{"id":13688114,"url":"https://github.com/warchildmd/game2vec","last_synced_at":"2025-05-01T16:30:29.051Z","repository":{"id":83169656,"uuid":"85932391","full_name":"warchildmd/game2vec","owner":"warchildmd","description":"TensorFlow implementation of word2vec applied on https://www.kaggle.com/tamber/steam-video-games dataset, using both CBOW and Skip-gram.","archived":false,"fork":false,"pushed_at":"2019-02-12T16:10:35.000Z","size":17121,"stargazers_count":70,"open_issues_count":1,"forks_count":6,"subscribers_count":3,"default_branch":"master","last_synced_at":"2024-08-03T15:08:32.810Z","etag":null,"topics":["cbow","embeddings","game2vec","kaggle","skipgram","tensorflow","word2vec"],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/warchildmd.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2017-03-23T09:41:22.000Z","updated_at":"2024-01-04T16:12:35.000Z","dependencies_parsed_at":"2024-01-14T18:09:27.189Z","dependency_job_id":null,"html_url":"https://github.com/warchildmd/game2vec","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/warchildmd%2Fgame2vec","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/warchildmd%2Fgame2vec/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/warchildmd%2Fgame2vec/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/warchildmd%2Fgame2vec/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/warchildmd","download_url":"https://codeload.github.com/warchildmd/game2vec/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224266407,"owners_count":17283128,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["cbow","embeddings","game2vec","kaggle","skipgram","tensorflow","word2vec"],"created_at":"2024-08-02T15:01:07.004Z","updated_at":"2025-05-01T16:30:29.043Z","avatar_url":"https://github.com/warchildmd.png","language":"Jupyter Notebook","funding_links":[],"categories":["Jupyter Notebook"],"sub_categories":[],"readme":"# game2vec - games embeddings \n\nTensorFlow implementation of word2vec applied on https://www.kaggle.com/tamber/steam-video-games dataset, using both CBOW and Skip-gram.\n\nContext for each game is extracted from the other games that the user owns. For example if a user has three games: Dota 2, CS: GO, and Rocket League, this (input -\u003e label) pairs can be generated:\n\n * CBOW: ((Dota 2, CS: GO) -\u003e Rocket League), ((Dota 2, Rocket League) -\u003e CS: GO), ((CS: GO, Rocket League) -\u003e Dota 2)\n * Skip-gram: (Rocket League -\u003e (Dota 2, CS: GO)), (CS: GO -\u003e (Dota 2, Rocket League)), (Dota 2 -\u003e (CS: GO, Rocket League))\n\n\nFor more reference, please have a look at this papers:\n \n * [Distributed Representations of Words and Phrases and their Compositionality](http://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf)\n * [word2vec Parameter Learning Explained](http://www-personal.umich.edu/~ronxin/pdf/w2vexp.pdf)\n * [Explained: Deriving Mikolov et al.’s Negative-Sampling Word-Embedding Method](http://arxiv.org/pdf/1402.3722v1.pdf)\n \nThere are three training scripts:\n\n * **train_cbow.py** - training using CBOW, using both purchase and play actions into account as user context.\n * **train_cbow_weighted.py** - same as above, but, only play actions are taken into consideration, and the label is selected based on time played (more time played the game - higher the probability of being selected).\n * **train_skipgram.py** - training using Skip-gram, using both purchase and play actions into account as user context.\n \nEach script outputs an image with the game embeddings visualised using t-SNE, and a .npy file containing embeddings, dictionary, and reverse dictionary:\n```\n{\n    'embeddings': final_embeddings,\n    'idx_to_game': idx_to_game,\n    'game_to_idx': game_to_idx\n}\n```\n\nThere are three notebooks that load the embeddings + some examples:\n\n * **player_cbow.py** - loads embeddings_cbow.npy + example usage. \n * **player_cbow_weighted.py** - loads embeddings_cbow_weighted.npy + example usage.\n * **player_skipgram.py** - loads embeddings_skipgram.npy + example usage.\n \nVisualisations are found in .png files.\n\nExample training output:\n```\nThere are 3600 unique games in the data set.\n[(24, 9.9), (109, 2.9), (9, 1.3), (273, 0.7), (237, 6.2), (234, 58.0), (307, 10.8), (120, 10.6), (77, 0.5)]\n[\"Garry's Mod\", 'Half-Life 2 Episode One', 'Team Fortress 2', 'Counter-Strike', 'Day of Defeat Source', 'Counter-Strike Source', 'Audiosurf', 'Portal', 'Half-Life 2']\n[(238, 316.0)]\n['Empire Total War']\n[(241, 2.2), (234, 304.0), (9, 0.1), (580, 4.7), (237, 0.9)]\n['Alien Swarm', 'Counter-Strike Source', 'Team Fortress 2', 'Half-Life 2 Deathmatch', 'Day of Defeat Source']\n[(1983, 0.4)]\n['Snuggle Truck']\n240 -\u003e [1457]\nUnturned -\u003e Smashmuck Champions\n9 -\u003e [1457]\nTeam Fortress 2 -\u003e Smashmuck Champions\n240 -\u003e [1457]\nUnturned -\u003e Smashmuck Champions\n819 -\u003e [1457]\nTrove -\u003e Smashmuck Champions\n9 -\u003e [1457]\nTeam Fortress 2 -\u003e Smashmuck Champions\n240 -\u003e [1457]\nUnturned -\u003e Smashmuck Champions\n9 -\u003e [1457]\nTeam Fortress 2 -\u003e Smashmuck Champions\n819 -\u003e [1457]\nTrove -\u003e Smashmuck Champions\n[ 0  0  1  1  2  2  3  3  4  4  5  5  6  6  7  7  8  8  9  9 10 10 11 11 12\n 12 13 13 14 14 15 15 16 16 17 17 18 18 19 19 20 20 21 21 22 22 23 23 24 24\n 25 25 26 26 27 27 28 28 29 29 30 30 31 31 32 32 33 33 34 34 35 35 36 36 37\n 37 38 38 39 39 40 40 41 41 42 42 43 43 44 44 45 45 46 46 47 47 48 48 49 49\n 50 50 51 51 52 52 53 53 54 54 55 55 56 56 57 57 58 58 59 59 60 60 61 61 62\n 62 63 63]\nweights: [3600, 128]\nbiases: [3600]\nfinal_embed: [None, 128]\nInitialised\nAverage loss at step 0 : 104.436584473\nNearest to Company of Heroes: Gods Will Be Watching, Cloud Chamber, Oil Rush, Stealth Inc 2, Mordheim City of the Damned, FINAL FANTASY XIII-2, Amazing World, Perpetuum,\nNearest to Deus Ex Human Revolution: Duke Nukem Forever, Tom Clancy's H.A.W.X. 2, Full Mojo Rampage, Freight Tycoon Inc., GRID Autosport, 100% Orange Juice, Gunscape, Deus Ex Game of the Year Edition,\nNearest to Mirror's Edge: Critter Crunch, Lost Planet Extreme Condition - Colonies Edition, Tom Clancy's Splinter Cell Chaos Theory, Operation Flashpoint Red River, Year Walk, Ys I, Petz Horsez 2, Third Eye Crime,\nNearest to Counter-Strike Global Offensive: Majesty 2, Nancy Drew Danger on Deception Island , Amazing Adventures Around the World, X2 The Threat, Pirates, Vikings, \u0026 Knights II, Stargate Resistance, Heroes Over Europe, Duck Dynasty,\nNearest to Far Cry 3: Ubersoldier II, BookWorm Deluxe, Bridge Constructor Medieval, Nimble Writer, Fieldrunners 2, Carpe Diem, Dark Void, Sacred Gold,\nNearest to Team Fortress 2: Stronghold 2, Nexus The Jupiter Incident, Larva Mortus, Cossacks II Napoleonic Wars, Edge of Space, Don Bradman Cricket 14, Samantha Swift and the Golden Touch, Worms Crazy Golf,\nNearest to Fallout 4: Kinetic Void, Viscera Cleanup Detail Shadow Warrior, Alice Madness Returns, Gratuitous Space Battles, Desktop Dungeons, Peggle Extreme, Star Wars - Battlefront II, The Misadventures of P.B. Winterbottom,\nNearest to Batman Arkham Asylum GOTY Edition: WRC Powerslide, Bridge Constructor, World of Guns Gun Disassembly, the static speaks my name, The Curious Expedition, Fate of the World, Dead Mountaineer's Hotel, Undead Overlord,\nNearest to Half-Life 2: Railroad Pioneer, The Book of Unwritten Tales, Torchlight II, Endless Sky, One Way Heroics, Cabela's Big Game Hunter Pro Hunts, Resident Evil 5 / Biohazard 5, Medal of Honor(TM) Single Player,\nNearest to Orcs Must Die!: Gauntlet , Altitude, Polarity, Lume, Captain Forever Remix, TRI Of Friendship and Madness, Nightmares from the Deep 2 The Siren`s Call, Anno 2205,\nNearest to Space Pirates and Zombies: Doctor Who The Eternity Clock, Montague's Mount, Back to the Future Ep 2 - Get Tannen!, Twin Sector, Medieval II Total War Kingdoms, 100% Orange Juice, Alien Breed 2 Assault, Eternal Silence,\nNearest to FINAL FANTASY VII: Industry Giant 2, Anomaly 2, Escape Goat, Pirates of Black Cove, Nuclear Dawn, Insanely Twisted Shadow Planet, Desperados - Wanted Dead or Alive, Movie Studio 13 Platinum - Steam Powered,\nNearest to Saints Row IV: Arms Dealer, CroNix, Echelon, Sid Meier's Ace Patrol Pacific Skies, GunWorld, Wildlife Park 2, Intrusion 2, Avadon The Black Fortress,\nNearest to Fallout 3 - Game of the Year Edition: Project AURA, Guild of Dungeoneering, Child of Light, Defy Gravity, Minimon, SC2VN - The eSports Visual Novel, Nancy Drew Ghost of Thornton Hall, Thief Deadly Shadows,\nNearest to Dragon Age Origins - Ultimate Edition: Castlevania Lords of Shadow  Mirror of Fate HD, Vertiginous Golf, Sonic Adventure 2 , Patrician IV Steam Special Edition, bit Dungeon II, Swarm Arena, Zuma's Revenge! - Adventure, Fall of the New Age Premium Edition,\nNearest to PROTOTYPE 2: Football Tactics, DARK SOULS II Scholar of the First Sin, The Night of the Rabbit, Mutant Mudds Deluxe, Dungeon Defenders Eternity, Sam \u0026 Max 301 The Penal Zone, Crusader Kings II, Duke Nukem Forever ,\nAverage loss at step 2000 : 34.399090982\nAverage loss at step 4000 : 17.6512645052\nAverage loss at step 6000 : 14.1487481684\nAverage loss at step 8000 : 12.3442589823\nAverage loss at step 10000 : 11.3791581116\nNearest to Company of Heroes: Star Wars Dark Forces, Weather Lord The Successor's Path, Cloud Chamber, Freedom Planet, VVVVVV, Secret Of Magia, Dungeon Defenders, Habitat,\nNearest to Deus Ex Human Revolution: Homefront, Infinifactory, Fable - The Lost Chapters, War Thunder, 15 Days, Written in the Sky, Edge of Space, Faerie Solitaire,\nNearest to Mirror's Edge: Fingered, Canyon Capers, Floating Point, Resident Evil 5 / Biohazard 5, Slender The Arrival, Viscera Cleanup Detail Shadow Warrior, Always Sometimes Monsters, Grand Theft Auto V,\nNearest to Counter-Strike Global Offensive: Team Fortress 2, Fallout 4, Bus-Simulator 2012, SpeedRunners, Lunar Flight, Nosgoth, Left 4 Dead 2, Garry's Mod,\nNearest to Far Cry 3: Call of Duty Ghosts - Multiplayer, Shift 2 Unleashed, The Repopulation, Steel Storm Burning Retribution, RollerCoaster Tycoon 3 Platinum!, Third Eye Crime, Intergalactic Bubbles, Far Cry 4,\nNearest to Team Fortress 2: Counter-Strike Global Offensive, Unturned, Contrast, Fable - The Lost Chapters, Abducted, Driftmoon, Cultures - Northland, Football Manager 2015,\nNearest to Fallout 4: Counter-Strike Global Offensive, Devils Share, Unturned, Bob Came in Pieces, Galactic Civilizations I Ultimate Edition, The Clans - Saga of the Twins, Indigo Prophecy, Deadlings - Rotten Edition,\nNearest to Batman Arkham Asylum GOTY Edition: Mars Colony Challenger, Blockstorm, Rome Total War - Alexander, Deathmatch Classic, Fritz Chess 14, Cabela's African Adventures, LEGO Batman 2, Hatred,\nNearest to Half-Life 2: Intrusion 2, ORION Prelude, TDP5 Arena 3D, Runaway A Road Adventure, Far Cry, Avernum 4, Bloodbath Kavkaz, Mortal Kombat X,\nNearest to Orcs Must Die!: GUILTY GEAR XX ACCENT CORE PLUS R, Call of Duty Modern Warfare 2 - Multiplayer, Obscure 2, DOOM 3 BFG Edition, Max The Curse of Brotherhood, Monday Night Combat, Hyper Fighters, Secrets of Rtikon,\nNearest to Space Pirates and Zombies: DiRT 3 Complete Edition, Darkest Dungeon, Millie, Snapshot, Deathtrap, It came from space, and ate our brains, Else Heart.Break(), Quake Mission Pack 1 Scourge of Armagon,\nNearest to FINAL FANTASY VII: South Park The Stick of Truth, The Flame in the Flood, Eufloria HD, Ice Age Continental Drift Arctic Games, Bus-Simulator 2012, Ghostbusters Sanctum of Slime, Singularity, Amazing Adventures Around the World,\nNearest to Saints Row IV: Verdun, Cities Skylines, RollerCoaster Tycoon 3 Platinum!, The Expendabros, Hegemony Philip of Macedon, Blitzkrieg Anthology, TRI Of Friendship and Madness, The Sims(TM) 3,\nNearest to Fallout 3 - Game of the Year Edition: Prince of Persia The Two Thrones, Dust An Elysian Tail, Fieldrunners, Prison Tycoon 3 Lockdown, Incredipede, Nihilumbra, State of Decay Year-One, War of Beach,\nNearest to Dragon Age Origins - Ultimate Edition: Antichamber, NBA 2K15, Car Mechanic Simulator 2015, Ghostbusters Sanctum of Slime, Wickland, New kind of adventure, Homeworld Remastered Collection, Armello,\nNearest to PROTOTYPE 2: Offworld Trading Company, FIFA Manager 09, East India Company Gold, Delta Force Black Hawk Down, Buccaneer The Pursuit of Infamy, Arma 2 Operation Arrowhead Beta (Obsolete), Fallout 3, Agarest Zero,\nAverage loss at step 12000 : 9.93935323229\nAverage loss at step 14000 : 9.20145629555\nAverage loss at step 16000 : 8.79739663076\nAverage loss at step 18000 : 8.00816985276\nAverage loss at step 20000 : 7.85464020553\nNearest to Company of Heroes: Steel Storm Burning Retribution, Iron Warriors T-72 Tank Command, Sacred Gold, Crusader Kings II, Orcs Must Die! 2, Jack Lumber, Build-A-Lot 2, Serena,\nNearest to Deus Ex Human Revolution: Half-Life 2 Lost Coast, Jolly Rover, Velvet Assassin, Alien Breed Impact, Amazing Princess Sarah, SpeedRunners, Dragon Nest Europe, Sacred 2 Gold,\nNearest to Mirror's Edge: Giana Sisters Twisted Dreams, Blockscape, Piercing Blow, Razor2 Hidden Skies, TerraTech, CRYPTARK, March of War, Fingered,\nNearest to Counter-Strike Global Offensive: Dota 2, Left 4 Dead 2, Garry's Mod, War Thunder, No More Room in Hell, Counter-Strike Condition Zero, Dying Light, Arma 2,\nNearest to Far Cry 3: Call of Duty Modern Warfare 2 - Multiplayer, Codename Panzers - Cold War, Aerena, EverQuest Secrets of Faydwer, Talisman Digital Edition, The Black Watchmen, Build-A-Lot 2, Painkiller Recurring Evil,\nNearest to Team Fortress 2: Cubemen 2, War Thunder, Alien Swarm, Counter-Strike, Dota 2, Metaverse Construction Kit, Unturned, King Arthur Collection,\nNearest to Fallout 4: Crusader Kings II, Servo, Blockscape, Who's That Flying?!, Dungeons \u0026 Dragons Online, SpellForce 2 - Faith in Destiny, Toki Tori 2+, Death Skid Marks,\nNearest to Batman Arkham Asylum GOTY Edition: 10 Second Ninja, Commandos 2 Men of Courage, Elite Dangerous Horizons, Huntsman - The Orphanage Halloween Edition, BioShock Infinite, Beatbuddy Tale of the Guardians, Majesty Gold Edition, Burnout Paradise The Ultimate Box,\nNearest to Half-Life 2: Half-Life 2 Lost Coast, Portal, Half-Life 2 Episode Two, Counter-Strike Source, Audiosurf, Distance, Half-Life, Portal 2,\nNearest to Orcs Must Die!: Towns, Lakeview Cabin Collection, Endless Sky, Dungeons \u0026 Dragons Daggerdale, Mount \u0026 Blade Warband, CRYPTARK, Alter World, Bus-Simulator 2012,\nNearest to Space Pirates and Zombies: Crystals of Time, Mark of the Ninja, Banished, Wolfenstein The New Order, DiRT 3 Complete Edition, It came from space, and ate our brains, Snapshot, March of War,\nNearest to FINAL FANTASY VII: Crazy Machines 2, Solstice Arena, The Flame in the Flood, how do you Do It?, Dawn of Discovery - Venice, Beatbuddy Tale of the Guardians, Abyss The Wraiths of Eden, Ghostbusters Sanctum of Slime,\nNearest to Saints Row IV: Armello, Rise of Incarnates, Section 8, Assassin's Creed Revelations, The Flame in the Flood, LEGO The Lord of the Rings, Jagged Alliance Flashback, Divinity Dragon Commander,\nNearest to Fallout 3 - Game of the Year Edition: Sakura Spirit, State of Decay Year-One, Tom Clancy's Ghost Recon Phantoms - NA, Magic The Gathering  Duels of the Planeswalkers 2012, Dead Pixels, Freddi Fish and Luther's Maze Madness, FINAL FANTASY XI, Call of Duty Modern Warfare 3 - Multiplayer,\nNearest to Dragon Age Origins - Ultimate Edition: Peggle Extreme, Super Meat Boy, Divinity Original Sin, Grey Goo, Might \u0026 Magic Heroes VI, Zombie Panic Source, SCHAR Blue Shield Alliance, Call of Duty Black Ops II - Multiplayer,\nNearest to PROTOTYPE 2: FIFA Manager 09, Call of Duty Ghosts, Delta Force Black Hawk Down, Maia, Buccaneer The Pursuit of Infamy, EverQuest Secrets of Faydwer, SlamIt Pinball Big Score, Galactic Civilizations I Ultimate Edition,\nAverage loss at step 22000 : 7.51871938872\nAverage loss at step 24000 : 7.26883857368\nAverage loss at step 26000 : 7.10217741412\nAverage loss at step 28000 : 6.70527764418\nAverage loss at step 30000 : 6.50435507616\nNearest to Company of Heroes: Tropico 5, Habitat, Face Noir, Fading Hearts, Dark Souls Prepare to Die Edition, Warhammer 40,000 Dawn of War  Winter Assault, Divekick, Dungeons The Eye of Draconus,\nNearest to Deus Ex Human Revolution: Jolly Rover, Fallout 3 - Game of the Year Edition, David., Zafehouse Diaries, Carmageddon 2 Carpocalypse Now, Call of Duty Modern Warfare 3, Medieval Engineers, Time Mysteries 2 The Ancient Spectres,\nNearest to Mirror's Edge: Borderlands 2, Far Cry 3 Blood Dragon, NARUTO SHIPPUDEN Ultimate Ninja STORM Revolution, Left 4 Dead 2, Borderlands, The Hat Man Shadow Ward, LEGO MARVEL Super Heroes, Might \u0026 Magic Heroes Online,\nNearest to Counter-Strike Global Offensive: Team Fortress 2, Dead Island Epidemic, Left 4 Dead 2, PAYDAY 2, Unturned, Dota 2, Worms Clan Wars, Counter-Strike Condition Zero,\nNearest to Far Cry 3: Constant C, Serena, Left 4 Dead, PAYDAY 2, Hitman Absolution, DiggerOnline, Europa Universalis IV, Counter-Strike Condition Zero Deleted Scenes,\nNearest to Team Fortress 2: Counter-Strike Global Offensive, Unturned, Counter-Strike Source, Left 4 Dead 2, Dota 2, No More Room in Hell, Counter-Strike Nexon Zombies, APB Reloaded,\nNearest to Fallout 4: The Elder Scrolls V Skyrim, Dark Fall 1 The Journal, Blue Rose, Bad Rats, Larva Mortus, Metro 2033, Fieldrunners 2, The Forest,\nNearest to Batman Arkham Asylum GOTY Edition: Kingdoms of Amalur Reckoning, The Cat Lady, Commandos 2 Men of Courage, Huntsman - The Orphanage Halloween Edition, Magic The Gathering - Duels of the Planeswalkers 2013, Cricket Revolution, Spirits, Medieval II Total War,\nNearest to Half-Life 2: Half-Life 2 Lost Coast, Fallout 3, Half-Life 2 Deathmatch, Unturned, Trine, Paint the Town Red, Counter-Strike Source, Sniper Elite,\nNearest to Orcs Must Die!: Ether Vapor Remaster, Railroad Tycoon 3, Football Manager 2011, Cabela's Big Game Hunter Pro Hunts, Oh...Sir!, Grim Legends 2 Song of the Dark Swan, The Elder Scrolls III Morrowind, E.Y.E Divine Cybermancy,\nNearest to Space Pirates and Zombies: Crystals of Time, Euro Truck Simulator 2, Airport Madness World Edition, Atlantica Online, DUNGEONS - Steam Special Edition, METAL SLUG 3, Quake Mission Pack 1 Scourge of Armagon, It came from space, and ate our brains,\nNearest to FINAL FANTASY VII: Crazy Machines 2, The Settlers 7 Paths to a Kingdom - Gold Edition, Pretty Girls Mahjong Solitaire, Ninja Reflex Steamworks Edition, DARK SOULS II Scholar of the First Sin, The Elder Scrolls V Skyrim, CreaVures, Tomb Raider II,\nNearest to Saints Row IV: Minimon, Sol Survivor, Dungeons The Eye of Draconus, Section 8, Hamlet or the last game without MMORPG features, shaders and product placement, Starpoint Gemini 2, Grand Theft Auto V, Tom Clancy's H.A.W.X. 2,\nNearest to Fallout 3 - Game of the Year Edition: Alien Breed Impact, World in Conflict Soviet Assault, Deus Ex Human Revolution, 10 Second Ninja, Crysis, Call of Duty Black Ops - Multiplayer, Penny Arcade's On the Rain-Slick Precipice of Darkness 4, Light,\nNearest to Dragon Age Origins - Ultimate Edition: Ironclad Tactics, Kairo, Fable - The Lost Chapters, Silverfall, NBA 2K15, Sniper Elite V2, Clash of Puppets, Metro 2033 Redux,\nNearest to PROTOTYPE 2: FIFA Manager 09, Maia, Kerbal Space Program, SlamIt Pinball Big Score, EverQuest Secrets of Faydwer, FINAL FANTASY XI, Shadow Harvest Phantom Ops, Arma 2 Operation Arrowhead,\nAverage loss at step 32000 : 6.29452444088\nAverage loss at step 34000 : 6.19835431169\nAverage loss at step 36000 : 6.09576434309\nAverage loss at step 38000 : 5.71168697058\nAverage loss at step 40000 : 6.02205963767\nNearest to Company of Heroes: TrackMania Stadium, Homefront, Face Noir, Empire Total War, Half-Life Source, Jade Empire Special Edition, Cabela's Dangerous Hunts 2013, Legend of Mysteria,\nNearest to Deus Ex Human Revolution: Sniper Elite 3, Sleeping Dogs, Half-Life 2 Episode Two, H1Z1, Dead Space, Fritz Chess 14, Dead Island, Alan Wake,\nNearest to Mirror's Edge: Call of Duty Black Ops, Dragon Nest Europe, Grim Legends The Forsaken Bride, DOOM II Hell on Earth, Real Warfare, Counter-Strike Condition Zero, Doc Clock The Toasted Sandwich of Time, King's Bounty The Legend,\nNearest to Counter-Strike Global Offensive: Team Fortress 2, Unturned, Aftermath, Dota 2, War Thunder, Warframe, Rocket League, PAYDAY 2,\nNearest to Far Cry 3: Call of Duty Modern Warfare 3 - Multiplayer, Akane the Kunoichi, Metro Last Light, Dead State, Space Pirates and Zombies, Space Run, Mark of the Ninja, Chime,\nNearest to Team Fortress 2: Counter-Strike Global Offensive, Dota 2, Unturned, Garry's Mod, War Thunder, Counter-Strike Source, Robocraft, Warframe,\nNearest to Fallout 4: Saw, The Forest, S.T.A.L.K.E.R. Call of Pripyat, Cargo Commander, The Witcher Enhanced Edition, ARK Survival Evolved, Castle Crashers, The Elder Scrolls V Skyrim,\nNearest to Batman Arkham Asylum GOTY Edition: aerofly RC 7, Beatbuddy Tale of the Guardians, Ironcast, Cloudbuilt, Majesty 2, Final Slam 2, No Time to Explain, Sam \u0026 Max 205 What's New Beelzebub?,\nNearest to Half-Life 2: Day of Defeat Source, Half-Life 2 Deathmatch, Half-Life 2 Lost Coast, Fallout 3, Team Fortress 2, Alien Swarm, Garry's Mod, Dota 2,\nNearest to Orcs Must Die!: DOOM 3 BFG Edition, Lunar Flight, Wargame European Escalation, Dirty Bomb, Rake, Orcs Must Die! 2, Chivalry Medieval Warfare, The Binding of Isaac,\nNearest to Space Pirates and Zombies: Crystals of Time, DUNGEONS - Steam Special Edition, Far Cry 3, Darwinia, Airport Madness World Edition, Dead Effect, Abducted, Painkiller Hell \u0026 Damnation,\nNearest to FINAL FANTASY VII: Darksiders II, Crazy Machines 2, Ragnarok Online 2, Spoiler Alert, BattleSpace, Contrast, Penny Arcade's On the Rain-Slick Precipice of Darkness 3, Victim of Xen,\nNearest to Saints Row IV: Plants vs. Zombies Game of the Year, Firefly Online Cortex, OMSI 2, Portal 2, Counter-Strike Source, The Settlers 7 Paths to a Kingdom, Brick-Force, Hyperdimension Neptunia Re;Birth1,\nNearest to Fallout 3 - Game of the Year Edition: Just Cause 2, Epic Arena, King Arthur's Gold, Serious Sam 3 BFE, Natural Selection 2, War of the Roses, Sid Meier's Starships, BioShock,\nNearest to Dragon Age Origins - Ultimate Edition: The Guild II - Pirates of the European Seas, Kairo, Darkest Dungeon, Empire Total War, Fable - The Lost Chapters, Big Brain Wolf, Clash of Puppets, Star Wars - Battlefront II,\nNearest to PROTOTYPE 2: FIFA Manager 09, X-COM Interceptor, Kerbal Space Program, One Finger Death Punch, Maia, Dead Pixels, EverQuest Secrets of Faydwer, Lost Planet 2,\nAverage loss at step 42000 : 5.77674743121\nAverage loss at step 44000 : 5.61901905833\nAverage loss at step 46000 : 5.40736982761\nAverage loss at step 48000 : 5.51045300324\nAverage loss at step 50000 : 5.35962552965\nNearest to Company of Heroes: TrackMania Stadium, Yet Another Zombie Defense, Tropico 5, Jade Empire Special Edition, Legend of Mysteria, Medieval II Total War, Half-Life Source, Half-Life 2 Lost Coast,\nNearest to Deus Ex Human Revolution: Borderlands 2, Flesh Eaters, DarkStar One, Just Cause 2, The Elder Scrolls V Skyrim, Fallout 4, Counter-Strike Global Offensive, Men of War,\nNearest to Mirror's Edge: Fable - The Lost Chapters, Far Cry 3 Blood Dragon, DuckTales Remastered, Infestation Survivor Stories, Dead Space 2, Skyward Collapse, Black Fire, Memories of a Vagabond,\nNearest to Counter-Strike Global Offensive: Dota 2, Team Fortress 2, Rocket League, Dirty Bomb, Grand Theft Auto V, Unturned, PAYDAY 2, PAYDAY The Heist,\nNearest to Far Cry 3: Sid Meier's Civilization Beyond Earth, NightSky, F1 2013, X-COM UFO Defense, METAL SLUG 3, Fallout New Vegas, Grand Theft Auto San Andreas, Divinity Dragon Commander Beta,\nNearest to Team Fortress 2: Dota 2, Counter-Strike Global Offensive, Counter-Strike Source, Garry's Mod, Unturned, PAYDAY 2, Killing Floor, The Elder Scrolls V Skyrim,\nNearest to Fallout 4: Half-Life 2, Morphopolis, Dark Fall 1 The Journal, Metro 2033, The Cat Lady, The Elder Scrolls V Skyrim, Call of Duty Modern Warfare 3, Deus Ex Human Revolution,\nNearest to Batman Arkham Asylum GOTY Edition: Left 4 Dead 2, Serious Sam 2, Tom Clancy's Ghost Recon Advanced Warfighter, The Chaos Engine, BioShock, The Elder Scrolls IV Oblivion , Keen Dreams, Fallout New Vegas,\nNearest to Half-Life 2: Half-Life 2 Episode One, Counter-Strike Source, Half-Life 2 Episode Two, Portal 2, Half-Life 2 Lost Coast, Day of Defeat Source, Fallout 4, AdVenture Capitalist,\nNearest to Orcs Must Die!: Torchlight II, Lunar Flight, Counter-Strike Condition Zero, Strife, DOOM 3 BFG Edition, Doodle God, Deus Ex Human Revolution, Bastion,\nNearest to Space Pirates and Zombies: Crystals of Time, Jamestown, Fallout 3 - Game of the Year Edition, Mark of the Ninja, DUNGEONS - Steam Special Edition, METAL SLUG 3, Darwinia, Cloud Chamber,\nNearest to FINAL FANTASY VII: Ninja Reflex Steamworks Edition, Motorbike, Age of Empires III Complete Collection, Left 4 Dead 2, Asteria, Original War, Call of Duty Black Ops II - Multiplayer, Sunless Sea,\nNearest to Saints Row IV: Child of Light, Fingered, Grand Theft Auto V, H1Z1, Borderlands, Tribes Ascend, Counter-Strike Source, Garry's Mod,\nNearest to Fallout 3 - Game of the Year Edition: Counter-Strike Source, Sid Meier's Civilization V, Black Mesa, Orbital Gear, Survivalist, Fallout New Vegas, Into the Dark, Space Pirates and Zombies,\nNearest to Dragon Age Origins - Ultimate Edition: Robocraft, Skullgirls, Clash of Puppets, The Tiny Bang Story, Counter-Strike, Killing Floor, Dungeon Defenders, AaaaaAAaaaAAAaaAAAAaAAAAA!!! for the Awesome,\nNearest to PROTOTYPE 2: RAGE, F1 2013, FIFA Manager 09, Baldur's Gate II Enhanced Edition, RPG Maker VX Ace, DayZ, Sniper Elite V2, ACE COMBAT ASSAULT HORIZON Enhanced Edition,\nAverage loss at step 52000 : 5.23387034962\nAverage loss at step 54000 : 5.15490737957\nAverage loss at step 56000 : 5.02347424981\nAverage loss at step 58000 : 5.04178190088\nAverage loss at step 60000 : 5.10526000699\nNearest to Company of Heroes: Legend of Mysteria, Total War ROME II - Emperor Edition, Into the Dark, iBomber Defense Pacific, Yet Another Zombie Defense, Special Forces Team X, Assassin's Creed II, Cossacks Back to War,\nNearest to Deus Ex Human Revolution: Borderlands 2, Sniper Ghost Warrior 2, Fallout 4, Call of Duty Advanced Warfare, Call of Duty Modern Warfare 3 - Multiplayer, Sniper Elite 3, INK, Empire Total War,\nNearest to Mirror's Edge: Wasteland 1 - The Original Classic, ENSLAVED Odyssey to the West Premium Edition, Call of Duty Black Ops, Rome Total War, Mighty Gunvolt, FEZ, LYNE, 10 Second Ninja,\nNearest to Counter-Strike Global Offensive: Ace of Spades, Dota 2, Team Fortress 2, PAYDAY 2, Garry's Mod, Unturned, War Thunder, Grand Theft Auto V,\nNearest to Far Cry 3: The Talos Principle, Left 4 Dead, The Club, METAL SLUG 3, ONE PIECE PIRATE WARRIORS 3, Half-Life 2 Episode One, Wasteland Angel, Sid Meier's Civilization V,\nNearest to Team Fortress 2: Unturned, Counter-Strike Global Offensive, Sid Meier's Civilization V, Counter-Strike Source, Alien Swarm, Ace of Spades, War Thunder, Dirty Bomb,\nNearest to Fallout 4: DayZ, Tomb Raider, Call of Duty Advanced Warfare - Multiplayer, Deus Ex Human Revolution, Arma 2 Operation Arrowhead, Age of Empires II HD Edition, The Cat Lady, Insaniquarium! Deluxe,\nNearest to Batman Arkham Asylum GOTY Edition: Gurumin A Monstrous Adventure, RAGE, Ghost Encounters Deadwood - Collector's Edition, Mortal Kombat Kollection, Angry Video Game Nerd Adventures, Incredipede, Chessmaster, Commandos 2 Men of Courage,\nNearest to Half-Life 2: Half-Life 2 Episode One, Day of Defeat Source, Half-Life 2 Lost Coast, Half-Life 2 Episode Two, Sid Meier's Civilization V, Fallout, Counter-Strike Source, Legend of Dungeon,\nNearest to Orcs Must Die!: Borderlands 2, Waveform, Football Manager 2011, Into the Dark, Left 4 Dead 2, Spiral Knights, Viridi, Space Colony,\nNearest to Space Pirates and Zombies: METAL SLUG 3, Darwinia, One Way Heroics, Close Your Eyes, Mark of the Ninja, Fallout 3 - Game of the Year Edition, Crystals of Time, Tomb Raider Anniversary,\nNearest to FINAL FANTASY VII: The Secret of Monkey Island Special Edition, Dragon Quest Heroes, Hack, Slash, Loot, Age of Empires III Complete Collection, Skulls of the Shogun, Ninja Reflex Steamworks Edition, Blacklight Tango Down, Heavy Bullets,\nNearest to Saints Row IV: Styx Master of Shadows, Grand Theft Auto V, Fading Hearts, Nancy Drew Danger on Deception Island , Jagged Alliance Crossfire, Warhammer 40,000 Dawn of War  Winter Assault, The Expendabros, Max The Curse of Brotherhood,\nNearest to Fallout 3 - Game of the Year Edition: Counter-Strike Source, Borderlands 2, The Elder Scrolls V Skyrim, Fallout New Vegas, Tomb Raider, SimCity 4 Deluxe, Fable - The Lost Chapters, Rust,\nNearest to Dragon Age Origins - Ultimate Edition: The Tiny Bang Story, Magicka, Far Cry 3 Blood Dragon, BioShock, Half-Life 2 Deathmatch, Joe Danger, SUPER DISTRO, Might \u0026 Magic Heroes VI,\nNearest to PROTOTYPE 2: FIFA Manager 09, Watchmen The End Is Nigh Part 2, F1 2013, RAGE, FINAL FANTASY XI, Controller Companion, Max Payne 3, RPG Maker VX Ace,\nAverage loss at step 62000 : 5.04800261237\nAverage loss at step 64000 : 4.82001546143\nAverage loss at step 66000 : 4.79032419768\nAverage loss at step 68000 : 4.79491334222\nAverage loss at step 70000 : 4.60082254729\nNearest to Company of Heroes: Into the Dark, Project CARS, Company of Heroes (New Steam Version), Keep Talking and Nobody Explodes, Besiege, Resident Evil 6 / Biohazard 6, iBomber Defense Pacific, Civil War II,\nNearest to Deus Ex Human Revolution: Call of Duty Black Ops, Amazing Princess Sarah, Half-Life 2 Episode One, Alan Wake, D.U.S.T., Dishonored, Fallout 3 - Game of the Year Edition, Risen 2 - Dark Waters,\nNearest to Mirror's Edge: Infestation Survivor Stories, Thief Town, Titan Quest Immortal Throne, Rogue Shooter The FPS Roguelike, Silent Hill Homecoming, Defiance, Warside, Left 4 Dead 2,\nNearest to Counter-Strike Global Offensive: Dota 2, Left 4 Dead 2, Ace of Spades, Counter-Strike Source, Chivalry Medieval Warfare, Rocket League, Warframe, Half-Life 2 Deathmatch,\nNearest to Far Cry 3: Goodbye Deponia, METAL GEAR SOLID V GROUND ZEROES, Tomb Raider, The Club, Beatbuddy Tale of the Guardians, MLB 2K11, Take Command Second Manassas, Puzzle Agent 2,\nNearest to Team Fortress 2: Left 4 Dead 2, Unturned, Dota 2, Counter-Strike Source, Robocraft, Left 4 Dead, Garry's Mod, Injustice Gods Among Us Ultimate Edition,\nNearest to Fallout 4: Warhammer 40,000 Dawn of War II  Retribution, Arma 2 DayZ Mod, Sid Meier's Civilization V, Blue Rose, The Cat Lady, Metro Last Light, Divekick, Darkwind War on Wheels,\nNearest to Batman Arkham Asylum GOTY Edition: Flora's Fruit Farm, Team Fortress 2, Batman Arkham City GOTY, Ryse Son of Rome, Gurumin A Monstrous Adventure, Tom Clancy's Ghost Recon Advanced Warfighter, Injustice Gods Among Us Ultimate Edition, To the Moon,\nNearest to Half-Life 2: Half-Life 2 Lost Coast, Portal, Half-Life 2 Episode Two, Left 4 Dead 2, Half-Life 2 Deathmatch, Alien Swarm, Sniper Elite V2, Abducted,\nNearest to Orcs Must Die!: Ricochet, Football Manager 2011, Proteus, Left 4 Dead 2, Half-Life 2 Lost Coast, The Elder Scrolls V Skyrim, RADical ROACH Deluxe Edition, Age of Chivalry,\nNearest to Space Pirates and Zombies: World of Goo, One Way Heroics, Lost Planet 3, Natural Selection 2, Mark of the Ninja, Endless Legend, Synergy, Kingdom Wars 2 Battles,\nNearest to FINAL FANTASY VII: Blockstorm, Trine 2, Fight The Dragon, Numba Deluxe, Nightmares from the Deep 2 The Siren`s Call, Hack, Slash, Loot, Sid Meier's Civilization V, Brawlhalla,\nNearest to Saints Row IV: The Elder Scrolls V Skyrim, Skyborn, Call of Duty Modern Warfare 2, Euro Truck Simulator 2, Divekick, Dota 2, Borderlands, Tomb Raider,\nNearest to Fallout 3 - Game of the Year Edition: Counter-Strike, Borderlands 2, Call of Duty Black Ops, Sid Meier's Civilization V, Half-Life 2 Episode One, Deus Ex Human Revolution, Fallout New Vegas, Call of Duty 4 Modern Warfare,\nNearest to Dragon Age Origins - Ultimate Edition: Portal, Trine 2, Dungeon Defenders, The Guild II - Pirates of the European Seas, Half-Life 2, English Country Tune, The Wonderful End of the World, Sid Meier's Civilization V,\nNearest to PROTOTYPE 2: Watchmen The End Is Nigh Part 2, FIFA Manager 09, FINAL FANTASY XI, Rocket League, Sid Meier's Civilization V, F1 2013, Delta Force Black Hawk Down, Eldritch,\nAverage loss at step 72000 : 4.73599131392\nAverage loss at step 74000 : 4.75961158764\nAverage loss at step 76000 : 4.72977783997\nAverage loss at step 78000 : 4.74504403515\nAverage loss at step 80000 : 4.63175743622\nNearest to Company of Heroes: Assassin's Creed, Company of Heroes Tales of Valor, Post Mortem, The Ball, Legend of Mysteria, TransOcean The Shipping Company, S.K.I.L.L. - Special Force 2, Into the Dark,\nNearest to Deus Ex Human Revolution: Call of Duty Black Ops - Multiplayer, Darksiders, Fallout New Vegas, Call of Duty Modern Warfare 3, Psycho Starship Rampage, Obscure 2, Wargame European Escalation, Red Faction Armageddon,\nNearest to Mirror's Edge: A Valley Without Wind 2, The Cat Lady, The Nightmare Cooperative, Team Fortress 2, Fingered, Rampage Knights, Chivalry Medieval Warfare, Trine,\nNearest to Counter-Strike Global Offensive: Team Fortress 2, Grand Theft Auto IV, Garry's Mod, Dota 2, Counter-Strike, Dirty Bomb, Trove, Abducted,\nNearest to Far Cry 3: METAL GEAR SOLID V GROUND ZEROES, Operation Flashpoint Dragon Rising, Citadels, Take Command Second Manassas, Enemy Front, MLB 2K11, Halo Spartan Assault, Sid Meier's Civilization V,\nNearest to Team Fortress 2: Dota 2, Counter-Strike Global Offensive, Unturned, Garry's Mod, Counter-Strike Source, War Thunder, Dirty Bomb, Call of Duty Modern Warfare 3 - Multiplayer,\nNearest to Fallout 4: MURDERED SOUL SUSPECT, Sid Meier's Civilization V, Darkest Dungeon, Age of Empires III Complete Collection, Coin Crypt, The Cat Lady, Dragon Age Origins - Ultimate Edition, StarDrive 2,\nNearest to Batman Arkham Asylum GOTY Edition: The Binding of Isaac, Metro 2033, Saints Row 2, THE KING OF FIGHTERS XIII STEAM EDITION, Disney Infinity 3.0 Play Without Limits, Worms Reloaded, To the Moon, Incredipede,\nNearest to Half-Life 2: Half-Life 2 Deathmatch, Half-Life 2 Episode Two, Portal, Portal 2, Day of Defeat Source, Counter-Strike Global Offensive, Counter-Strike Source, Counter-Strike,\nNearest to Orcs Must Die!: Proteus, Left 4 Dead 2, Armada 2526, Worms Armageddon, Enigmatis 2 The Mists of Ravenwood, Gods Will Be Watching, Blacklight Retribution, Killing Floor,\nNearest to Space Pirates and Zombies: One Way Heroics, Abyss Odyssey, Endless Legend, Original War, Lost Planet 3, Kingdom Wars 2 Battles, Airport Madness World Edition, Ben There, Dan That!,\nNearest to FINAL FANTASY VII: The Raven - Legacy of a Master Thief, Bientt l't, Oscura Lost Light, Shoot Many Robots, Audiosurf, Deus Ex Human Revolution, Defense Grid 2 A Matter of Endurance, Alice Madness Returns,\nNearest to Saints Row IV: Garry's Mod, Grand Theft Auto V, Borderlands 2, Clicker Heroes, SpeedRunners, Robocraft, Toribash, Left 4 Dead 2,\nNearest to Fallout 3 - Game of the Year Edition: Borderlands 2, The Elder Scrolls V Skyrim, Terraria, Dungeonbowl Knockout Edition, Torchlight II, Left 4 Dead 2, Grand Theft Auto V, Counter-Strike Source,\nNearest to Dragon Age Origins - Ultimate Edition: Adventure Park, Alien Swarm, Ori and the Blind Forest, BioShock, Battlestations Midway, Trine 2, Path of Exile, Fable - The Lost Chapters,\nNearest to PROTOTYPE 2: Arma 2, White Noise Online, Eldritch, Commandos 2 Men of Courage, F1 2013, Watchmen The End Is Nigh Part 2, The Clockwork Man, Stellar 2D,\nAverage loss at step 82000 : 4.64234270844\nAverage loss at step 84000 : 4.5202592012\nAverage loss at step 86000 : 4.51721813962\nAverage loss at step 88000 : 4.36882975928\nAverage loss at step 90000 : 4.51606586085\nNearest to Company of Heroes: Warhammer 40,000 Dawn of War II  Retribution, Alien Isolation, The Dark Eye Chains of Satinav, Awesomenauts, Dungeons of Dredmor, LEGO Batman 3 Beyond Gotham, Half-Life 2 Episode One, Keen Dreams,\nNearest to Deus Ex Human Revolution: Obscure 2, Call of Duty Black Ops II, Bastion, Hospital Tycoon, Half-Life 2 Episode One, Homefront, Tom Clancy's Ghost Recon Phantoms - EU, BioShock,\nNearest to Mirror's Edge: Team Fortress 2, Rogue Legacy, Unturned, Rise of Incarnates, Trine 2, RaceRoom Racing Experience , Jagged Alliance 2 - Wildfire , Loadout,\nNearest to Counter-Strike Global Offensive: Dota 2, Trove, Garry's Mod, Half-Life 2 Deathmatch, Robocraft, Warframe, Counter-Strike Source, Team Fortress 2,\nNearest to Far Cry 3: Subnautica, The Inner World, Horizon Shift, Close Combat - Gateway to Caen, Fearless Fantasy, BioShock, Wasteland 2, Industry Giant 2,\nNearest to Team Fortress 2: Dota 2, Warframe, Garry's Mod, No More Room in Hell, Unturned, Counter-Strike Source, Counter-Strike Global Offensive, Alien Swarm,\nNearest to Fallout 4: Dying Light, TERA, Tomb Raider, Infestation Survivor Stories, Counter-Strike Global Offensive, The Forest, The Cat Lady, Call of Duty Modern Warfare 3,\nNearest to Batman Arkham Asylum GOTY Edition: Assassin's Creed II, Dead Island Epidemic, Psycho Starship Rampage, Left 4 Dead 2, Dive to the Titanic, Wallace \u0026 Gromit Ep 3 Muzzled!, Why So Evil 2 Dystopia, L.A. Noire,\nNearest to Half-Life 2: Dota 2, Half-Life 2 Episode One, Portal, Half-Life 2 Deathmatch, Half-Life 2 Episode Two, Day of Defeat Source, Legend of Dungeon, Grand Theft Auto IV,\nNearest to Orcs Must Die!: Dragons and Titans, Armada 2526, Dungeon Siege 2, Proteus, Pressure, Company of Heroes Opposing Fronts, Worms Armageddon, Akuatica,\nNearest to Space Pirates and Zombies: The Witcher 2 Assassins of Kings Enhanced Edition, Halfway, Killing Floor, Hyperdimension Neptunia Re;Birth1, This War of Mine, Endless Legend, Airport Madness World Edition, Original War,\nNearest to FINAL FANTASY VII: Aura Kingdom, TowerFall Ascension, Circuits, Tales from the Borderlands, Dark Arcana The Carnival, Aggression Europe Under Fire, Prince of Persia, Retro City Rampage DX,\nNearest to Saints Row IV: Garry's Mod, Creativerse, Grand Theft Auto V, Styx Master of Shadows, Euro Truck Simulator 2, Deadpool, Block N Load, Dota 2,\nNearest to Fallout 3 - Game of the Year Edition: Borderlands The Pre-Sequel, Space Colony, Marlow Briggs, Fallout, Dungeonbowl Knockout Edition, Thief Deadly Shadows, Gurumin A Monstrous Adventure, Pillars of Eternity,\nNearest to Dragon Age Origins - Ultimate Edition: Fable - The Lost Chapters, Portal, Sid Meier's Civilization V, DARK SOULS II, Sanctum 2, Adventure Park, RAW - Realms of Ancient War, Far Cry 3 Blood Dragon,\nNearest to PROTOTYPE 2: White Noise Online, Rock of Ages, S.K.I.L.L. - Special Force 2, Star Crusade CCG, Blackguards, Anomaly Korea, Subnautica, ONE PIECE PIRATE WARRIORS 3,\nAverage loss at step 92000 : 4.22607941908\nAverage loss at step 94000 : 4.34663830309\nAverage loss at step 96000 : 4.25896469482\nAverage loss at step 98000 : 4.33921565647\nAverage loss at step 100000 : 4.32336386931\nNearest to Company of Heroes: Company of Heroes Tales of Valor, Call of Duty Modern Warfare 2, Company of Heroes (New Steam Version), Warhammer 40,000 Dawn of War II  Retribution, RWBY Grimm Eclipse, Warhammer 40,000 Dawn of War II, Warlock - Master of the Arcane, Burnout Paradise The Ultimate Box,\nNearest to Deus Ex Human Revolution: RPG Maker 2000, Midnight Mysteries Salem Witch Trials, aerofly RC 7, Constant C, Star Wolves 3 Civil War, Neverwinter Nights 2 Platinum, Conflict Denied Ops, Call of Duty Modern Warfare 3,\nNearest to Mirror's Edge: Team Fortress 2, PAYDAY 2, Call of Duty Black Ops II - Multiplayer, Unturned, Call of Duty Modern Warfare 3, Call of Duty World at War, Slender The Arrival, Need for Speed SHIFT,\nNearest to Counter-Strike Global Offensive: Rocket League, Trove, Garry's Mod, Dota 2, Team Fortress 2, Arma 2 Operation Arrowhead, Loadout, Unturned,\nNearest to Far Cry 3: DiRT 3, Sniper Elite V2, Portal, BioShock Infinite, DC Universe Online, Portal 2, Run and Fire, Dota 2,\nNearest to Team Fortress 2: Counter-Strike Source, Unturned, Trove, Garry's Mod, Counter-Strike Global Offensive, Dota 2, Robocraft, No More Room in Hell,\nNearest to Fallout 4: Obscure 2, The Elder Scrolls V Skyrim, Grand Theft Auto V, The Forest, Dying Light, Call of Duty World at War, FINAL FANTASY XI, Call of Duty Black Ops,\nNearest to Batman Arkham Asylum GOTY Edition: SanctuaryRPG Black Edition, Batman Arkham City GOTY, BioShock, Spec Ops The Line, Assassin's Creed II, Half-Life, Let the Cat In, BioShock 2,\nNearest to Half-Life 2: Half-Life 2 Episode Two, Half-Life 2 Episode One, Half-Life 2 Deathmatch, Portal 2, Day of Defeat Source, Half-Life, Half-Life 2 Lost Coast, Portal,\nNearest to Orcs Must Die!: Worms Armageddon, Blacklight Retribution, Tree of Life, Call of Juarez The Cartel, Mafia II, Wizardry Online, Resident Evil 5 / Biohazard 5, Borderlands 2 RU,\nNearest to Space Pirates and Zombies: Halfway, Abducted, Torchlight II, Killing Floor, Guilty Gear Isuka, Hyperdimension Neptunia Re;Birth1, Airport Madness World Edition, Abyss Odyssey,\nNearest to FINAL FANTASY VII: Dark Arcana The Carnival, War of Beach, Divinity Original Sin, Uncrowded, The Flame in the Flood, Saints Row The Third, Fallen Earth, FEZ,\nNearest to Saints Row IV: Dota 2, Akuatica, Styx Master of Shadows, Grand Theft Auto V, Borderlands 2, Deadpool, Counter-Strike Nexon Zombies, DC Universe Online,\nNearest to Fallout 3 - Game of the Year Edition: ibb \u0026 obb, Space Hulk Ascension, Torchlight II, Half-Life 2 Episode Two, Trine 2, Ghostbusters Sanctum of Slime, You Need A Budget 4 (YNAB), Fable - The Lost Chapters,\nNearest to Dragon Age Origins - Ultimate Edition: Thief 2, Grand Theft Auto San Andreas, The Guild II - Pirates of the European Seas, Hacknet, XCOM Enemy Unknown, Sid Meier's Starships, MURDERED SOUL SUSPECT, Europa Universalis IV,\nNearest to PROTOTYPE 2: White Noise Online, Anomaly Korea, Rock of Ages, GRID 2, Blackguards, Assassin's Creed Brotherhood, Alien Rage - Unlimited, Shift 2 Unleashed,\n\nData saved to embeddings_cbow_weighted.npy\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwarchildmd%2Fgame2vec","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fwarchildmd%2Fgame2vec","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwarchildmd%2Fgame2vec/lists"}