient) - Competition of Pokemon battle. [Website](http://game.engineering.nyu.edu/showdown-ai-competition/), [paper](http://game.engineering.nyu.edu/wp-content/uploads/2017/02/CIG_2017_paper_87-1.pdf).

- [StarCraft AI Competition](https://sites.google.com/site/starcraftaic/) - StarCraft game competition.

- [Text-Based Adventure AI Competition](https://github.com/Atkrye/IEEE-CIG-Text-Adventurer-Competition) - Text-adventure game competition. [Website](http://atkrye.github.io/IEEE-CIG-Text-Adventurer-Competition/).

- [The Genius](http://thegenius.sourceforge.net/) - Chess engine.

- [The Open Racing Car Simulator](http://torcs.sourceforge.net/) - Car racing simulator.

- [Vegan on a Desert Island](https://gitlab.com/voadi/voadi) - Adventure game on island survival.

- [veloren](https://gitlab.com/veloren/veloren) - Sandbox game. [Website](https://veloren.net/).

- [Vindinium](https://github.com/leomaurodesenv/vindinium) - Multi-player turn based on roguelike competition. [Documentation](https://pythonhosted.org/vindinium/).

- [Visual Doom AI Competition](https://github.com/mwydmuch/ViZDoom) - Doom game competition. [Website](http://vizdoom.cs.put.edu.pl/).

- [Wargus](https://github.com/Wargus/wargus) - Real-time strategy game. [Website](https://wargus.github.io/).

### Mobile

- [Habitica](https://github.com/HabitRPG/habitica-android) - Gamify your life.

- [Pixel Dungeon](https://github.com/watabou/pixel-dungeon) - Roguelike game.

- [Shattered Pixel Dungeon](https://github.com/00-Evan/shattered-pixel-dungeon) - Improved Pixel Dungeon.

### Web

- [Digger](https://github.com/lutzroeder/digger) - Boulderdash game. [Play](http://games.leonardomauro.com/digger/).

- [Duck Hunt](https://github.com/MattSurabian/DuckHunt-JS) - Shooting game in ducks. [Play](http://duckhuntjs.com/).

- [Infinite Mario Bros](https://github.com/robertkleffner/mariohtml5) - Super Mario Bros. [Play](https://openhtml5games.github.io/games-mirror/dist/mariohtml5/main.html).

- [Onslaught! Arena](https://github.com/lostdecade/onslaught_arena) - Fight off hordes of medieval monsters. [Play](http://arcade.lostdecadegames.com/onslaught-arena/).

- [Starship](http://maettig.com/code/canvas/starship-sorades-13k.zip) - Traditional starship game. [Play](http://games.leonardomauro.com/starshipsorades/).

- [TapAI](https://github.com/leomaurodesenv/TapAI) - User interactions with a tap on screen game. [Play](http://projects.leonardomauro.com/tapai/).

- [WebNES](https://github.com/pubby) - Play rooms of NES in web browser. [Play](http://pubby.github.io/webnes/index_app.html).

______________________________________________________________________

## Books

- Drachen, A. Mirza-Babaei, P. Nacke, L. (2018). _Games user research_. Oxford.

- El-Nasr, S. Drachen, A. Canossa, A. (2013). _Game analytics: maximizing the value of player data_. Sprigner.

- Han, J., Pei, J., Kamber, M. (2011). _Data mining: concepts and techniques_. Elsevier.

- Hennig-Thurau, T. Houston, M. (2018). _Entertainment science: data analytics and practical theory for movies, games, music and books_. Springer.

- Loh, A. Sheng, Y. Ifenthaler, D. (2015). _Serious games analytics: methodologies for performance measurement, assessment, and improvement_. Springer.

- Millington, Ian, Funge, John (2020). _AI for Games, Third Edition_. CRC Press.

- Russell, S. J., Norvig, P. (2016). _Artificial intelligence: a modern approach_. Malaysia; Pearson Education Limited.

- Yannakakis, G. N., Togelius, J. (2018). _Artificial intelligence and games_. Springer.

______________________________________________________________________

## Dataset

- [(LoL) League of Legends Ranked Games](https://www.kaggle.com/datasnaek/league-of-legends) - Matches details from ranked games.

- [17K Mobile Strategy Games](https://www.kaggle.com/tristan581/17k-apple-app-store-strategy-games) - Strategy games from the Apple App Store.

- [2018 FIFA World Cup Squads](https://www.kaggle.com/cclayford/2018-fifa-world-cup-squads) - Squad details for teams participating in the World Cup.

- [320K Roblox App Google Store Reviews](https://www.kaggle.com/datasets/bwandowando/322k-roblox-app-google-store-reviews) - Google Store reviews of Roblox.

- [380,000 Guesses Dataset - Higher or Lower?](https://www.kaggle.com/sdobson46/higher-or-lower-game) - Real-world game data of guessing a number.

- [Age of Empires 2: Definitive Edition 225.000 Games](https://www.kaggle.com/datasets/nicoelbert/aoe-matchups) - Data about match ups, outcomes and game states over the time in 225.000 AoE2 matches.

- [Animal Crossing New Horizons NookPlaza Catalog](https://www.kaggle.com/jessicali9530/animal-crossing-new-horizons-nookplaza-dataset) - Comprehensive inventory of items, villagers, clothing, fish/bugs etc.

- [Board Game Data](https://www.kaggle.com/mrpantherson/board-game-data) - Data from board games.

- [Board Games Dataset](https://www.kaggle.com/datasets/sujaykapadnis/board-games) - Board Games Dataset from [BoardGameGeek](https://www.boardgamegeek.com/).

- [Board Games Dataset](https://www.kaggle.com/gabrio/board-games-dataset) - Attributes and the ratings from board games in [BoardGameGeek](https://www.boardgamegeek.com/).

- [Boardgaming Online Game Records](https://www.kaggle.com/jingking/boardgaming-online-processed-game-records) - Playthroughs of board games.

- [bravefrontier_data](https://github.com/cheahjs/bravefrontier_data) - Mobile game data, items and missions information.

- [CartolaFC](https://www.kaggle.com/schiller/cartolafc) - Popular brazilian fantasy football (from 2014 to 2017).

- [Chess Game Dataset (Lichess)](https://www.kaggle.com/datasets/datasnaek/chess) - Chess games, including moves, victor, rating, opening details and more.

- [Clash of Clans app store user comments](https://www.kaggle.com/moradnejad/clash-of-clans-50000-user-comments) - User reviews from Google Play and iTunes App Store.

- [Clash royale Dataset](https://www.kaggle.com/swappyk/clash-royale-dataset) - Cards data.

- [Complete FIFA 2017 Player dataset (Global)](https://www.kaggle.com/artimous/complete-fifa-2017-player-dataset-global) - Players data.

- [Condensing Steam: Distilling the Diversity of Gamer Behavior](http://academictorrents.com/details/eba3b48fcdaa9e69a927051f1678251a86a546f3) - Temporal games data.

- [Connect-4 Data Set](https://archive.ics.uci.edu/ml/datasets/Connect-4) - Connect-4 game matches.

- [CS:GO Competitive Matchmaking Data](https://www.kaggle.com/skihikingkevin/csgo-matchmaking-damage) - Damage entries on rounds played.

- [CS:GO Steam Reviews](https://www.kaggle.com/datasets/noahx1/csgo-steam-reviews) - Steam Reviews.

- [Data Game ClashRoyale](https://www.kaggle.com/lucianomartins/data-game-clashroyale) - Player data of Clash Royale game.

- [Defense of the Ancients](https://www.kaggle.com/raxnamosa/defense-of-the-ancients) - Monsters data from Warcraft III game.

- [dnddata](https://github.com/oganm/dnddata) - Dataset of Dungeons and Dragons characters.

- [Dota 2 Games (UCI)](https://archive.ics.uci.edu/ml/datasets/Dota2+Games+Results) - Matches results.

- [Elden Ring Steam Reviews](https://www.kaggle.com/datasets/noahx1/elden-ring-steam-reviews) - Steam Reviews.

- [FIFA 18 Complete Player Dataset](https://www.kaggle.com/thec03u5/fifa-18-demo-player-dataset) - Players and their attributes.

- [Fortnite Statistics_80 Games](https://data.world/kreynol3/fortnite-statistics80-games) - End games statistics.

- [Fortnite: Battle Royale - Weapon Attributes](https://www.kaggle.com/jruots/fortnite-battle-royale-weapon-attributes) - Stats of the weapons.

- [GamingVideoSET](https://kingston.app.box.com/v/GamingVideoSET) - A Dataset for Gaming Video Streaming Applications. [Paper](https://ieeexplore.ieee.org/document/8463362)

- [GOSU.AI Dota 2 Game Chats](https://www.kaggle.com/romovpa/gosuai-dota-2-game-chats) - Chats from matches replays.

- [GTA-3D Dataset](https://github.com/oscarmcnulty/gta-3d-dataset) - 2D and 3D images from Grand Theft Auto 5 game.

- [Hearthstone Cards](https://www.kaggle.com/jeradrose/hearthstone-cards) - Collection of cards.

- [Heroes of Might and Magic 3 Units](https://www.kaggle.com/daynearthur/heroes-of-might-and-magic-3-units) - Units of a game.

- [History of Hearthstone](https://www.kaggle.com/romainvincent/history-of-hearthstone) - Collection of decks.

- [Hogwarts Legacy Reviews](https://www.kaggle.com/datasets/georgescutelnicu/hogwarts-legacy-reviews) - A list of Hogwarts Legacy reviews.

- [LCS 2017 Summer Split Fantasy Player & Team Stats](https://www.kaggle.com/danielwatabe/lcs-2017-summer-split-fantasy-player-team-stats) - Player and team data.

- [League of Legends Diamond Ranked Games (10 min)](https://www.kaggle.com/bobbyscience/league-of-legends-diamond-ranked-games-10-min) - Classify ranked games.

- [League of Legends Summoner Ids and Data - 2016](https://www.kaggle.com/xenogearcap/league2016) - Game data.

- [Magic The Gathering Cards](https://www.kaggle.com/mylesoneill/magic-the-gathering-cards) - Cards data.

- [Most Played Games of All Time](https://www.kaggle.com/datasets/faisaljanjua0555/most-played-games-of-all-time) - Steam game stats.

- [NBA Players](https://www.kaggle.com/datasets/justinas/nba-players-data) - Biometric, biographic and basic box score features from 1996 to 2019 season.

- [Oldschool Runescape Polling Data](https://www.kaggle.com/nikkynak/oldschool-runescape-polling-data) - Historical polling data.

- [OpenDota](https://blog.opendota.com/2017/03/24/datadump2/) - Continuous database of Dota 2 matches.

- [Overwatch Game Records](https://www.kaggle.com/mylesoneill/overwatch-game-records) - Stats of one player from thousands of matches.

- [Overwatch Ranked Data](https://www.kaggle.com/simonho87/overwatch-ranked-data) - Player and match data.

- [Overwatch](https://www.kaggle.com/edopic/overwatch) - Heros characteristics.

- [Path of exile game statistic](https://www.kaggle.com/gagazet/path-of-exile-league-statistic) - Players data.

- [Platform Experience Dataset](https://drive.google.com/drive/folders/0B93_a48_LnJ0VEc3NklYbWpVZXM) - Super Mario Bros matches. [Paper](https://doi.org/10.1109/ACII.2015.7344647).

- [Pokémon for Data Mining and Machine Learning](https://www.kaggle.com/datasets/alopez247/pokemon) - Stats of 721 Pokémon of the first six generations.

- [Pokémon GO Pokédex](https://github.com/Biuni/PokemonGO-Pokedex) - Encyclopedia Pokemon.

- [Pokemon with stats](https://www.kaggle.com/abcsds/pokemon) - Pokemon data with stats and types.

- [Pokemon Wonder Trade Results](https://data.world/notgibs/pokemon-wonder-trade-results) - Results of wonder trades in Pokemon Moon version.

- [Pokemon- Weedle's Cave](https://www.kaggle.com/terminus7/pokemon-challenge) - Battle data of Pokemon.

- [PokemonGO](https://www.kaggle.com/abcsds/pokemongo) - Pokemon and battle stats.

- [Predict'em All](https://www.kaggle.com/semioniy/predictemall) - Pokemon appear in PokemonGo over time.

- [PUBG Match Deaths and Statistics](https://www.kaggle.com/skihikingkevin/pubg-match-deaths) - Matches data.

- [Scrabble](https://github.com/onzie9/Quackle_Self_Play) - Data Quackle game matches.

- [Self Driving Car](https://www.kaggle.com/datasets/aslanahmedov/self-driving-carbehavioural-cloning) - Behavioural Cloning Complete Guide.

- [SkillCraft-StarCraft](https://www.kaggle.com/danofer/skillcraft) - StarCraft 2 league-level performance.

- [SMMnet](https://www.kaggle.com/leomauro/smmnet) - Network data from Super Mario Maker.

- [StarCraft 2 (UCI)](https://archive.ics.uci.edu/ml/datasets/SkillCraft1+Master+Table+Dataset) - Data stream of matches. [Paper](https://doi.org/10.1371/journal.pone.0075129).

- [StarCraft II matches history](https://www.kaggle.com/alimbekovkz/starcraft-ii-matches-history) - Results of matches.

- [StarCraft II Replay Analysis](https://www.kaggle.com/sfu-summit/starcraft-ii-replay-analysis) - Aggregation of the replays.

- [Starcraft: Scouting The Enemy](https://www.kaggle.com/kinguistics/starcraft-scouting-the-enemy) - Player reconnaissance in professional-level.

- [StarData](https://github.com/TorchCraft/StarData) - Matches, videos, etc. [Website](http://nova.wolfwork.com/dataMining.html), [paper](https://arxiv.org/abs/1708.02139).

- [Super Trunfo - Dinossaurs 2](https://www.kaggle.com/kandebonfim/super-trunfo-dinossaurs-2) - Cards of this game.

- [Terra Mystica Snellman Statistics](https://www.kaggle.com/lemonkoala/terra-mystica) - Game logs and statistics.

- [The Complete Pokemon Dataset](https://www.kaggle.com/rounakbanik/pokemon) - Pokemon data from all generations.

- [The Quick, Draw! Dataset](https://github.com/googlecreativelab/quickdraw-dataset) - Collection of 50 million drawings across 345 categories.

- [Travian buildings](https://www.kaggle.com/cblesa/travian-buildings) - Time, cost and bonus of buildings.

- [World of Warcraft Avatar History](https://www.kaggle.com/mylesoneill/warcraft-avatar-history) - Collection of records. [Website](http://mmnet.iis.sinica.edu.tw/dl/wowah/).

- [World of Warcraft Battlegrounds](https://www.kaggle.com/cblesa/world-of-warcraft-battlegrounds) - Details of battlegrounds.

### Related

- [Daily Game Companies Historical Stock Price](https://www.kaggle.com/datasets/psycon/game-companies-historical-stock-price-2022-04) - Game Companies Historical Stock Price 08.2022.

- [Google Play Store Apps](https://www.kaggle.com/lava18/google-play-store-apps) - Data from Play Store apps.

- [JVC Game Reviews](https://www.kaggle.com/floval/jvc-game-reviews) - Video game data from [JeuxVideo.com](http://www.jeuxvideo.com/).

- [Kickstarter Datasets](https://webrobots.io/kickstarter-datasets/) - Projects details.

- [Metacritic games](https://www.kaggle.com/destring/metacritic-reviewed-games-since-2000) - Games data from [metacritc](https://www.metacritic.com).

- [Over 13,000 Steam Games](https://www.kaggle.com/kingburrito666/over-13000-steam-games) - Prices of video games from Steam.

- [PEW-Gaming-Broadband](https://data.world/jshep512/pew-gaming-broadband) - Questions about video games.

- [Steam Game Data](https://github.com/CraigKelly/steam-data) - Combination of Steam API and Steam Spy.

- [Steam Games Dataset](https://www.kaggle.com/datasets/nikatomashvili/steam-games-dataset) - Dataset scraped from Steam search system.

- [Steam Review Datasets](https://github.com/mulhod/steam_reviews) - Steam user reviews.

- [Steam Store Games](https://www.kaggle.com/datasets/nikdavis/steam-store-games) - Information about 27,000 games scraped from Steam and SteamSpy APIs.

- [Steam Video Games](https://www.kaggle.com/tamber/steam-video-games) - Steam user interactions.

- [Vandal Game Reviews](https://www.kaggle.com/floval/12-000-video-game-reviews-from-vandal) - Game data from [Vandal.com](https://vandal.elespanol.com/).

- [Video Game DATA](https://www.kaggle.com/juttugarakesh/video-game-data) - Video games released.

- [Video Game Sales with Ratings](https://www.kaggle.com/rush4ratio/video-game-sales-with-ratings) - Video game sales and rating from [metacritc](https://www.metacritic.com).

- [Video Game Sales](https://www.kaggle.com/gregorut/videogamesales) - Sales data from games.

- [Video Games Data](https://www.kaggle.com/datasets/maso0dahmed/video-games-data) - Video games synopse.

- [Video Games Review](https://www.kaggle.com/launay10christian/video-games-review) - Reviews on [JeuxVideo.com](http://www.jeuxvideo.com/).

- [Video Games Sales 2019](https://www.kaggle.com/ashaheedq/video-games-sales-2019) - Sales and scores for games.

- [World Top 100 Countries by Game Revenues](https://knoema.com/T100GAMEREVENUES2016/world-top-100-countries-by-game-revenues) - Global game revenue.

______________________________________________________________________

## Market Research

- [Euro-Monitor, Video Games](https://www.euromonitor.com/) - Strategic Market Researcher.

- [Grand View Research, Digital Media](https://www.grandviewresearch.com/industry/digital-media) - Syndicated market research studies.

- [Newzoo](https://newzoo.com/) - View on the games market. Unparalleled insights and value.

- [Statista, Video Games](https://www.statista.com/topics/868/video-games/) - Market and opinion research institutes and data derived from the economic sector.

______________________________________________________________________

## Miscellaneous

- [Academic Torrents](http://academictorrents.com/) - Sharing enormous datasets.

- [Awesome ACG](https://github.com/soruly/awesome-acg) - Technologies related to anime, comic and games.

- [Awesome Gamedev](https://github.com/Calinou/awesome-gamedev) - Collection of open-source games.

- [AWS Datasets](https://aws.amazon.com/datasets/) - Amazon public datasets.

- [data.world](https://data.world) - Datasets.

- [datasets-games](https://github.com/cncplyr/datasets-games) - Datasets from a variety of games.

- [Games of Coding](https://github.com/michelpereira/awesome-gamesofcoding) - Games to teach programming language.

- [Games on GitHub](https://github.com/leereilly/games) - Popular videos games hosted in GitHub.

- [GitHub Activity Data](https://console.cloud.google.com/marketplace/details/github/github-repos?filter=solution-type:dataset&id=46ee22ab-2ca4-4750-81a7-3ee0f0150dcb) - Activity from open source GitHub repositories.

- [Gym OpenAI](https://gym.openai.com/) - Game toolkit for reinforcement learning algorithms.

- [Kaggle](http://kaggle.com/) - Data Science competitions, datasets and projects.

- [Libre Game Wiki](https://libregamewiki.org/Main_Page) - Free gaming encyclopedia.

- [Open HTML5 Games](https://github.com/OpenHTML5Games) - JavaScript and HTML5 games. [Play](https://openhtml5games.com/).

- [Open-source games](https://pt.wikipedia.org/wiki/Lista_de_jogos_de_c%C3%B3digo_aberto) - Open-source games (PT-BR).

- [Reddit - Datasets](https://www.reddit.com/r/datasets) - Forum of datasets.

- [UCI](https://archive.ics.uci.edu/) - Datasets.

- [Yahoo! Datasets](https://webscope.sandbox.yahoo.com/) - Datasets.

______________________________________________________________________

## License



- License: [Creative Commons Attribution-ShareAlike 4.0 International License](LICENSE)