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Wok edited this page Mar 25, 2019 · 1 revision 
    main(chosen_model_no=7,
         use_spacy=False,
         use_soft_cosine_similarity=False,
         num_topics=None,
         no_below=5,
         no_above=0.5,
         normalize_vectors=False)

hdp_bow Loading tokens 2019-03-25 11:18:06,449 : INFO : adding document #0 to Dictionary(0 unique tokens: []) 2019-03-25 11:18:10,041 : INFO : adding document #10000 to Dictionary(119578 unique tokens: ['-PRON-', 'action', 'affect', 'ally', 'an']...) 2019-03-25 11:18:13,050 : INFO : adding document #20000 to Dictionary(192872 unique tokens: ['-PRON-', 'action', 'affect', 'ally', 'an']...) 2019-03-25 11:18:16,064 : INFO : adding document #30000 to Dictionary(250954 unique tokens: ['-PRON-', 'action', 'affect', 'ally', 'an']...) 255118 2019-03-25 11:18:16,284 : INFO : built Dictionary(255118 unique tokens: ['-PRON-', 'action', 'affect', 'ally', 'an']...) from 30885 documents (total 7885592 corpus positions) 2019-03-25 11:18:16,780 : INFO : discarding 231029 tokens: [('-PRON-', 30238), ('an', 16990), ('game', 23546), ('in', 27568), ('of', 29090), ('the', 30318), ('this', 15532), ('to', 29821), ('with', 25261), ('a', 29432)]... 2019-03-25 11:18:16,780 : INFO : keeping 24089 tokens which were in no less than 5 and no more than 15442 (=50.0%) documents 2019-03-25 11:18:16,890 : INFO : resulting dictionary: Dictionary(24089 unique tokens: ['action', 'affect', 'ally', 'base', 'brand']...) 24089 2019-03-25 11:18:23,220 : INFO : collecting document frequencies 2019-03-25 11:18:23,220 : INFO : PROGRESS: processing document #0 2019-03-25 11:18:23,534 : INFO : PROGRESS: processing document #10000 2019-03-25 11:18:23,843 : INFO : PROGRESS: processing document #20000 2019-03-25 11:18:24,123 : INFO : PROGRESS: processing document #30000 2019-03-25 11:18:24,149 : INFO : calculating IDF weights for 30885 documents and 24088 features (3234325 matrix non-zeros) Corpus as Bag-of-Words Hierarchical Dirichlet Process (HDP) 2019-03-25 11:20:12,621 : INFO : (0, '0.008or + 0.007player + 0.007new + 0.007world + 0.005play + 0.005all + 0.005one + 0.005up + 0.004more + 0.004use') 2019-03-25 11:20:12,653 : INFO : (1, '0.007world + 0.007or + 0.006new + 0.006player + 0.005play + 0.005all + 0.005one + 0.005level + 0.005up + 0.004use') 2019-03-25 11:20:12,668 : INFO : (2, '0.006or + 0.006world + 0.006new + 0.005all + 0.005play + 0.005level + 0.004player + 0.004one + 0.004up + 0.004use') 2019-03-25 11:20:12,715 : INFO : (3, '0.007new + 0.006world + 0.006or + 0.006player + 0.005all + 0.004play + 0.004up + 0.004time + 0.004more + 0.004one') 2019-03-25 11:20:12,746 : INFO : (4, '0.006new + 0.003player + 0.003level + 0.003play + 0.003or + 0.003all + 0.003up + 0.002world + 0.002mode + 0.002one') 2019-03-25 11:20:12,762 : INFO : (5, '0.004world + 0.003new + 0.002all + 0.002over + 0.002player + 0.002or + 0.002city + 0.002through + 0.002one + 0.002use') 2019-03-25 11:20:12,793 : INFO : (6, '0.004new + 0.002or + 0.002player + 0.002world + 0.002one + 0.002force + 0.002all + 0.002battle + 0.002into + 0.002story') 2019-03-25 11:20:12,809 : INFO : (7, '0.004new + 0.003player + 0.002world + 0.002first + 0.002experience + 0.002play + 0.002or + 0.002up + 0.002all + 0.002more') 2019-03-25 11:20:12,825 : INFO : (8, '0.004new + 0.002all + 0.002or + 0.002player + 0.001use + 0.001enemy + 0.001play + 0.001take + 0.001first + 0.001railway') 2019-03-25 11:20:12,856 : INFO : (9, '0.003new + 0.002all + 0.002player + 0.002up + 0.001or + 0.001race + 0.001more + 0.001car + 0.001one + 0.001mode') 2019-03-25 11:20:12,887 : INFO : (10, '0.003war + 0.003new + 0.003or + 0.002battle + 0.002unit + 0.002control + 0.002mission + 0.001take + 0.001command + 0.001include') 2019-03-25 11:20:12,903 : INFO : (11, '0.003new + 0.002world + 0.002player + 0.001weapon + 0.001system + 0.001gameplay + 0.001into + 0.001combat + 0.001take + 0.001sacred') 2019-03-25 11:20:12,934 : INFO : (12, '0.002play + 0.001nancy + 0.001adventure + 0.001puzzle + 0.001drew + 0.001solve + 0.001player + 0.001take + 0.001or + 0.001explore') 2019-03-25 11:20:12,965 : INFO : (13, '0.001action + 0.001power + 0.001new + 0.001battle + 0.001enemy + 0.001or + 0.001up + 0.001against + 0.001all + 0.001world') 2019-03-25 11:20:12,981 : INFO : (14, '0.002new + 0.001or + 0.001own + 0.001first + 0.001ship + 0.001play + 0.001universe + 0.001all + 0.001experience + 0.001take') 2019-03-25 11:20:13,012 : INFO : (15, '0.004new + 0.002civilization + 0.002unique + 0.001player + 0.001two + 0.001defense + 0.001leader + 0.001each + 0.001world + 0.001pack') 2019-03-25 11:20:13,028 : INFO : (16, '0.001first + 0.001or + 0.001play + 0.001take + 0.001player + 0.001world + 0.001more + 0.001into + 0.001up + 0.001war') 2019-03-25 11:20:13,059 : INFO : (17, '0.002or + 0.001player + 0.001weapon + 0.001two + 0.001full + 0.001play + 0.001character + 0.001environment + 0.001mode + 0.001at') 2019-03-25 11:20:13,090 : INFO : (18, '0.001player + 0.001character + 0.001adventure + 0.001puzzle + 0.001experience + 0.001fight + 0.001new + 0.001up + 0.001or + 0.001more') 2019-03-25 11:20:13,121 : INFO : (19, '0.001one + 0.001world + 0.001adventure + 0.001through + 0.001take + 0.001or + 0.001more + 0.001Dracula + 0.001power + 0.001time') 2019-03-25 11:20:13,137 : INFO : PROGRESS: finished document 9984 of 30885 2019-03-25 11:21:54,073 : INFO : (0, '0.008or + 0.007player + 0.006world + 0.006new + 0.005play + 0.005all + 0.005one + 0.005up + 0.005more + 0.004use') 2019-03-25 11:21:54,089 : INFO : (1, '0.007or + 0.007world + 0.006all + 0.006play + 0.005one + 0.005player + 0.005new + 0.005level + 0.005up + 0.004use') 2019-03-25 11:21:54,120 : INFO : (2, '0.006or + 0.006world + 0.006all + 0.005level + 0.005play + 0.005one + 0.005new + 0.005puzzle + 0.004up + 0.004use') 2019-03-25 11:21:54,136 : INFO : (3, '0.007world + 0.007or + 0.006new + 0.005all + 0.005player + 0.005play + 0.005one + 0.005up + 0.004level + 0.004more') 2019-03-25 11:21:54,167 : INFO : (4, '0.005new + 0.003player + 0.003level + 0.003play + 0.003or + 0.003all + 0.003up + 0.002world + 0.002mode + 0.002one') 2019-03-25 11:21:54,183 : INFO : (5, '0.004world + 0.003new + 0.002all + 0.002over + 0.002player + 0.002or + 0.002city + 0.002through + 0.002one + 0.002use') 2019-03-25 11:21:54,214 : INFO : (6, '0.004new + 0.002or + 0.002player + 0.002world + 0.002one + 0.002all + 0.002force + 0.002battle + 0.002into + 0.002story') 2019-03-25 11:21:54,230 : INFO : (7, '0.004new + 0.003player + 0.002world + 0.002first + 0.002experience + 0.002play + 0.002or + 0.002up + 0.002all + 0.002more') 2019-03-25 11:21:54,261 : INFO : (8, '0.004new + 0.002all + 0.002player + 0.002take + 0.002or + 0.001use + 0.001enemy + 0.001level + 0.001play + 0.001puzzle') 2019-03-25 11:21:54,277 : INFO : (9, '0.003new + 0.002all + 0.002player + 0.002up + 0.001or + 0.001race + 0.001more + 0.001car + 0.001one + 0.001mode') 2019-03-25 11:21:54,308 : INFO : (10, '0.003war + 0.003new + 0.003or + 0.002battle + 0.002unit + 0.002control + 0.002mission + 0.001take + 0.001command + 0.001include') 2019-03-25 11:21:54,339 : INFO : (11, '0.003new + 0.002world + 0.002player + 0.001weapon + 0.001system + 0.001gameplay + 0.001into + 0.001combat + 0.001take + 0.001sacred') 2019-03-25 11:21:54,355 : INFO : (12, '0.002play + 0.001nancy + 0.001adventure + 0.001puzzle + 0.001drew + 0.001solve + 0.001player + 0.001or + 0.001take + 0.001explore') 2019-03-25 11:21:54,386 : INFO : (13, '0.001action + 0.001power + 0.001new + 0.001battle + 0.001enemy + 0.001or + 0.001up + 0.001against + 0.001all + 0.001world') 2019-03-25 11:21:54,417 : INFO : (14, '0.002new + 0.001or + 0.001own + 0.001first + 0.001ship + 0.001play + 0.001universe + 0.001all + 0.001experience + 0.001take') 2019-03-25 11:21:54,433 : INFO : (15, '0.004new + 0.002civilization + 0.002unique + 0.001player + 0.001two + 0.001defense + 0.001leader + 0.001each + 0.001world + 0.001pack') 2019-03-25 11:21:54,464 : INFO : (16, '0.001first + 0.001or + 0.001play + 0.001take + 0.001player + 0.001world + 0.001more + 0.001into + 0.001up + 0.001war') 2019-03-25 11:21:54,480 : INFO : (17, '0.002or + 0.001player + 0.001weapon + 0.001two + 0.001full + 0.001play + 0.001character + 0.001environment + 0.001mode + 0.001at') 2019-03-25 11:21:54,511 : INFO : (18, '0.001player + 0.001character + 0.001adventure + 0.001puzzle + 0.001experience + 0.001fight + 0.001new + 0.001up + 0.001or + 0.001more') 2019-03-25 11:21:54,542 : INFO : (19, '0.001one + 0.001world + 0.001adventure + 0.001through + 0.001take + 0.001or + 0.001more + 0.001Dracula + 0.001power + 0.001time') 2019-03-25 11:21:54,558 : INFO : PROGRESS: finished document 19968 of 30885 2019-03-25 11:23:29,916 : INFO : (0, '0.008or + 0.007player + 0.006world + 0.006new + 0.006all + 0.005play + 0.005one + 0.005more + 0.005up + 0.005use') 2019-03-25 11:23:29,932 : INFO : (1, '0.007or + 0.007world + 0.006all + 0.006one + 0.006play + 0.005level + 0.005player + 0.005new + 0.005up + 0.004use') 2019-03-25 11:23:29,963 : INFO : (2, '0.006or + 0.006all + 0.006level + 0.006world + 0.005one + 0.005puzzle + 0.005play + 0.005do + 0.005find + 0.005but') 2019-03-25 11:23:29,979 : INFO : (3, '0.007world + 0.007or + 0.006new + 0.006all + 0.005player + 0.005one + 0.005play + 0.005up + 0.005level + 0.005enemy') 2019-03-25 11:23:30,010 : INFO : (4, '0.005new + 0.003player + 0.003level + 0.003play + 0.003all + 0.003or + 0.003up + 0.002world + 0.002mode + 0.002one') 2019-03-25 11:23:30,026 : INFO : (5, '0.003world + 0.003new + 0.002all + 0.002over + 0.002player + 0.002or + 0.002city + 0.002through + 0.002one + 0.002use') 2019-03-25 11:23:30,057 : INFO : (6, '0.004new + 0.002or + 0.002world + 0.002player + 0.002one + 0.002all + 0.002force + 0.002battle + 0.002into + 0.002story') 2019-03-25 11:23:30,073 : INFO : (7, '0.004new + 0.003player + 0.002world + 0.002first + 0.002experience + 0.002play + 0.002or + 0.002up + 0.002all + 0.002more') 2019-03-25 11:23:30,104 : INFO : (8, '0.004new + 0.002all + 0.002player + 0.002take + 0.002or + 0.001level + 0.001puzzle + 0.001use + 0.001enemy + 0.001power') 2019-03-25 11:23:30,119 : INFO : (9, '0.003new + 0.002all + 0.002player + 0.002up + 0.001or + 0.001race + 0.001more + 0.001car + 0.001one + 0.001mode') 2019-03-25 11:23:30,151 : INFO : (10, '0.003war + 0.003new + 0.003or + 0.002battle + 0.002unit + 0.002control + 0.002mission + 0.001take + 0.001command + 0.001include') 2019-03-25 11:23:30,166 : INFO : (11, '0.003new + 0.002world + 0.002player + 0.001weapon + 0.001system + 0.001gameplay + 0.001into + 0.001combat + 0.001take + 0.001sacred') 2019-03-25 11:23:30,198 : INFO : (12, '0.002play + 0.001nancy + 0.001adventure + 0.001puzzle + 0.001drew + 0.001solve + 0.001player + 0.001or + 0.001take + 0.001explore') 2019-03-25 11:23:30,213 : INFO : (13, '0.001action + 0.001power + 0.001new + 0.001battle + 0.001enemy + 0.001or + 0.001up + 0.001against + 0.001all + 0.001world') 2019-03-25 11:23:30,244 : INFO : (14, '0.002new + 0.001or + 0.001own + 0.001first + 0.001play + 0.001ship + 0.001universe + 0.001all + 0.001experience + 0.001take') 2019-03-25 11:23:30,260 : INFO : (15, '0.004new + 0.002civilization + 0.002unique + 0.001player + 0.001two + 0.001defense + 0.001leader + 0.001each + 0.001world + 0.001pack') 2019-03-25 11:23:30,291 : INFO : (16, '0.001first + 0.001or + 0.001play + 0.001take + 0.001player + 0.001world + 0.001more + 0.001into + 0.001up + 0.001war') 2019-03-25 11:23:30,307 : INFO : (17, '0.002or + 0.001player + 0.001weapon + 0.001two + 0.001full + 0.001play + 0.001character + 0.001environment + 0.001mode + 0.001at') 2019-03-25 11:23:30,338 : INFO : (18, '0.001player + 0.001character + 0.001adventure + 0.001puzzle + 0.001experience + 0.001fight + 0.001new + 0.001up + 0.001or + 0.001more') 2019-03-25 11:23:30,369 : INFO : (19, '0.001one + 0.001world + 0.001adventure + 0.001through + 0.001take + 0.001or + 0.001more + 0.001Dracula + 0.001power + 0.001time') 2019-03-25 11:23:30,385 : INFO : PROGRESS: finished document 29952 of 30885 2019-03-25 11:23:39,447 : INFO : (0, '0.008or + 0.007player + 0.006world + 0.006new + 0.006all + 0.005play + 0.005one + 0.005up + 0.005more + 0.005use') 2019-03-25 11:23:39,463 : INFO : (1, '0.007or + 0.007world + 0.006all + 0.006one + 0.006play + 0.005level + 0.005player + 0.005new + 0.005up + 0.004use') 2019-03-25 11:23:39,479 : INFO : (2, '0.006or + 0.006all + 0.006level + 0.006world + 0.005puzzle + 0.005one + 0.005play + 0.005do + 0.005find + 0.005but') 2019-03-25 11:23:39,510 : INFO : (3, '0.007world + 0.006or + 0.006all + 0.006new + 0.005player + 0.005one + 0.005play + 0.005level + 0.005up + 0.005enemy') 2019-03-25 11:23:39,526 : INFO : (4, '0.005new + 0.003player + 0.003level + 0.003play + 0.003all + 0.003or + 0.003up + 0.002world + 0.002mode + 0.002one') 2019-03-25 11:23:39,557 : INFO : (5, '0.003world + 0.003new + 0.002all + 0.002over + 0.002player + 0.002or + 0.002city + 0.002through + 0.002one + 0.002use') 2019-03-25 11:23:39,572 : INFO : (6, '0.004new + 0.002or + 0.002world + 0.002player + 0.002one + 0.002all + 0.002force + 0.002battle + 0.002into + 0.002story') 2019-03-25 11:23:39,604 : INFO : (7, '0.004new + 0.003player + 0.002world + 0.002first + 0.002experience + 0.002play + 0.002or + 0.002up + 0.002all + 0.002more') 2019-03-25 11:23:39,619 : INFO : (8, '0.004new + 0.002all + 0.002player + 0.002take + 0.002or + 0.001level + 0.001puzzle + 0.001use + 0.001enemy + 0.001power') 2019-03-25 11:23:39,651 : INFO : (9, '0.003new + 0.002all + 0.002player + 0.002up + 0.001or + 0.001race + 0.001more + 0.001car + 0.001one + 0.001mode') 2019-03-25 11:23:39,666 : INFO : (10, '0.003war + 0.003new + 0.003or + 0.002battle + 0.002unit + 0.002control + 0.002mission + 0.001take + 0.001command + 0.001include') 2019-03-25 11:23:39,697 : INFO : (11, '0.003new + 0.002world + 0.002player + 0.001weapon + 0.001system + 0.001gameplay + 0.001into + 0.001combat + 0.001take + 0.001sacred') 2019-03-25 11:23:39,729 : INFO : (12, '0.002play + 0.001nancy + 0.001adventure + 0.001puzzle + 0.001drew + 0.001solve + 0.001player + 0.001or + 0.001take + 0.001explore') 2019-03-25 11:23:39,744 : INFO : (13, '0.001action + 0.001power + 0.001new + 0.001battle + 0.001enemy + 0.001or + 0.001up + 0.001against + 0.001all + 0.001world') 2019-03-25 11:23:39,776 : INFO : (14, '0.002new + 0.001or + 0.001own + 0.001first + 0.001play + 0.001ship + 0.001universe + 0.001all + 0.001experience + 0.001take') 2019-03-25 11:23:39,791 : INFO : (15, '0.004new + 0.002civilization + 0.002unique + 0.001player + 0.001two + 0.001defense + 0.001leader + 0.001each + 0.001world + 0.001pack') 2019-03-25 11:23:39,822 : INFO : (16, '0.001first + 0.001or + 0.001play + 0.001take + 0.001player + 0.001world + 0.001more + 0.001into + 0.001up + 0.001war') 2019-03-25 11:23:39,838 : INFO : (17, '0.002or + 0.001player + 0.001weapon + 0.001two + 0.001full + 0.001play + 0.001character + 0.001environment + 0.001mode + 0.001at') 2019-03-25 11:23:39,869 : INFO : (18, '0.001player + 0.001character + 0.001adventure + 0.001puzzle + 0.001experience + 0.001fight + 0.001new + 0.001up + 0.001or + 0.001more') 2019-03-25 11:23:39,885 : INFO : (19, '0.001one + 0.001world + 0.001adventure + 0.001through + 0.001take + 0.001or + 0.001more + 0.001Dracula + 0.001power + 0.001time') 2019-03-25 11:23:39,901 : INFO : creating matrix with 30885 documents and 24089 features

Query appID: 570 (Dota 2)

Dota 2 Astro Lords: Oort Cloud Jagged Alliance: Crossfire The Silence Outside Warpaint NOKBAK Beetle Elf Thrusty Ship 5089: The Action RPG TDP5 Arena 3D

Query appID: 578080 (PLAYERUNKNOWN'S BATTLEGROUNDS)

PLAYERUNKNOWN'S BATTLEGROUNDS Fat Chicken The Lost Sky Galactic Landing Solar Shifter EX Final Approach: Pilot Edition Pro Cycling Manager 2017 ChaosTower Sunrider: Mask of Arcadius Sky Trader

Query appID: 440 (Team Fortress 2)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

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

Counter-Strike: Global Offensive Aim Theory - Trainer Democracy 2 Hotline Miami 2: Wrong Number Chaos on Deponia 3D Organon Anatomy SCUM Aviators Zula - Europe Danger Zone 2

Query appID: 304930 (Unturned)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

Query appID: 230410 (Warframe)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

Query appID: 550 (Left 4 Dead 2)

Left 4 Dead 2 HIS (Heroes In the Sky) Free Towns Veil of Crows BattleTrucks Sparc Brawlerz Nitro Solaroids: Prologue World of Subways 4 – New York Line 7 Airships: Conquer the Skies

Query appID: 444090 (Paladins®)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

Query appID: 227940 (Heroes & Generals)

Heroes & Generals March to Glory Atlantic Fleet March of the Eagles NAVYFIELD Victory and Glory: Napoleon Russian Front Army Men RTS On The Western Front Command: Northern Inferno

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

Half-Life 2: Lost Coast The Battle Of Ages Rumpus Dungeonbowl - Knockout Edition Mahlone One Akaneiro: Demon Hunters Moto VR Death Runner Gigantic From Darkness

Query appID: 218620 (PAYDAY 2)

PAYDAY 2 Gunhound EX PickCrafter Eurofighter Typhoon Split STAR WARS™ Rebellion Zero-G M.E.R.C. Total War: WARHAMMER Majesty Gold HD

Query appID: 236390 (War Thunder)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

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

Shooter Game Buggy Half-Life 2: Deathmatch Xenomarine Dying Light: Bad Blood Domain Defense VR Undarkened The Storm Guard: Darkness is Coming Strange Things APEX Tournament

Query appID: 4000 (Garry's Mod)

Garry's Mod Squad Forklift Simulator 2019 Valiant Axes and Acres Ostalgie: The Berlin Wall Paintball 707 Trireme Commander Lichdom: Battlemage Central Intelligence

Query appID: 301520 (Robocraft)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

Query appID: 240 (Counter-Strike: Source)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

Query appID: 10 (Counter-Strike)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

Query appID: 620 (Portal 2)

Portal 2 Portal 2 The Protocons Terra Lander 侠客风云传(Tale of Wuxia) STRAFE: Millennium Edition Conduct DELUXE! DollKart Slash It Ultimate Pay2Win: The Tricks Exposed

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

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

Query appID: 291550 (Brawlhalla)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

Query appID: 400 (Portal)

Portal Portal Cranky Cat Induction Wild Romance Muv-Luv Alternative The Adventures of Nick & Willikins Quell Memento Catalyst Cortex Protocol

Query appID: 433850 (H1Z1)

H1Z1 TEKKEN 7 Wild West Online Gothic 1 Bell Ringer Chopper Battle New Horizon Krosmaster Arena Krosmaster Arena Heavenly Duels Mad Combat Marines

Query appID: 271590 (Grand Theft Auto V)

Grand Theft Auto V Mordheim: City of the Damned Verdict Guilty - 유죄 평결 Captain Forever Trilogy Street Legal Racing: Redline v2.3.1 Angry Birds Space Professional Construction - The Simulation TrackMania² Canyon THE KING OF FIGHTERS '97 GLOBAL MATCH Tumbleweed Express

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

Wanderfog Magic Tower 3D Champion of the Gods C:\raft Ori and the Blind Forest: Definitive Edition Ninjahtic Mind Tricks Crypt- (Open Alpha) Boom! Maze Dad Beat Dads DungeonUp

Query appID: 238960 (Path of Exile)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

Query appID: 291480 (Warface)

Warface Galactic Bowling Full-On Paintball Rogue Trooper Redux Crypto Crisis Cross Racing Championship Extreme Desert Thunder Rooks Keep DUCATI - 90th Anniversary Total Extreme Wrestling 2010

Query appID: 220 (Half-Life 2)

Half-Life 2 Just Cause Ancient Battle: Rome Parking Cop Simulator Cradle of Rome 270 | Two Seventy US Election Gladiator: Sword of Vengeance Domina Project: Snowblind Mowin' & Throwin'

Query appID: 105600 (Terraria)

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Query appID: 439700 (H1Z1 Test Server)

SPINGUN Blood Ancestors H1Z1 Test Server Morphite ΔV: Rings of Saturn Clean'Em Up Heroes of Arzar Hunting on Myths Dust and Echos: Vengeance Vortex Attack: ボルテックスアタック

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

Sid Meier's Civilization® V Sid Meier's Civilization® V HEXMAPMAKER A.V.A. Alliance of Valiant Arms™ The Guild II Renaissance Secrets of the Past: Dion Trackmania United Forever Star Edition Deathmatch Classic Half-Life: Source Arma 2: Operation Arrowhead

Query appID: 304050 (Trove)

Trove BloodNet Seek & Destroy - Steampunk Arcade Candy Island RECOIL Faulty Apprentice - Fantasy visual novel Void Pyramid The Outlaw, The Drunk, & The Whore Huge Enemy - Worldbreakers Battle Chef Brigade

Query appID: 218230 (PlanetSide 2)

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Query appID: 386360 (SMITE®)

SMITE® ARMA: Cold War Assault Call Of Pixel: Close Quarters Turnover Meriwether: An American Epic Dragon Age™: Origins Awakening Shotgun Farmers Crazy Taxi My Free Zoo Cricket Captain 2017

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

Lands of Hope Redemption The Great Art Race Crusaders of Light Space Panic Defense Evospace Half-Life Deathmatch: Source Just Cause 2: Multiplayer Mod News Tycoon Slightly Heroes Farm Business

Query appID: 40 (Deathmatch Classic)

Deathmatch Classic Secrets of the Past: Dion Trackmania United Forever Star Edition Sid Meier's Civilization® V Sid Meier's Civilization® V HEXMAPMAKER A.V.A. Alliance of Valiant Arms™ The Guild II Renaissance Arma 2: Operation Arrowhead Half-Life: Source

Query appID: 224260 (No More Room in Hell)

No More Room in Hell OverKill Pandemic: The Board Game Airborne Empires VOLTED Warhawks Survival Hell Magnolia Vanguards Dead Age

Query appID: 333930 (Dirty Bomb®)

Dirty Bomb® Devil's Land Watchlist Primal Carnage Heroes of Arca Space Fox Kimi Cosmic Pioneer Project AURA Heckabomb Paper Planets

Query appID: 252950 (Rocket League®)

Rocket League® Constructor Classic 1997 Shroud of the Avatar: Forsaken Virtues Fabulous Food Truck Lost Cities Castles Motorbike Garage Mechanic Simulator Chef: A Restaurant Tycoon Game Cuisine Royale RICO

Query appID: 49520 (Borderlands 2)

Borderlands 2 Brink of Extinction MX Nitro Birthseederia Neon Arena Survivalist Desert Law Operation: New Earth Divergence: Online Emitters

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

Bygone Worlds: Drama at the Odeion Wizrogue - Labyrinth of Wizardry Stellar Warrior Crazy Forest Bye-Bye, Wacky Planet The Agency: Chapter 1 Achievement Hunter: Alien Deep Space Dash Brick Breaker Bunch Haunted Train: Frozen in Time Collector's Edition

Query appID: 582010 (MONSTER HUNTER: WORLD)

Lost Saga NA Lacuna Passage Dissolution MONSTER HUNTER: WORLD Cyborg Rage Hue Defense R.I.P.D.: The Game Prison Tycoon Alcatraz Dungeons and Robots Ways of History

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

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Query appID: 550650 (Black Squad)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

Query appID: 322330 (Don't Starve Together)

Don't Starve Together SYNTHETIK: Arena Blitzkrieg 3 BladeShield Booth You Can(Not) Survive Hammerfight Infinium Strike Airport Madness 4 Gangsta Sniper

Query appID: 30 (Day of Defeat)

Magnifico Day of Defeat ARTé: Mecenas® MX vs. ATV Supercross Encore Command: Chains of War Wars of Succession B-17 Flying Fortress: The Mighty 8th Praetorians Victory At Sea Pacific Silent Depth 3D Submarine Simulation

Query appID: 60 (Ricochet)

Ricochet Birth of Shadows® SoulHunt Shoppe Keep 2 The Last Sunshine Crash Wheels VRobot: VR Giant Robot Destruction Simulator Moto VR Mahlone One RHCs StretchingVr

Query appID: 252490 (Rust)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

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

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

Query appID: 381210 (Dead by Daylight)

Dead by Daylight Zero Point Sports Bar VR Prelude for a Dream Murasaki Train Harder OMEGA PATTERN - VISUAL NOVEL Power Supplied The Room Two Uganda know de way

Query appID: 300 (Day of Defeat: Source)

Day of Defeat: Source Xenon Racer QB Sim America's Army 3 Real Heroes: Firefighter Call of Duty®: Advanced Warfare - Gold Edition Call of Duty®: Advanced Warfare - Gold Edition Battle Royale Tycoon MiniBikers Gunslingers

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

Oddworld: Abe's Oddysee® Luxor: Quest for the Afterlife 8-Bit Commando Spiritual Warfare & Wisdom Tree Collection Cheesecake Cool Conrad Saga of the North Wind Glorious Noon Tomato Way EverHero Shatter EVERYTHING (VR)

Query appID: 863550 (HITMAN™ 2)

Bygone Worlds: Drama at the Odeion Wizrogue - Labyrinth of Wizardry Stellar Warrior Crazy Forest Bye-Bye, Wacky Planet The Agency: Chapter 1 Achievement Hunter: Alien Deep Space Dash Brick Breaker Bunch Haunted Train: Frozen in Time Collector's Edition

Query appID: 70 (Half-Life)

Half-Life F1 2012™ Far Cry® 2: Fortune's Edition F1 2011 HeXen: Deathkings of the Dark Citadel Insane 2 Ultimate Racing 2D Cossacks: Art of War Roulette Simulator 2 Crysis

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

Half-Life 2: Episode Two Inner Chains Bombshell REVERSE SIDE Derpy Dinos HyperParasite Hero Rush: Mad King Horde: Zombie Outbreak YAIBA: NINJA GAIDEN Z Cyborg Invasion Shooter 2: Battle Of Earth

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

Half-Life: Opposing Force Nancy Drew®: The Secret of Shadow Ranch Half-Life 2: Episode Two Derpy Dinos Insecticide Part 1 Final Directive Season Match 2 Machinations: Fog of War REVERSE SIDE Inner Chains

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

Half-Life: Blue Shift The Treasures of Montezuma 3 DJ Mix Pads Project R.A.T. Diner Dash:® Hometown Hero™ The Charnel House Trilogy Grisaia Phantom Trigger Vol.2 Grisaia Phantom Trigger Vol.4 Grisaia Phantom Trigger Vol.5 ElectricScribe

Query appID: 346110 (ARK: Survival Evolved)

ARK: Survival Evolved Disney Mickey's Typing Adventure Can't Drive This Gravity Vector Pingball Ultra Parkasaurus Uncanny Islands Black Mesa Arctic Fleet The Growth Journey

Query appID: 363970 (Clicker Heroes)

Clicker Heroes Beatbuddy: On Tour Magic Barrage - Bitferno Demons with Shotguns Monster Monpiece The Ino Chronicles: Ascension Mad Snowboarding Gunspell - Steam Edition Grimcastle: Battle Tales UberFlight

Query appID: 208090 (Loadout)

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Query appID: 20 (Team Fortress Classic)

Team Fortress Classic Gun Metal Grimoire: Manastorm Achron Apokalypsis Damned Cold Gunpowder on The Teeth: Arcade Pixel Gladiator Jailbreak Lockdown Cosa Nostra

Query appID: 431960 (Wallpaper Engine)

Wallpaper Engine DOG GONE GOLFING Contraptions Parkour Infinite Children Marinatide Spacelair Surviving in the forest Pixelscape: Oceans One Million Worlds VoxVR

Query appID: 227300 (Euro Truck Simulator 2)

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Query appID: 273350 (Evolve Stage 2)

ATV Quadracer Ultimate Firefighters - The Simulation Cricket Captain 2014 Fear The Wolves HOVR Feudal Lords Savage Lands Gold Rush! Classic pla_toon Draft Day Sports: Pro Golf

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

ARK: Survival Of The Fittest F1 2015 Muay Thai Fighting Off Grid Dog Jam Arctic Trucker Simulator XCOM: Enemy Unknown AIPD - Artificial Intelligence Police Department Insane Robots Global Soccer Manager 2018

Query appID: 500 (Left 4 Dead)

Left 4 Dead Age of Steel: Recharge Symbiotic Overload How do you like it, Elon Musk? BulletRage notmycar Hover Junkers Tempest Citadel Terrian Saga: KR-17 武侠乂 The Swordsmen X

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

Invisible Mind Captive Redactem Tangled Up! Psychoballs You Deserve Ctrl CV Anicon - Animal Complex - Cat's Path Autumn Park Mini Golf Christmas Race 2

Query appID: 203160 (Tomb Raider)

Tomb Raider Jerry Rice & Nitus' Dog Football Infinitesimals Space Empires V Solar System 868-HACK Age of Empires II HD BlazBlue: Cross Tag Battle Medal of Honor: Airborne Battlestar Galactica Deadlock

Query appID: 278360 (A Story About My Uncle)

A Story About My Uncle 123 Slaughter Me Street 2 Awe Vinyl Monkeys Ahoy Journey Through Memories Incredible Mandy Left-Hand Path I See Your Pain Colorful Life

Query appID: 219640 (Chivalry: Medieval Warfare)

Chivalry: Medieval Warfare Dead But Alive! Southern England Death or Cress GunZ 2: The Second Duel The War of the Worlds: Andromeda Long Arm of the Law Fort Defense KnightOut Shadowrun: Dragonfall - Director's Cut AVATAR: Consolidate

Query appID: 109600 (Neverwinter)

Neverwinter Pylon: Rogue Small person Chess Parallel Esports Eat my Shuriken and Die! Legend - Hand of God Mighty Action RPG Evoland 2 Winions: Mana Champions dsync

Query appID: 221380 (Age of Empires II HD)

Age of Empires II HD Solar System Infinitesimals Battlestar Galactica Deadlock Star Trek Timelines BitShift: BattleGrid Jerry Rice & Nitus' Dog Football Operation Osama Bin Laden Tomb Raider Star Raiders

Query appID: 113400 (APB Reloaded)

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Query appID: 253710 (theHunter Classic)

theHunter Classic Attack on Titan 2 - A.O.T.2 - 進撃の巨人２ Infinity Wings - Scout & Grunt Turok 2: Seeds of Evil Labyrinth Fat Foods Bulletstorm: Full Clip Edition The Next Penelope Dungellion Grass Max

Query appID: 555570 (Infestation: The New Z)

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

Wanderfog Magic Tower 3D Champion of the Gods C:\raft Ori and the Blind Forest: Definitive Edition Ninjahtic Mind Tricks Crypt- (Open Alpha) Boom! Maze Dad Beat Dads DungeonUp

Query appID: 377160 (Fallout 4)

Zombie Kill Fallout 4 Excursion Paperback: The Game Shigatari DEUS VULT | Online VR sword fighting Eschalon: Book I Pooper Scooper Hyperdimension Neptunia Re;Birth1 / 超次次元ゲイム ネプテューヌRe;Birth1 / 超次次元遊戲戰機少女重生1 Knights of Pen and Paper +1 Edition

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

Call of Duty®: Modern Warfare® 2 Call of Duty®: Modern Warfare® 2 Tom Clancy's Rainbow Six Lockdown™ The Grid Call of Duty®: Black Ops II Call of Duty®: Black Ops II Blacksmith Beholder Killing Floor Sumo

Query appID: 255710 (Cities: Skylines)

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

The Witcher 2: Assassins of Kings Enhanced Edition WyVRn Super Retro Maker The Treasures of Montezuma 5 Exoder Freedom Cry Breath of Death VII Poppy Kart Poöf Modest Kind

Query appID: 57300 (Amnesia: The Dark Descent)

Invisible Mind Captive Redactem Tangled Up! Psychoballs You Deserve Ctrl CV Anicon - Animal Complex - Cat's Path Autumn Park Mini Golf Christmas Race 2

Query appID: 420970 (RoBoRumble)

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Query appID: 219740 (Don't Starve)

Don't Starve Nanomedix Inc Deep Sea Endurance Heartomics: Slime & Friends Wonder Boy in Monster World Devilated Dishonored®: Death of the Outsider™ Archipelago Blocky McBlockFace Space Harrier™ II

Query appID: 339610 (Freestyle 2: Street Basketball)

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Query appID: 1250 (Killing Floor)

Killing Floor Beholder Blacksmith Call of Duty®: Black Ops II Call of Duty®: Black Ops II Call of Duty: Black Ops - Mac Edition Call of Duty®: Black Ops Call of Duty®: Black Ops Sumo The Grid

Query appID: 7670 (BioShock™)

RACE: Caterham Expansion BioShock™ Professor Teaches OneNote 2016 Champions of Regnum Tech Support: Error Unknown Rosebaker's Icy Treats - The VR Iceman Sim ElectricVLab Build-A-Lot Antihero Extreme Forklifting 2

Query appID: 630 (Alien Swarm)

Alien Swarm Raiden Legacy - Steam Edition Orbital Racer Egyptian Settlement Gold Lootfest Fatal Velocity: Physics Combat Startup Freak Chinese Chess/ Elephant Game: 象棋/ 中国象棋/ 中國象棋 Spy Bugs Last Toon Standing

Query appID: 238320 (Outlast)

Outlast Seed of Evil Cult of the Glitch King Arkanoid For Painters Growbot Botanica: Earthbound Collector's Edition Rabbit Island Red Matter Tardy Snares of Ruin Zero

Query appID: 280790 (Creativerse)

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Query appID: 12210 (Grand Theft Auto IV)

Grand Theft Auto IV Rome Circus Maximus: Chariot Race VR Palace of Cards JetBall Arena Oats Studios - Volume 1 Assets Oats Studios - Volume 1 Assets TUG Parkitect Virtual telescope Jelly in the sky

Query appID: 22380 (Fallout: New Vegas)

Fallout: New Vegas Gamers Unknown Survival Sorcerer King: Rivals Survived By Dimension Drive QUALIA 3: Multi Agent Project Amaranth Garlock Online Floor Kids Saint Seiya: Soldiers' Soul

Query appID: 304390 (FOR HONOR™)

FOR HONOR™ Roman Sacrifice in Córdoba MageQuit Alchemist's Awakening UnReal World GUNGUNGUN Moonshot Galaxy™ Redemption: Eternal Quest <img alt="FL337 - "Fleet"" src="https://steamcdn-a.akamaihd.net/steam/apps/406760/header.jpg" width="150"> JumpHead: Battle4Fun!

Query appID: 8870 (BioShock Infinite)

BioShock Infinite Sonic The Hedgehog 2 Sonic The Hedgehog Alien Soldier Grand Theft Auto: Vice City Sonic Spinball™ Sonic 3D Blast™ Prince of Persia® LEGO® MARVEL's Avengers Batman: The Enemy Within - The Telltale Series

Query appID: 588430 (Fallout Shelter)

Fallout Shelter Grave Danger: Ultimate Edition Epic of Serinor: Dawnshadow Telepathy Zero Tales of Ancient Nights The Weaponographist Agarest: Generations of War Bejeweled® 3 Fitzzle Regal Tigers Ye Fenny - Revenge of the Evil Good Shepherd

Query appID: 222880 (Insurgency)

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Query appID: 209080 (Guns of Icarus Online)

Azusa RP Online Guns of Icarus Online Blessed Surface Smashbox Arena Grid Legion, Storm Avernum 2: Crystal Souls Deadly Sin 2 GUILTY GEAR Xrd -SIGN- Spellwake Multiplayer FPS Demo

Query appID: 48000 (LIMBO)

LIMBO Smackitball Storm of Jigsaw Puzzles Tombo Breaker VR Permute Chill Over The Moonlight Unhack 2 Sophisticated Puzzle Shoot Paint

Query appID: 506540 (Last Man Standing)

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Query appID: 55230 (Saints Row: The Third)

Saints Row: The Third Disney•Pixar Cars Mater-National Championship The Red Strings Club Mama Russia Needs You Singularity 5 F-16 Multirole Fighter King Arthur's Gold Knights of the Sky Surf World Series Papers, Please

Query appID: 242760 (The Forest)

The Forest BuildMoreCubes Cyberdrome Nirvana Pilot Yume peakvox Escape Virus HD Tank Brawl Divine Business: Fantasy Trading Simulator SP!TE Dash Dash Run! Reiner Knizia's The Confrontation

Query appID: 504230 (Celeste)

Story of Eve - A Hero's Study Celeste Lava Rolling Kid TEOT - The End OF Tomorrow Wake Up, Good Guardian! Spears 'n' Spades AudioBeats LightTrack IMSCARED An Occasional Dream

Query appID: 794600 (LET IT DIE)

LET IT DIE Liberty Prime Last Dream: World Unknown Dragon valley Chessaria: The Tactical Adventure The Joylancer: Legendary Motor Knight Atonement: Scourge of Time Dream Of Mirror Online XO-Planets Zed Survival

Query appID: 646570 (Slay the Spire)

Slay the Spire WireNet Knockout League - Arcade VR Boxing Essence Defenders VR Batting Neon Blast The Sacred Stone RectRacer On My Own Retro Racers 2

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

Sekiro™: Shadows Die Twice Insanely Twisted Shadow Planet Chromatic Super VR Trainer MAGATAMA Earrings TheGunRunner Princess.Loot.Pixel.Again Diabolical Yumori Forest Rym 9000

Query appID: 583950 (Artifact)

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

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