baseline_0

main(chosen_model_no=0,
        use_spacy=False,
        use_soft_cosine_similarity=False,
        num_topics=None,
        no_below=5,
        no_above=0.5,
        normalize_vectors=False)

tf_idf Loading tokens 2019-03-24 12:17:15,662 : INFO : adding document #0 to Dictionary(0 unique tokens: []) 2019-03-24 12:17:18,461 : INFO : adding document #10000 to Dictionary(119578 unique tokens: ['-PRON-', 'action', 'affect', 'ally', 'an']...) 2019-03-24 12:17:20,944 : INFO : adding document #20000 to Dictionary(192872 unique tokens: ['-PRON-', 'action', 'affect', 'ally', 'an']...) 2019-03-24 12:17:23,366 : INFO : adding document #30000 to Dictionary(250954 unique tokens: ['-PRON-', 'action', 'affect', 'ally', 'an']...) 255118 2019-03-24 12:17:23,600 : INFO : built Dictionary(255118 unique tokens: ['-PRON-', 'action', 'affect', 'ally', 'an']...) from 30885 documents (total 7885592 corpus positions) 2019-03-24 12:17:24,059 : INFO : discarding 231029 tokens: [('-PRON-', 30238), ('an', 16990), ('game', 23546), ('in', 27568), ('of', 29090), ('the', 30318), ('this', 15532), ('to', 29821), ('with', 25261), ('a', 29432)]... 2019-03-24 12:17:24,059 : INFO : keeping 24089 tokens which were in no less than 5 and no more than 15442 (=50.0%) documents 2019-03-24 12:17:24,190 : INFO : resulting dictionary: Dictionary(24089 unique tokens: ['action', 'affect', 'ally', 'base', 'brand']...) 24089 2019-03-24 12:17:30,231 : INFO : collecting document frequencies 2019-03-24 12:17:30,231 : INFO : PROGRESS: processing document #0 2019-03-24 12:17:30,506 : INFO : PROGRESS: processing document #10000 2019-03-24 12:17:30,791 : INFO : PROGRESS: processing document #20000 2019-03-24 12:17:31,055 : INFO : PROGRESS: processing document #30000 2019-03-24 12:17:31,070 : INFO : calculating IDF weights for 30885 documents and 24088 features (3234325 matrix non-zeros) Corpus as Bag-of-Words Term Frequency * Inverse Document Frequency (Tf-Idf) 2019-03-24 12:17:31,162 : INFO : creating matrix with 30885 documents and 24089 features

Query appID: 570 (Dota 2)

Query appID: 578080 (PLAYERUNKNOWN'S BATTLEGROUNDS)

Query appID: 440 (Team Fortress 2)

Query appID: 730 (Counter-Strike: Global Offensive)

Query appID: 304930 (Unturned)

Query appID: 230410 (Warframe)

Query appID: 550 (Left 4 Dead 2)

Query appID: 444090 (Paladins®)

Query appID: 227940 (Heroes & Generals)

Query appID: 340 (Half-Life 2: Lost Coast)

Query appID: 218620 (PAYDAY 2)

Query appID: 236390 (War Thunder)

Query appID: 320 (Half-Life 2: Deathmatch)

Query appID: 4000 (Garry's Mod)

Query appID: 301520 (Robocraft)

Query appID: 240 (Counter-Strike: Source)

Query appID: 10 (Counter-Strike)

Query appID: 620 (Portal 2)

Query appID: 80 (Counter-Strike: Condition Zero)

Query appID: 291550 (Brawlhalla)

Query appID: 400 (Portal)

Query appID: 433850 (H1Z1)

Query appID: 271590 (Grand Theft Auto V)

Query appID: 72850 (The Elder Scrolls V: Skyrim)

Query appID: 238960 (Path of Exile)

Query appID: 291480 (Warface)

Query appID: 220 (Half-Life 2)

Query appID: 105600 (Terraria)

Query appID: 439700 (H1Z1 Test Server)

Query appID: 8930 (Sid Meier's Civilization® V)

Query appID: 304050 (Trove)

Query appID: 218230 (PlanetSide 2)

Query appID: 386360 (SMITE®)

Query appID: 360 (Half-Life Deathmatch: Source)

Query appID: 40 (Deathmatch Classic)

Query appID: 224260 (No More Room in Hell)

Query appID: 333930 (Dirty Bomb®)

Query appID: 252950 (Rocket League®)

Query appID: 49520 (Borderlands 2)

Query appID: 359550 (Tom Clancy's Rainbow Six® Siege)

Query appID: 582010 (MONSTER HUNTER: WORLD)

Query appID: 273110 (Counter-Strike Nexon: Zombies)

Query appID: 550650 (Black Squad)

Query appID: 322330 (Don't Starve Together)

Query appID: 30 (Day of Defeat)

Query appID: 60 (Ricochet)

Query appID: 252490 (Rust)

Query appID: 380 (Half-Life 2: Episode One)

Query appID: 381210 (Dead by Daylight)

Query appID: 300 (Day of Defeat: Source)

Query appID: 15700 (Oddworld: Abe's Oddysee®)

Query appID: 863550 (HITMAN™ 2)

Query appID: 70 (Half-Life)

Query appID: 420 (Half-Life 2: Episode Two)

Query appID: 50 (Half-Life: Opposing Force)

Query appID: 130 (Half-Life: Blue Shift)

Query appID: 346110 (ARK: Survival Evolved)

Query appID: 363970 (Clicker Heroes)

Query appID: 208090 (Loadout)

Query appID: 20 (Team Fortress Classic)

Query appID: 431960 (Wallpaper Engine)

Query appID: 227300 (Euro Truck Simulator 2)

Query appID: 273350 (Evolve Stage 2)

Query appID: 407530 (ARK: Survival Of The Fittest)

Query appID: 500 (Left 4 Dead)

Query appID: 319630 (Life is Strange - Episode 1)

Query appID: 203160 (Tomb Raider)

Query appID: 278360 (A Story About My Uncle)

Query appID: 219640 (Chivalry: Medieval Warfare)

Query appID: 109600 (Neverwinter)

Query appID: 221380 (Age of Empires II HD)

Query appID: 113400 (APB Reloaded)

Query appID: 253710 (theHunter Classic)

Query appID: 555570 (Infestation: The New Z)

Query appID: 292030 (The Witcher® 3: Wild Hunt)

Query appID: 377160 (Fallout 4)

Query appID: 10180 (Call of Duty®: Modern Warfare® 2)

Query appID: 255710 (Cities: Skylines)

Query appID: 20920 (The Witcher 2: Assassins of Kings Enhanced Edition)

Query appID: 57300 (Amnesia: The Dark Descent)

Query appID: 420970 (RoBoRumble)

Query appID: 219740 (Don't Starve)

Query appID: 339610 (Freestyle 2: Street Basketball)

Query appID: 1250 (Killing Floor)

Query appID: 7670 (BioShock™)

Query appID: 630 (Alien Swarm)

Query appID: 238320 (Outlast)

Query appID: 280790 (Creativerse)

Query appID: 12210 (Grand Theft Auto IV)

Query appID: 22380 (Fallout: New Vegas)

Query appID: 304390 (FOR HONOR™)

Query appID: 8870 (BioShock Infinite)

Query appID: 588430 (Fallout Shelter)

Query appID: 222880 (Insurgency)

Query appID: 209080 (Guns of Icarus Online)

Query appID: 48000 (LIMBO)

Query appID: 506540 (Last Man Standing)

Query appID: 55230 (Saints Row: The Third)

Query appID: 242760 (The Forest)

Query appID: 504230 (Celeste)

Query appID: 364470 (The Elder Scrolls®: Legends™)

Query appID: 794600 (LET IT DIE)

Query appID: 646570 (Slay the Spire)

Query appID: 814380 (Sekiro™: Shadows Die Twice)

Query appID: 583950 (Artifact)