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--- visibility: public --- # Game Datasets **repo:** [leomaurodesenv/game-datasets](https://github.com/leomaurodesenv/game-datasets) **category:** [[gaming|Gaming]] **related:** [[datasets|Datasets]] · [[game-development|Game Development]] --- # :video_game: Awesome Game Datasets [](https://awesome.re) [](https://github.com/leomaurodesenv/game-datasets) [](LICENSE) [](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 guides work with **Artificial Intelligence** or **Data Mining** in digital games. Find datasets, tools, and materials to build your _application_ or _dataset_. **Contributing** For suggestions or questions, open an issue. To contribute, read [this](CONTRIBUTING.md) and submit a pull request. ______________________________________________________________________ **Contents** - [:video_game: [Awesome](/@harrisonqian/awesome/wiki/miscellaneous/awesome) Game [Datasets](/@harrisonqian/awesome/wiki/miscellaneous/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](https://bf4db.com/stats) - Stats, rankings, and progression of a player. - [BoardGameGeek](https://boardgamegeek.com/wiki/page/BGG_XML_API2) - [Board games](/@harrisonqian/awesome/wiki/miscellaneous/board-games) data. - [Counter-Strike](https://github.com/pnxenopoulos/csgo) - data parsing for Counter-Strike: Global Offensive (CSGO). - [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. - [NEXARDA](https://www.nexarda.com/api) - Games and price data. - [OpenCritic](https://www.opencritic.com) - Game reviews aggregator. - [OpenDota](https://www.opendota.com/) - Platform providing Dota 2 data. - [PandaScore](https://pandascore.co/) - Realtime [eSports](/@harrisonqian/awesome/wiki/gaming/esports) data. - [PokéAPI](https://pokeapi.co/) - [Pokémon](/@harrisonqian/awesome/wiki/miscellaneous/pok-mon) 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](/@harrisonqian/awesome/wiki/learn/steam) data. [Website](https://steamdb.info/). - [Steambase](https://github.com/Steambase) - [Steam](/@harrisonqian/awesome/wiki/learn/steam) data tools and insights. [Website](https://steambase.io/). - [Steam Spy](https://github.com/topics/steamspy) - Game statistical from [Steam](/@harrisonqian/awesome/wiki/learn/steam) users profiles. - [Steam Web API](https://developer.valvesoftware.com/wiki/Steam_Web_API) - Query tool from [Steam](/@harrisonqian/awesome/wiki/learn/steam). - [TGDB](https://github.com/TheGamesDB/TheGamesDB/) - General information of games from any platform. [Website](https://thegamesdb.net/). - [TrendingNow.games](https://trendingnow.games/data-feeds) - Real-time trending [Steam](/@harrisonqian/awesome/wiki/learn/steam) game data with free CSV, RSS, and [JSON](/@harrisonqian/awesome/wiki/miscellaneous/json) feeds updated hourly. - [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](/@harrisonqian/awesome/wiki/platforms/apps), users stats and messages. [paper](https://doi.org/10.1145/1943552.1943569). ______________________________________________________________________ ## Artificial Intelligence - [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](https://www.flightgear.org/) - Flight simulator. - [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. - [Infinite Mario Bros](http://www.marioai.org/) - Super Mario competition. Platformer AI antecedent. [Website](http://julian.togelius.com/mariocompetition2009/). - [Malmo](https://github.com/Microsoft/malmo) - Platform built on top of [Minecraft](https://www.[minecraft](/@harrisonqian/awesome/wiki/gaming/minecraft).net/en-us/) game. - [microRTS](https://github.com/santiontanon/microrts) - RTS game competition. [PT-BR](https://github.com/rubensolv/MicroRTS). - [MiniDungeons](https://github.com/sentientdesigns/minidungeons) - 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. - [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. - [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](/@harrisonqian/awesome/wiki/development-environment/github).io/IEEE-CIG-Text-Adventurer-Competition/). - [The Genius](http://thegenius.sourceforge.net/) - [Chess](/@harrisonqian/awesome/wiki/gaming/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. - [Wargus](https://github.com/Wargus/wargus) - Real-time strategy game. [Website](https://wargus.[github](/@harrisonqian/awesome/wiki/development-environment/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. - [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](/@harrisonqian/awesome/wiki/development-environment/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. - [TapAI](https://github.com/leomaurodesenv/TapAI) - User interactions with a tap on screen game. - [WebNES](https://github.com/pubby) - Play rooms of NES in web browser. [Play](http://pubby.[github](/@harrisonqian/awesome/wiki/development-environment/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](/@harrisonqian/awesome/wiki/miscellaneous/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](/@harrisonqian/awesome/wiki/miscellaneous/analytics) and practical theory for movies, games, [music](/@harrisonqian/awesome/wiki/media/music) and books_. Springer. - Loh, A. Sheng, Y. Ifenthaler, D. (2015). _Serious games [analytics](/@harrisonqian/awesome/wiki/miscellaneous/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](/@harrisonqian/awesome/wiki/back-end-development/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](/@harrisonqian/awesome/wiki/gaming/roblox) App Google Store Reviews](https://www.kaggle.com/datasets/bwandowando/322k-roblox-app-google-store-reviews) - Google Store reviews of [Roblox](/@harrisonqian/awesome/wiki/gaming/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 Catalog](https://www.kaggle.com/datasets/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](/@harrisonqian/awesome/wiki/miscellaneous/board-games). - [Board Games Dataset](https://www.kaggle.com/datasets/sujaykapadnis/board-games) - [Board Games](/@harrisonqian/awesome/wiki/miscellaneous/board-games) Dataset from [BoardGameGeek](https://www.boardgamegeek.com/). - [Board Games Dataset](https://www.kaggle.com/datasets/gabrio/board-games-dataset) - Attributes and the ratings from [board games](/@harrisonqian/awesome/wiki/miscellaneous/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](/@harrisonqian/awesome/wiki/miscellaneous/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](/@harrisonqian/awesome/wiki/entertainment/fantasy) football (from 2014 to 2017). - [Chess Game Dataset (Lichess)](https://www.kaggle.com/datasets/datasnaek/chess) - [Chess](/@harrisonqian/awesome/wiki/gaming/chess) games, including moves, victor, rating, opening details and more. - [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](/@harrisonqian/awesome/wiki/learn/steam): Distilling the [Diversity](/@harrisonqian/awesome/wiki/health-and-social-science/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](/@harrisonqian/awesome/wiki/learn/steam) Reviews](https://www.kaggle.com/datasets/noahx1/csgo-[steam](/@harrisonqian/awesome/wiki/miscellaneous/steam)-reviews) - [Steam](/@harrisonqian/awesome/wiki/miscellaneous/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](/@harrisonqian/awesome/wiki/learn/steam) Reviews](https://www.kaggle.com/datasets/noahx1/elden-ring-[steam](/@harrisonqian/awesome/wiki/miscellaneous/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://github.com/NabajeetBarman/GamingHDRVideoSET) - A Dataset for Gaming Video [Streaming](/@harrisonqian/awesome/wiki/big-data/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](/@harrisonqian/awesome/wiki/entertainment/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](/@harrisonqian/awesome/wiki/learn/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](/@harrisonqian/awesome/wiki/databases/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](/@harrisonqian/awesome/wiki/miscellaneous/pok-mon) 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/datasets/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. - [World of Warcraft Battlegrounds](https://www.kaggle.com/cblesa/world-of-warcraft-battlegrounds) - Details of battlegrounds. ### Related - [Computer Games Dataset](https://www.kaggle.com/datasets/iamsouravbanerjee/computer-games-dataset) - Gaming World: A Comprehensive Computer Games Dataset. - [Google Play Store Apps](https://www.kaggle.com/lava18/google-play-store-apps) - Data from Play Store [apps](/@harrisonqian/awesome/wiki/platforms/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). - [NEXARDA Franchises](https://www.nexarda.com/pages/complete-list-of-video-game-franchises) - Franchises data from [nexarda.com](https://www.nexarda.com). - [NEXARDA Games](https://www.nexarda.com/pages/complete-list-of-video-games) - Games data from [nexarda.com](https://www.nexarda.com). - [NEXARDA Studios](https://www.nexarda.com/pages/complete-list-of-video-game-studios) - Developers and publishers data from [nexarda.com](https://www.nexarda.com). - [Nintendo Games](https://www.kaggle.com/datasets/joebeachcapital/nintendo-games) - Nintendo games for all platforms scraped from [metacritc](https://www.metacritic.com). - [Over 13,000 [Steam](/@harrisonqian/awesome/wiki/learn/steam) Games](https://www.kaggle.com/kingburrito666/over-13000-[steam](/@harrisonqian/awesome/wiki/miscellaneous/steam)-games) - Prices of video games from Steam. - [PC Games Sales](https://www.kaggle.com/datasets/khaiid/most-selling-pc-games) - Dataset of the best selling PC games. - [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](/@harrisonqian/awesome/wiki/learn/steam) API and [Steam](/@harrisonqian/awesome/wiki/miscellaneous/steam) Spy. - [Steam Games Dataset](https://www.kaggle.com/datasets/nikatomashvili/steam-games-dataset) - Dataset scraped from [Steam](/@harrisonqian/awesome/wiki/learn/steam) search system. - [Steam Review Datasets](https://github.com/mulhod/steam_reviews) - [Steam](/@harrisonqian/awesome/wiki/learn/steam) user reviews. - [Steam Store Games](https://www.kaggle.com/datasets/nikdavis/steam-store-games) - Information about 27,000 games scraped from [Steam](/@harrisonqian/awesome/wiki/learn/steam) and SteamSpy APIs. - [Steam Video Games](https://www.kaggle.com/datasets/tamber/steam-video-games) - [Steam](/@harrisonqian/awesome/wiki/learn/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/datasets/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. ______________________________________________________________________ ## 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](/@harrisonqian/awesome/wiki/miscellaneous/datasets). - [Awesome ACG](https://github.com/soruly/awesome-acg) - Technologies related to anime, comic and games. - [Awesome Esports](https://github.com/strift/awesome-esports) - Competitiosn using video games. - [Awesome Gamedev](https://github.com/Calinou/awesome-gamedev) - Collection of open-source games. - [AWS Datasets](https://aws.amazon.com/datasets/) - Amazon [public datasets](/@harrisonqian/awesome/wiki/big-data/public-datasets). - [data.world](https://data.world) - [Datasets](/@harrisonqian/awesome/wiki/miscellaneous/datasets). - [datasets-games](https://github.com/cncplyr/datasets-games) - [Datasets](/@harrisonqian/awesome/wiki/miscellaneous/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](/@harrisonqian/awesome/wiki/development-environment/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](/@harrisonqian/awesome/wiki/development-environment/github) repositories. - [Gym OpenAI](https://github.com/openai/gym) - Game toolkit for reinforcement [learning](/@harrisonqian/awesome/wiki/programming-languages/learning) [algorithms](/@harrisonqian/awesome/wiki/theory/algorithms). - [Kaggle](http://kaggle.com/) - [Data Science](/@harrisonqian/awesome/wiki/programming-languages/data-science) competitions, [datasets](/@harrisonqian/awesome/wiki/miscellaneous/datasets) and projects. - [Libre Game Wiki](https://libregamewiki.org/Main_Page) - Free gaming encyclopedia. - [Open [HTML5](/@harrisonqian/awesome/wiki/front-end-development/html5) Games](https://github.com/OpenHTML5Games) - [JavaScript](/@harrisonqian/awesome/wiki/programming-languages/javascript) and [HTML5](/@harrisonqian/awesome/wiki/front-end-development/html5) games. - [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](/@harrisonqian/awesome/wiki/miscellaneous/datasets). - [UCI](https://archive.ics.uci.edu/) - [Datasets](/@harrisonqian/awesome/wiki/miscellaneous/datasets). ______________________________________________________________________ ## License <a rel="license" href="LICENSE"><img alt="Creative Commons License" style="border-width:0" src="https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by-sa.svg" /></a> - License: [Creative Commons Attribution-ShareAlike 4.0 International License](LICENSE)