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

lda_bow Loading tokens 2019-03-25 00:06:13,544 : INFO : adding document #0 to Dictionary(0 unique tokens: []) 2019-03-25 00:06:17,448 : INFO : adding document #10000 to Dictionary(119578 unique tokens: ['-PRON-', 'action', 'affect', 'ally', 'an']...) 2019-03-25 00:06:21,198 : INFO : adding document #20000 to Dictionary(192872 unique tokens: ['-PRON-', 'action', 'affect', 'ally', 'an']...) 2019-03-25 00:06:24,432 : INFO : adding document #30000 to Dictionary(250954 unique tokens: ['-PRON-', 'action', 'affect', 'ally', 'an']...) 255118 2019-03-25 00:06:24,650 : INFO : built Dictionary(255118 unique tokens: ['-PRON-', 'action', 'affect', 'ally', 'an']...) from 30885 documents (total 7885592 corpus positions) 2019-03-25 00:06:25,115 : 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 00:06:25,115 : INFO : keeping 24089 tokens which were in no less than 5 and no more than 15442 (=50.0%) documents 2019-03-25 00:06:25,242 : INFO : resulting dictionary: Dictionary(24089 unique tokens: ['action', 'affect', 'ally', 'base', 'brand']...) 24089 2019-03-25 00:06:32,128 : INFO : collecting document frequencies 2019-03-25 00:06:32,128 : INFO : PROGRESS: processing document #0 2019-03-25 00:06:32,485 : INFO : PROGRESS: processing document #10000 2019-03-25 00:06:32,881 : INFO : PROGRESS: processing document #20000 2019-03-25 00:06:33,163 : INFO : PROGRESS: processing document #30000 2019-03-25 00:06:33,220 : INFO : calculating IDF weights for 30885 documents and 24088 features (3234325 matrix non-zeros) 2019-03-25 00:06:33,317 : INFO : using symmetric alpha at 0.01 2019-03-25 00:06:33,317 : INFO : using symmetric eta at 0.01 Corpus as Bag-of-Words Latent Dirichlet Allocation (LDA) 2019-03-25 00:06:33,322 : INFO : using serial LDA version on this node 2019-03-25 00:06:33,735 : INFO : running online (single-pass) LDA training, 100 topics, 1 passes over the supplied corpus of 30885 documents, updating model once every 2000 documents, evaluating perplexity every 20000 documents, iterating 50x with a convergence threshold of 0.001000 2019-03-25 00:06:33,736 : INFO : PROGRESS: pass 0, at document #2000/30885 2019-03-25 00:06:42,771 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:06:43,287 : INFO : topic #76 (0.010): 0.008*"one" + 0.006*"world" + 0.006*"or" + 0.006*"time" + 0.006*"new" + 0.005*"through" + 0.005*"level" + 0.005*"all" + 0.005*"take" + 0.005*"fish" 2019-03-25 00:06:43,288 : INFO : topic #62 (0.010): 0.008*"world" + 0.007*"or" + 0.006*"feature" + 0.006*"new" + 0.005*"enemy" + 0.005*"player" + 0.005*"battle" + 0.005*"fight" + 0.005*"all" + 0.005*"into" 2019-03-25 00:06:43,288 : INFO : topic #56 (0.010): 0.011*"new" + 0.006*"one" + 0.006*"or" + 0.006*"battle" + 0.005*"enemy" + 0.005*"world" + 0.005*"adventure" + 0.005*"through" + 0.005*"more" + 0.004*"mode" 2019-03-25 00:06:43,289 : INFO : topic #34 (0.010): 0.009*"power" + 0.008*"world" + 0.008*"one" + 0.006*"mission" + 0.006*"control" + 0.005*"two" + 0.005*"force" + 0.005*"war" + 0.005*"new" + 0.005*"all" 2019-03-25 00:06:43,289 : INFO : topic #24 (0.010): 0.016*"player" + 0.013*"new" + 0.007*"play" + 0.006*"or" + 0.006*"over" + 0.006*"all" + 0.006*"level" + 0.005*"include" + 0.005*"world" + 0.005*"own" 2019-03-25 00:06:43,300 : INFO : topic diff=77.926064, rho=1.000000 2019-03-25 00:06:43,305 : INFO : PROGRESS: pass 0, at document #4000/30885 2019-03-25 00:06:52,973 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:06:53,266 : INFO : topic #99 (0.010): 0.012*"new" + 0.008*"all" + 0.008*"world" + 0.006*"at" + 0.006*"city" + 0.005*"story" + 0.005*"adventure" + 0.005*"one" + 0.005*"through" + 0.005*"puzzle" 2019-03-25 00:06:53,267 : INFO : topic #72 (0.010): 0.014*"or" + 0.010*"level" + 0.010*"play" + 0.008*"ship" + 0.008*"new" + 0.008*"weapon" + 0.007*"player" + 0.006*"up" + 0.006*"different" + 0.006*"mode" 2019-03-25 00:06:53,267 : INFO : topic #12 (0.010): 0.012*"new" + 0.008*"all" + 0.007*"world" + 0.007*"take" + 0.006*"up" + 0.006*"more" + 0.005*"through" + 0.005*"one" + 0.005*"or" + 0.004*"find" 2019-03-25 00:06:53,267 : INFO : topic #4 (0.010): 0.010*"world" + 0.010*"new" + 0.009*"level" + 0.009*"play" + 0.007*"cube" + 0.007*"or" + 0.006*"player" + 0.006*"through" + 0.006*"use" + 0.005*"stage" 2019-03-25 00:06:53,268 : INFO : topic #60 (0.010): 0.021*"new" + 0.009*"player" + 0.009*"or" + 0.007*"world" + 0.007*"feature" + 0.007*"play" + 0.006*"up" + 0.005*"base" + 0.005*"one" + 0.005*"time" 2019-03-25 00:06:53,287 : INFO : topic diff=0.987695, rho=0.707107 2019-03-25 00:06:53,293 : INFO : PROGRESS: pass 0, at document #6000/30885 2019-03-25 00:07:03,156 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:07:03,560 : INFO : topic #28 (0.010): 0.010*"new" + 0.010*"player" + 0.008*"world" + 0.008*"one" + 0.008*"all" + 0.006*"two" + 0.006*"play" + 0.006*"or" + 0.006*"story" + 0.005*"but" 2019-03-25 00:07:03,560 : INFO : topic #40 (0.010): 0.012*"or" + 0.009*"one" + 0.007*"world" + 0.007*"new" + 0.006*"first" + 0.005*"into" + 0.005*"adventure" + 0.005*"bunny" + 0.005*"animal" + 0.005*"story" 2019-03-25 00:07:03,561 : INFO : topic #63 (0.010): 0.018*"new" + 0.010*"player" + 0.007*"all" + 0.007*"one" + 0.006*"or" + 0.006*"time" + 0.006*"team" + 0.005*"control" + 0.005*"wars" + 0.005*"through" 2019-03-25 00:07:03,561 : INFO : topic #43 (0.010): 0.015*"world" + 0.012*"monster" + 0.011*"dungeon" + 0.009*"character" + 0.007*"play" + 0.007*"or" + 0.007*"new" + 0.007*"battle" + 0.006*"spell" + 0.005*"rpg" 2019-03-25 00:07:03,562 : INFO : topic #52 (0.010): 0.018*"gravity" + 0.011*"or" + 0.010*"couch" + 0.009*"two" + 0.008*"through" + 0.008*"time" + 0.008*"new" + 0.008*"way" + 0.007*"player" + 0.007*"world" 2019-03-25 00:07:03,573 : INFO : topic diff=0.958896, rho=0.577350 2019-03-25 00:07:03,595 : INFO : PROGRESS: pass 0, at document #8000/30885 2019-03-25 00:07:11,926 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:07:12,212 : INFO : topic #68 (0.010): 0.018*"war" + 0.017*"new" + 0.015*"battle" + 0.008*"or" + 0.007*"unit" + 0.007*"strategy" + 0.006*"more" + 0.006*"rts" + 0.006*"real" + 0.006*"world" 2019-03-25 00:07:12,213 : INFO : topic #12 (0.010): 0.009*"new" + 0.009*"all" + 0.007*"world" + 0.007*"up" + 0.007*"take" + 0.007*"robot" + 0.006*"more" + 0.005*"help" + 0.005*"out" + 0.005*"level" 2019-03-25 00:07:12,213 : INFO : topic #7 (0.010): 0.015*"world" + 0.008*"ancient" + 0.008*"academy" + 0.007*"time" + 0.006*"adventure" + 0.006*"enemy" + 0.006*"power" + 0.006*"battle" + 0.006*"light" + 0.006*"action" 2019-03-25 00:07:12,214 : INFO : topic #11 (0.010): 0.013*"mode" + 0.012*"up" + 0.010*"player" + 0.009*"or" + 0.007*"fight" + 0.007*"fighting" + 0.007*"one" + 0.007*"character" + 0.006*"level" + 0.006*"more" 2019-03-25 00:07:12,214 : INFO : topic #41 (0.010): 0.009*"do" + 0.008*"make" + 0.008*"time" + 0.008*"more" + 0.007*"but" + 0.007*"just" + 0.007*"tool" + 0.007*"use" + 0.006*"wish" + 0.006*"world" 2019-03-25 00:07:12,224 : INFO : topic diff=1.001963, rho=0.500000 2019-03-25 00:07:12,230 : INFO : PROGRESS: pass 0, at document #10000/30885 2019-03-25 00:07:19,619 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:07:19,917 : INFO : topic #29 (0.010): 0.040*"level" + 0.018*"new" + 0.015*"maze" + 0.014*"trap" + 0.011*"challenge" + 0.009*"get" + 0.008*"tower" + 0.008*"all" + 0.008*"make" + 0.007*"more" 2019-03-25 00:07:19,918 : INFO : topic #27 (0.010): 0.011*"but" + 0.009*"take" + 0.008*"baseball" + 0.008*"through" + 0.007*"up" + 0.007*"out" + 0.007*"all" + 0.007*"resume" + 0.007*"world" + 0.006*"into" 2019-03-25 00:07:19,918 : INFO : topic #7 (0.010): 0.017*"world" + 0.011*"ancient" + 0.010*"magic" + 0.009*"light" + 0.008*"power" + 0.008*"academy" + 0.007*"time" + 0.007*"land" + 0.006*"kingdom" + 0.006*"enemy" 2019-03-25 00:07:19,919 : INFO : topic #70 (0.010): 0.014*"sky" + 0.013*"pirate" + 0.012*"ship" + 0.010*"world" + 0.009*"player" + 0.009*"magic" + 0.008*"one" + 0.007*"or" + 0.007*"explore" + 0.007*"adventure" 2019-03-25 00:07:19,919 : INFO : topic #62 (0.010): 0.010*"air" + 0.010*"police" + 0.008*"world" + 0.007*"fight" + 0.007*"enemy" + 0.007*"bunker" + 0.007*"submarine" + 0.007*"or" + 0.006*"fly" + 0.006*"british" 2019-03-25 00:07:19,929 : INFO : topic diff=1.034108, rho=0.447214 2019-03-25 00:07:19,936 : INFO : PROGRESS: pass 0, at document #12000/30885 2019-03-25 00:07:27,303 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:07:27,648 : INFO : topic #41 (0.010): 0.012*"job" + 0.011*"do" + 0.010*"make" + 0.009*"tool" + 0.009*"maker" + 0.009*"more" + 0.008*"facility" + 0.008*"paint" + 0.008*"time" + 0.007*"need" 2019-03-25 00:07:27,649 : INFO : topic #26 (0.010): 0.021*"level" + 0.013*"soundtrack" + 0.010*"platformer" + 0.010*"one" + 0.009*"runner" + 0.009*"gameplay" + 0.009*"through" + 0.008*"portal" + 0.008*"beat" + 0.008*"challenge" 2019-03-25 00:07:27,649 : INFO : topic #9 (0.010): 0.015*"world" + 0.014*"story" + 0.009*"who" + 0.008*"but" + 0.008*"first" + 0.007*"people" + 0.007*"summer" + 0.006*"life" + 0.006*"into" + 0.006*"shelter" 2019-03-25 00:07:27,650 : INFO : topic #85 (0.010): 0.018*"truck" + 0.010*"wolf" + 0.010*"bike" + 0.008*"world" + 0.007*"all" + 0.006*"more" + 0.006*"new" + 0.006*"rainbow" + 0.005*"or" + 0.005*"rider" 2019-03-25 00:07:27,650 : INFO : topic #58 (0.010): 0.012*"training" + 0.010*"all" + 0.009*"r" + 0.009*"or" + 0.007*"experience" + 0.007*"time" + 0.007*"driver" + 0.007*"world" + 0.007*"one" + 0.006*"simulation" 2019-03-25 00:07:27,662 : INFO : topic diff=1.041931, rho=0.408248 2019-03-25 00:07:27,670 : INFO : PROGRESS: pass 0, at document #14000/30885 2019-03-25 00:07:39,572 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:07:39,883 : INFO : topic #37 (0.010): 0.020*"sexy" + 0.016*"infinity" + 0.016*"warfare" + 0.011*"vikings" + 0.011*"destroy" + 0.010*"eve" + 0.010*"all" + 0.010*"fx" + 0.009*"one" + 0.009*"coordination" 2019-03-25 00:07:39,883 : INFO : topic #67 (0.010): 0.035*"city" + 0.012*"or" + 0.010*"create" + 0.008*"build" + 0.008*"building" + 0.007*"make" + 0.007*"map" + 0.007*"manage" + 0.006*"use" + 0.006*"town" 2019-03-25 00:07:39,884 : INFO : topic #46 (0.010): 0.022*"score" + 0.018*"mode" + 0.017*"zero" + 0.013*"challenge" + 0.013*"different" + 0.011*"speed" + 0.011*"player" + 0.010*"leaderboard" + 0.010*"good" + 0.010*"compete" 2019-03-25 00:07:39,884 : INFO : topic #69 (0.010): 0.036*"level" + 0.015*"world" + 0.014*"puzzle" + 0.012*"obstacle" + 0.011*"each" + 0.010*"through" + 0.009*"way" + 0.009*"collect" + 0.009*"play" + 0.008*"fun" 2019-03-25 00:07:39,885 : INFO : topic #74 (0.010): 0.021*"dragon" + 0.020*"one" + 0.012*"princess" + 0.009*"or" + 0.009*"all" + 0.008*"play" + 0.006*"do" + 0.006*"more" + 0.006*"drum" + 0.006*"at" 2019-03-25 00:07:39,896 : INFO : topic diff=1.015563, rho=0.377964 2019-03-25 00:07:39,903 : INFO : PROGRESS: pass 0, at document #16000/30885 2019-03-25 00:07:47,123 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:07:47,465 : INFO : topic #85 (0.010): 0.024*"truck" + 0.012*"wolf" + 0.012*"bike" + 0.008*"world" + 0.007*"rider" + 0.007*"cargo" + 0.007*"all" + 0.007*"tom" + 0.007*"plate" + 0.006*"orb" 2019-03-25 00:07:47,466 : INFO : topic #2 (0.010): 0.075*"video" + 0.037*"headset" + 0.016*"youtube" + 0.013*"stream" + 0.013*"record" + 0.011*"camera" + 0.010*"motion" + 0.010*"YouTube" + 0.008*"or" + 0.008*"Xbox" 2019-03-25 00:07:47,466 : INFO : topic #54 (0.010): 0.026*"build" + 0.022*"block" + 0.018*"building" + 0.015*"survival" + 0.013*"night" + 0.010*"or" + 0.008*"craft" + 0.008*"resource" + 0.007*"use" + 0.007*"structure" 2019-03-25 00:07:47,466 : INFO : topic #11 (0.010): 0.017*"fighting" + 0.015*"up" + 0.013*"mode" + 0.011*"fight" + 0.009*"character" + 0.009*"gem" + 0.009*"or" + 0.008*"player" + 0.008*"one" + 0.008*"combos" 2019-03-25 00:07:47,480 : INFO : topic #61 (0.010): 0.036*"tower" + 0.024*"defense" + 0.023*"new" + 0.013*"battle" + 0.011*"player" + 0.010*"defend" + 0.010*"base" + 0.009*"enemy" + 0.008*"strategy" + 0.007*"unique" 2019-03-25 00:07:47,491 : INFO : topic diff=0.978740, rho=0.353553 2019-03-25 00:07:47,499 : INFO : PROGRESS: pass 0, at document #18000/30885 2019-03-25 00:07:54,689 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:07:54,988 : INFO : topic #87 (0.010): 0.025*"car" + 0.020*"race" + 0.020*"track" + 0.013*"racing" + 0.011*"player" + 0.011*"or" + 0.009*"new" + 0.009*"mode" + 0.009*"all" + 0.007*"feature" 2019-03-25 00:07:54,988 : INFO : topic #81 (0.010): 0.013*"astronaut" + 0.011*"or" + 0.011*"mary" + 0.009*"status" + 0.009*"g" + 0.009*"take" + 0.008*"new" + 0.007*"shark" + 0.007*"control" + 0.006*"frog" 2019-03-25 00:07:54,989 : INFO : topic #22 (0.010): 0.020*"find" + 0.017*"but" + 0.017*"what" + 0.017*"do" + 0.014*"about" + 0.014*"out" + 0.012*"all" + 0.012*"who" + 0.010*"get" + 0.010*"not" 2019-03-25 00:07:54,989 : INFO : topic #99 (0.010): 0.012*"cyberpunk" + 0.011*"bob" + 0.010*"conspiracy" + 0.009*"city" + 0.009*"Bob" + 0.008*"story" + 0.008*"toxic" + 0.008*"ex" + 0.007*"new" + 0.007*"pixel" 2019-03-25 00:07:54,989 : INFO : topic #75 (0.010): 0.028*"empire" + 0.018*"metal" + 0.014*"meat" + 0.013*"fox" + 0.012*"roman" + 0.010*"Empire" + 0.009*"bandit" + 0.008*"rome" + 0.008*"world" + 0.008*"temporary" 2019-03-25 00:07:54,999 : INFO : topic diff=0.925932, rho=0.333333 2019-03-25 00:08:04,189 : INFO : -11.118 per-word bound, 2221.8 perplexity estimate based on a held-out corpus of 2000 documents with 309480 words 2019-03-25 00:08:04,189 : INFO : PROGRESS: pass 0, at document #20000/30885 2019-03-25 00:08:12,039 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:08:12,368 : INFO : topic #0 (0.010): 0.014*"guard" + 0.013*"or" + 0.009*"prison" + 0.008*"thief" + 0.008*"make" + 0.008*"out" + 0.007*"all" + 0.007*"one" + 0.007*"into" + 0.007*"but" 2019-03-25 00:08:12,369 : INFO : topic #91 (0.010): 0.081*"music" + 0.037*"rhythm" + 0.025*"instrument" + 0.018*"studio" + 0.018*"loop" + 0.015*"virtual" + 0.015*"sound" + 0.015*"clip" + 0.014*"song" + 0.014*"guitar" 2019-03-25 00:08:12,369 : INFO : topic #24 (0.010): 0.026*"o" + 0.025*"brick" + 0.023*"row" + 0.020*"assassin" + 0.019*"phantom" + 0.016*"wizard" + 0.011*"template" + 0.011*"player" + 0.010*"timer" + 0.010*"twenty" 2019-03-25 00:08:12,370 : INFO : topic #82 (0.010): 0.022*"adventure" + 0.021*"story" + 0.015*"castle" + 0.015*"world" + 0.014*"life" + 0.013*"forest" + 0.012*"journey" + 0.010*"who" + 0.010*"tale" + 0.009*"one" 2019-03-25 00:08:12,370 : INFO : topic #64 (0.010): 0.039*"robot" + 0.017*"combat" + 0.017*"fi" + 0.017*"action" + 0.017*"player" + 0.016*"sci" + 0.015*"first" + 0.013*"person" + 0.011*"fight" + 0.010*"fast" 2019-03-25 00:08:12,382 : INFO : topic diff=0.870529, rho=0.316228 2019-03-25 00:08:12,389 : INFO : PROGRESS: pass 0, at document #22000/30885 2019-03-25 00:08:19,617 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:08:19,922 : INFO : topic #53 (0.010): 0.014*"logistical" + 0.010*"system" + 0.008*"intelligence" + 0.008*"more" + 0.008*"country" + 0.007*"player" + 0.007*"use" + 0.007*"learn" + 0.007*"hacker" + 0.006*"base" 2019-03-25 00:08:19,922 : INFO : topic #98 (0.010): 0.018*"object" + 0.018*"find" + 0.014*"world" + 0.013*"adventure" + 0.010*"hide" + 0.010*"hidden" + 0.010*"secret" + 0.010*"ghost" + 0.009*"collector" + 0.008*"edition" 2019-03-25 00:08:19,923 : INFO : topic #69 (0.010): 0.051*"level" + 0.018*"obstacle" + 0.016*"puzzle" + 0.014*"collect" + 0.013*"each" + 0.013*"world" + 0.010*"through" + 0.010*"way" + 0.010*"simple" + 0.009*"all" 2019-03-25 00:08:19,923 : INFO : topic #78 (0.010): 0.067*"space" + 0.064*"ship" + 0.019*"galaxy" + 0.015*"station" + 0.013*"spaceship" + 0.013*"crew" + 0.012*"universe" + 0.011*"fleet" + 0.010*"new" + 0.010*"asteroid" 2019-03-25 00:08:19,924 : INFO : topic #52 (0.010): 0.047*"two" + 0.041*"gravity" + 0.023*"dimension" + 0.021*"time" + 0.018*"switch" + 0.016*"between" + 0.014*"couch" + 0.013*"pleasant" + 0.011*"or" + 0.010*"through" 2019-03-25 00:08:19,934 : INFO : topic diff=0.804212, rho=0.301511 2019-03-25 00:08:19,941 : INFO : PROGRESS: pass 0, at document #24000/30885 2019-03-25 00:08:26,538 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:08:26,850 : INFO : topic #26 (0.010): 0.030*"level" + 0.017*"runner" + 0.015*"platformer" + 0.014*"gameplay" + 0.014*"hard" + 0.012*"one" + 0.011*"soundtrack" + 0.011*"run" + 0.011*"simple" + 0.011*"portal" 2019-03-25 00:08:26,851 : INFO : topic #74 (0.010): 0.035*"dragon" + 0.019*"one" + 0.019*"princess" + 0.016*"today" + 0.013*"contestant" + 0.011*"drum" + 0.009*"all" + 0.009*"play" + 0.007*"or" + 0.006*"leg" 2019-03-25 00:08:26,851 : INFO : topic #45 (0.010): 0.054*"tank" + 0.026*"vehicle" + 0.024*"park" + 0.020*"ride" + 0.018*"simulator" + 0.017*"tycoon" + 0.012*"or" + 0.012*"farming" + 0.010*"coaster" + 0.009*"new" 2019-03-25 00:08:26,852 : INFO : topic #6 (0.010): 0.068*"music" + 0.029*"song" + 0.017*"musical" + 0.012*"dance" + 0.011*"play" + 0.010*"new" + 0.009*"beat" + 0.008*"experience" + 0.007*"world" + 0.006*"player" 2019-03-25 00:08:26,852 : INFO : topic #88 (0.010): 0.053*"road" + 0.019*"off" + 0.019*"water" + 0.017*"drive" + 0.014*"vehicle" + 0.011*"traffic" + 0.010*"weather" + 0.010*"leisure" + 0.010*"extreme" + 0.009*"auto" 2019-03-25 00:08:26,862 : INFO : topic diff=0.744555, rho=0.288675 2019-03-25 00:08:26,870 : INFO : PROGRESS: pass 0, at document #26000/30885 2019-03-25 00:08:35,379 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:08:35,832 : INFO : topic #57 (0.010): 0.048*"play" + 0.044*"player" + 0.031*"friend" + 0.027*"mode" + 0.019*"local" + 0.019*"level" + 0.018*"or" + 0.018*"multiplayer" + 0.015*"online" + 0.015*"different" 2019-03-25 00:08:35,833 : INFO : topic #75 (0.010): 0.032*"metal" + 0.030*"empire" + 0.029*"fox" + 0.016*"meat" + 0.014*"roman" + 0.012*"barbarian" + 0.012*"bandit" + 0.010*"temporary" + 0.009*"rome" + 0.009*"neighbor" 2019-03-25 00:08:35,834 : INFO : topic #4 (0.010): 0.062*"stage" + 0.056*"cube" + 0.037*"blue" + 0.031*"crystal" + 0.024*"factory" + 0.022*"snake" + 0.021*"level" + 0.012*"push" + 0.011*"bottle" + 0.009*"jewel" 2019-03-25 00:08:35,835 : INFO : topic #5 (0.010): 0.193*"ball" + 0.041*"hole" + 0.038*"golf" + 0.025*"gift" + 0.021*"bounce" + 0.019*"course" + 0.013*"teleport" + 0.012*"yellow" + 0.011*"worm" + 0.010*"roll" 2019-03-25 00:08:35,836 : INFO : topic #11 (0.010): 0.022*"fighting" + 0.021*"fight" + 0.017*"fighter" + 0.016*"up" + 0.013*"character" + 0.012*"mode" + 0.012*"combos" + 0.012*"sword" + 0.011*"gem" + 0.011*"attack" 2019-03-25 00:08:35,863 : INFO : topic diff=0.682066, rho=0.277350 2019-03-25 00:08:35,874 : INFO : PROGRESS: pass 0, at document #28000/30885 2019-03-25 00:08:42,531 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:08:42,840 : INFO : topic #1 (0.010): 0.081*"dodge" + 0.035*"bus" + 0.030*"Dodge" + 0.020*"minor" + 0.019*"paddle" + 0.014*"neither" + 0.011*"imperial" + 0.011*"lander" + 0.011*"loneliness" + 0.011*"hey" 2019-03-25 00:08:42,840 : INFO : topic #32 (0.010): 0.059*"enemy" + 0.022*"destroy" + 0.020*"use" + 0.015*"attack" + 0.010*"power" + 0.010*"laser" + 0.009*"bomb" + 0.009*"energy" + 0.009*"weapon" + 0.009*"ability" 2019-03-25 00:08:42,841 : INFO : topic #43 (0.010): 0.023*"world" + 0.022*"rpg" + 0.016*"RPG" + 0.015*"character" + 0.013*"spell" + 0.012*"dungeon" + 0.012*"fantasy" + 0.012*"magic" + 0.011*"monster" + 0.011*"combat" 2019-03-25 00:08:42,841 : INFO : topic #93 (0.010): 0.060*"king" + 0.028*"vault" + 0.022*"medieval" + 0.017*"kingdom" + 0.012*"family" + 0.012*"or" + 0.012*"new" + 0.010*"court" + 0.010*"history" + 0.009*"become" 2019-03-25 00:08:42,842 : INFO : topic #30 (0.010): 0.039*"player" + 0.024*"mode" + 0.021*"team" + 0.016*"or" + 0.015*"multiplayer" + 0.012*"play" + 0.012*"up" + 0.011*"opponent" + 0.011*"battle" + 0.010*"map" 2019-03-25 00:08:42,852 : INFO : topic diff=0.625399, rho=0.267261 2019-03-25 00:08:42,859 : INFO : PROGRESS: pass 0, at document #30000/30885 2019-03-25 00:08:49,099 : INFO : merging changes from 2000 documents into a model of 30885 documents 2019-03-25 00:08:49,411 : INFO : topic #64 (0.010): 0.054*"robot" + 0.028*"action" + 0.024*"person" + 0.023*"first" + 0.021*"combat" + 0.020*"fi" + 0.019*"sci" + 0.015*"player" + 0.013*"fight" + 0.012*"shooter" 2019-03-25 00:08:49,411 : INFO : topic #96 (0.010): 0.021*"old" + 0.019*"character" + 0.018*"memory" + 0.016*"school" + 0.016*"story" + 0.015*"choice" + 0.015*"find" + 0.015*"ending" + 0.013*"different" + 0.012*"who" 2019-03-25 00:08:49,412 : INFO : topic #59 (0.010): 0.020*"five" + 0.020*"click" + 0.015*"dog" + 0.014*"point" + 0.013*"man" + 0.012*"shop" + 0.012*"press" + 0.011*"number" + 0.011*"do" + 0.010*"buy" 2019-03-25 00:08:49,412 : INFO : topic #22 (0.010): 0.022*"find" + 0.021*"what" + 0.020*"but" + 0.019*"do" + 0.019*"out" + 0.014*"all" + 0.014*"who" + 0.014*"about" + 0.012*"not" + 0.011*"get" 2019-03-25 00:08:49,412 : INFO : topic #24 (0.010): 0.064*"wizard" + 0.061*"brick" + 0.038*"row" + 0.029*"assassin" + 0.025*"o" + 0.017*"twenty" + 0.013*"phantom" + 0.012*"breakout" + 0.012*"tongue" + 0.009*"basket" 2019-03-25 00:08:49,422 : INFO : topic diff=0.565747, rho=0.258199 2019-03-25 00:08:52,911 : INFO : -11.257 per-word bound, 2447.1 perplexity estimate based on a held-out corpus of 885 documents with 111068 words 2019-03-25 00:08:52,911 : INFO : PROGRESS: pass 0, at document #30885/30885 2019-03-25 00:08:55,532 : INFO : merging changes from 885 documents into a model of 30885 documents 2019-03-25 00:08:55,837 : INFO : topic #44 (0.010): 0.050*"generate" + 0.024*"roguelike" + 0.022*"randomly" + 0.021*"procedurally" + 0.018*"survive" + 0.016*"die" + 0.014*"every" + 0.013*"procedural" + 0.011*"world" + 0.010*"way" 2019-03-25 00:08:55,837 : INFO : topic #62 (0.010): 0.040*"fly" + 0.035*"flight" + 0.028*"plane" + 0.027*"police" + 0.021*"i" + 0.019*"air" + 0.014*"russia" + 0.013*"Russia" + 0.012*"jet" + 0.012*"usa" 2019-03-25 00:08:55,838 : INFO : topic #97 (0.010): 0.034*"american" + 0.024*"war" + 0.022*"china" + 0.018*"China" + 0.018*"American" + 0.017*"us" + 0.016*"front" + 0.014*"united" + 0.013*"river" + 0.012*"states" 2019-03-25 00:08:55,838 : INFO : topic #8 (0.010): 0.105*"cat" + 0.031*"body" + 0.025*"cartoon" + 0.022*"kingdom" + 0.021*"hand" + 0.018*"rat" + 0.017*"rock" + 0.016*"bloody" + 0.015*"revenge" + 0.015*"axe" 2019-03-25 00:08:55,839 : INFO : topic #5 (0.010): 0.207*"ball" + 0.045*"hole" + 0.031*"golf" + 0.027*"gift" + 0.024*"course" + 0.022*"bounce" + 0.017*"teleport" + 0.012*"yellow" + 0.012*"massage" + 0.011*"graveyard" 2019-03-25 00:08:55,849 : INFO : topic diff=0.533946, rho=0.250000 2019-03-25 00:08:55,856 : INFO : creating matrix with 30885 documents and 24089 features

Query appID: 570 (Dota 2)

Dota 2 ShellShock Live Brotherhood United Loot or Die Once Bitten, Twice Dead! GunGirl 2 They Are Hundreds VERSUS SQUAD Hyperspace Dogfights Duel Jousting

Query appID: 578080 (PLAYERUNKNOWN'S BATTLEGROUNDS)

PLAYERUNKNOWN'S BATTLEGROUNDS Modern Combat 5 Squad Z CroNix Breach of Contract Online Broforce Delta Horizon BULLETLINE S.K.I.L.L. - Special Force 2 (Shooter) Special Tactics

Query appID: 440 (Team Fortress 2)

Team Fortress 2 Teeworlds Swift Garrison: Archangel Oh My Godheads Prime Arena Battlerite Royale The Culling 2 NS2: Combat OVERGRAVITY

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

Counter-Strike: Global Offensive Retro City Rampage™ DX GalaxIverse Epsilon Jump Prime Neckbeards: Cuck Invaders Gundemonium Recollection RIP - Trilogy™ RIP - Trilogy™ RIP - Trilogy™ Aces of the Galaxy™

Query appID: 304930 (Unturned)

Unturned Romero's Aftermath Fragmented No Mans Land SurvivalZ Remnants Strid Fear the Night Zombie Watch Dead Maze

Query appID: 230410 (Warframe)

Warframe Outland Echoes of the Past: The Revenge of the Witch Collector's Edition Contrast Embers of Mirrim Primordian Mulaka Oscura: Lost Light Peregrin Revenge: Rhobar's myth

Query appID: 550 (Left 4 Dead 2)

Left 4 Dead 2 Gremlin Invasion: Survivor Ninjin: Clash of Carrots Splatter - Zombie Apocalypse Dropship Down Rogue Stormers Killbot Crimsonland Zombie Estate 2 Zombie Killtime

Query appID: 444090 (Paladins®)

Paladins® 16 Bit Arena Rival Books of Aster Cards and Castles Hand of Fate Rune Classic Knightfall: Rivals Apotheon Arena Idle Champions of the Forgotten Realms FreeCell Quest

Query appID: 227940 (Heroes & Generals)

Heroes & Generals Cartoon Strike Call of Duty®: Modern Warfare® 2 Call of Duty®: Modern Warfare® 2 Civil Warfare: Another Bullet In The War Rising Storm Game of the Year Edition Day of Infamy World of War : Battlegrounds 360 No Scope Arena COH 2 - The Western Front Armies: US Forces

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

Half-Life 2: Lost Coast Half-Life 2: Episode Two Santa Girls Lost Squad Airport Firefighters - The Simulation Airport Simulator 2015 Terraform Santa Sling Off-Road Drive Subnautica: Below Zero

Query appID: 218620 (PAYDAY 2)

PAYDAY 2 Kreedz Climbing Honeypot Espionage Westard The Masterplan BANG BANG BANG! Jailbreak Lockdown Simple Light Cycles Slybots: Frantic Zone Of Guards And Thieves

Query appID: 236390 (War Thunder)

War Thunder Rusted Warfare - RTS Operation Flashpoint: Dragon Rising Arma 2: Operation Arrowhead Crysis Warhead® Arma 2 ARMA 2 Crysis Warhead® Tank: M1A1 Abrams Battle Simulation Command: Modern Air / Naval Operations WOTY

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

Half-Life 2: Deathmatch VIDEO GAME Chronoclysm BrambleLash DragonCrash Rumpus Demons with Shotguns Dog Fight Black & White Bushido MIGHT

Query appID: 4000 (Garry's Mod)

Garry's Mod RAMS Cult of the Wind Martial Law Campfire: One of Us Is the Killer Hide & Hold Out - H2o Vantage: Primitive Survival Game Vengeance Winter Warland WAR Pig - Big Bang

Query appID: 301520 (Robocraft)

Robocraft Robot Fighting Sky Tracers THE DUST: PIXEL SURVIVAL Z BATTLEGROUND BOMB: Who let the dogfight? Hover DDS(D.I.Y Drone Simulator) Demo Motor Gladiators STRIDER™ / ストライダー飛竜® Infinite Tanks

Query appID: 240 (Counter-Strike: Source)

Counter-Strike: Source Gundemonium Recollection Raiden V: Director's Cut | 雷電 V Director's Cut | 雷電V:導演剪輯版 Shoot'n'Scroll 3D Mega Overload VR PixelJunk™ Shooter Ultimate Neon Hardcorps ExZeus 2 Mushihimesama Positron

Query appID: 10 (Counter-Strike)

Counter-Strike Delta Force Land Warrior War Cube Strike Team Hydra Day of Defeat Recruits Strain Tactics Sniper Elite 4 Breach & Clear The Great Emu War Of 1932

Query appID: 620 (Portal 2)

Portal 2 Portal 2 JumpFist BIT.TRIP BEAT Psychedelic platformer Dungeon Escape Super Robot Jump Jump JET HERO Zen Bound 2 Cave Runner

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

Counter-Strike: Condition Zero Counter-Strike: Condition Zero RISK™: Factions Tank Defense Division Frozen Synapse Hit Tank PRO Pox Nora Pinball Deluxe: Reloaded HexLab Gumboy Tournament

Query appID: 291550 (Brawlhalla)

Brawlhalla Slightly Heroes Teeworlds Lethal League Zup! Arena Battlegun BATTLECREW™ Space Pirates Brick Battalion Bell Ringer Boomerang Fu

Query appID: 400 (Portal)

Portal Portal Inversion™ Paradox Wrench Quantum Conundrum Super Switch Gravity Cat Yuzi Lims: Hentai Time Gun / 时间枪 Colour Bind

Query appID: 433850 (H1Z1)

H1Z1 Shadow of Conquest Until None Remain: Battle Royale VR Invasion Zero Scribbled Arena Versus World NAR - Not Another Royale Offensive Combat: Redux! Shot Shot Tactic Linx Battle Arena

Query appID: 271590 (Grand Theft Auto V)

Grand Theft Auto V D Series OFF ROAD Driving Simulation Sim Racing Telemetry Setup Developer Tool 2018 Flight 787 - Advanced DashPanel Virtual Race Car Engineer 2017 Kart Racing Pro Driver Booster 3 for STEAM Driver Booster 4 for Steam

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

The Elder Scrolls V: Skyrim Everpath: A pixel art roguelite Cladun X2 / クラシックダンジョンX2 Avernum 5 Ambition Avernum 6 The Elder Scrolls III: Morrowind® Game of the Year Edition Mysterious Realms RPG Heroes of a Broken Land Alvastia Chronicles

Query appID: 238960 (Path of Exile)

Path of Exile Continent of the Ninth Seal Shadowrun Chronicles - Boston Lockdown Cyberdimension Neptunia: 4 Goddesses Online | 四女神オンライン CYBER DIMENSION NEPTUNE | 四女神ONLINE 幻次元遊戲戰機少女 Oafmatch Torn Tales: Rebound Edition Cat Quest Monstrous Healer's Quest Purgatory: War of the Damned

Query appID: 291480 (Warface)

Warface Linx Battle Arena Invasion Zero Unknown's Survival : Player Battlegrounds Slay.one Offensive Combat: Redux! Versus World Shot Shot Tactic NAR - Not Another Royale Head Shot

Query appID: 220 (Half-Life 2)

Half-Life 2 Satellite Command Nexus - The Jupiter Incident Botology Hacker Evolution Duality Bootleg Systems Grey Hack Violent Sol Worlds Beyond The Destiny Everything is Peachy

Query appID: 105600 (Terraria)

Terraria Miner Wars 2081 Squarelands MegaSphere NEO Guardians of Orion The Constellation Robot Rumble 2 Axion AX:EL - Air XenoDawn

Query appID: 439700 (H1Z1 Test Server)

H1Z1 Test Server Head Shot Holodrive Do or Die Shadow of Conquest Blacklight: Retribution Wondershot Killing Floor 2 Don't Bleed Shoot 'm Up

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

Sid Meier's Civilization® V Sid Meier's Civilization® V Creeper World 3: Arc Eternal Star Ruler 2 Ironclads: Schleswig War 1864 GM Forge - Virtual Tabletop Planetes Project Explore Military Operations: Benchmark Europa Universalis III Complete

Query appID: 304050 (Trove)

Trove Paper Dungeons Crawler Dragon Saga Swords and Souls: Neverseen Block Story™ Tap Adventure: Time Travel Crescent Hollow Cyberdimension Neptunia: 4 Goddesses Online | 四女神オンライン CYBER DIMENSION NEPTUNE | 四女神ONLINE 幻次元遊戲戰機少女 Lantern Forge Showdown Adventure

Query appID: 218230 (PlanetSide 2)

PlanetSide 2 Firmament Wars Dropzone Metal Division Interloper BlackShot: Mercenary Warfare FPS TMM: Entourage Savage Resurrection The Wall THE DAY Online

Query appID: 386360 (SMITE®)

SMITE® CHECKMATE : Battle Arenas Epic Arena Forgotten Myths CCG Wagers of War Minos Strategos Duelyst Lords of War Divided We Fall MarionetteAI

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

Pixel Battle Royale Demons with Shotguns Assassin’s Creed® Brotherhood Unreal Tournament 3 Black Half-Life Deathmatch: Source GUILTY GEAR XX ACCENT CORE PLUS R NARUTO TO BORUTO: SHINOBI STRIKER GUILTY GEAR Xrd -SIGN- Juan v Juan Hoverloop

Query appID: 40 (Deathmatch Classic)

Deathmatch Classic SCALPERS: Turtle & the Moonshine Gang Super Kaiju Splash Bash Crewsaders Guns and Robots Simple Light Cycles Cavern Crumblers Wild Warfare PROXIMA ROYALE

Query appID: 224260 (No More Room in Hell)

No More Room in Hell Deceit live Mince Hunt Showdown Border Of Insanity Bullet Sorrow VR TRANSIT: Post-apocalyptic indie game Guns n Zombies Green Hell DEATH FIELD: The Battle Royale of Disaster

Query appID: 333930 (Dirty Bomb®)

Dirty Bomb® Ricochet Drill Arena Broken Bots Fistful of Frags Rooks Keep Second Coming: Tactical Training Deformers Delta Horizon Modern Combat 5

Query appID: 252950 (Rocket League®)

Rocket League® Canadian Football 2017 Axis Football 2016 FritzChess 15 bob's game RetroWar: 8-bit party battle QB Sim DashPanel Rugby League Live 3 Kickoff Legends

Query appID: 49520 (Borderlands 2)

Borderlands 2 Borderlands: The Pre-Sequel Ball Platformer BALLOON Saga N++ (NPLUSPLUS) Chuckie Egg 2017 Challenges Shroom Rocko's Quest Duck Souls Jumping Man: Forest

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

Tom Clancy's Rainbow Six® Siege Tom Clancy's Rainbow Six® Siege Tom Clancy's Rainbow Six® Siege Tom Clancy's Rainbow Six® Siege Tom Clancy's Rainbow Six® Siege Isle TD Sentinel 3: Homeworld Fire With Fire Tower Attack and Defense Unleash Legion TD 2

Query appID: 582010 (MONSTER HUNTER: WORLD)

MONSTER HUNTER: WORLD Grave Keeper 3DRPG Ground Under ❂ Hexaluga ❂ Dungeons and Hunting ☠ Knights of Tartarus Rezrog Kingsway Kobold Slayer Rogue Wizards

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

Counter-Strike Nexon: Zombies BattleStick Mimic Arena FlyingRock: Arena War.io : Zombie Battle Royale Gal-X-E Square x Square BATTLE ZOMBIE SHOOTER: SURVIVAL OF THE DEAD 逆刃 War Blade War.io : Survival Battle Royale

Query appID: 550650 (Black Squad)

Black Squad Cuisine Royale Evolvation The Ultimatest Battle Slymes Strive BombGears Riot Street Hunt For Gods Mowin' & Throwin'

Query appID: 322330 (Don't Starve Together)

Don't Starve Together The Warhorn Song of the Myrne: What Lies Beneath Viking Age: Odin's Warrior Harsh Feel The Snow Dungeon Of Dragon Knight Blessed Ones: The Magic Wolves Fear & Hunger The Legend of Candlewind: Nights & Candles

Query appID: 30 (Day of Defeat)

Day of Defeat Delta Force Land Warrior Counter-Strike Unity of Command: Stalingrad Campaign Tannenberg Strike Team Hydra War Cube Deadly Dozen The Great Emu War Of 1932 Recruits

Query appID: 60 (Ricochet)

Ricochet Rooks Keep Drill Arena Fistful of Frags ShadowCore VR Broken Bots Battle Royale Bootcamp Deformers Archers Shooter Game

Query appID: 252490 (Rust)

Rust Night light Nomad Project Alpha 002 God Vs Zombies Project Zomboid NightZ Undead Development Survival Is Not Enough Hardcore Survival

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

Half-Life 2: Episode One Silent Hill Homecoming The Dark Eye: Chains of Satinav Drawn®: The Painted Tower Botanicula Thirty Flights of Loving Hidden Expedition: Titanic Dream Hills: Captured Magic Minit Memoria

Query appID: 381210 (Dead by Daylight)

Dead by Daylight Angels That Kill Enlysia The Apartment Gridberd Cursed Mansion The Dark Inside Me Quest room: Hanon Kuchisake Onna - 口裂け女 Future Unfolding

Query appID: 300 (Day of Defeat: Source)

Day of Defeat: Source Day of Infamy Tom Clancy's Ghost Recon® UBERMOSH:WRAITH Team Fortress Classic Acceleration of SUGURI 2 Unreal Tournament 3 Black Juan v Juan Cookies vs. Claus Solitaire: Learn the Flags!

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

Oddworld: Abe's Oddysee® SALVATOR Elven Legacy: Magic Chaordic Season Match 2 Painkiller Hell & Damnation Oddworld: New 'n' Tasty Abyss Cave Elven Legend 2: The Bewitched Tree Frozen Flame

Query appID: 863550 (HITMAN™ 2)

HITMAN™ 2 Hitman: Contracts Hitman: Absolution™ Tomb Raider II Amity Zoo Tycoon: Ultimate Animal Collection Grand Theft Auto: San Andreas Ashley Clark: The Secrets of the Ancient Temple Sign Here: _________ Wall Street Tycoon

Query appID: 70 (Half-Life)

Half-Life Horse Paradise - My Dream Ranch MultiBall (BLADOSHARIK) Koala Kids The Searcher Wild West Adventure Lost Home MDK 2 Blades of Time Bulby - Diamond Course Call of Juarez® Gunslinger

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

Half-Life 2: Episode Two Happy Claus Christmas Edition Santa Girls Sugy the Christmas elf Sam & Max 201: Ice Station Santa Half-Life: Blue Shift Santa Rockstar Christmas Santa Troubles Christmas Time 2019 Lost Squad

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

Half-Life: Opposing Force Spacecraft War Half-Life 2: Episode Two The Expendabros DOOM 3 The Great Emu War Of 1932 ESWAT™: City Under Siege Blake Stone: Planet Strike QUAKE II Mission Pack: The Reckoning QUAKE II

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

Half-Life: Blue Shift Sugy the Christmas elf Happy Claus Christmas Edition Half-Life 2: Episode Two Secret Santa Sam & Max 201: Ice Station Santa Christmas Time 2019 Santa Simulator Christmas Santa Troubles Santa Girls

Query appID: 346110 (ARK: Survival Evolved)

ARK: Survival Evolved In The Long Run The Game Planetbase Werewolf Hunter X ROKH The Colonists Stellar Overload Triton Survival Rebirth of Island Osiris: New Dawn

Query appID: 363970 (Clicker Heroes)

Clicker Heroes DUNGEONS - Steam Special Edition The World II: Hunting BOSS Heroes of Fortunia The Last Sigil One Day : The Sun Disappeared Dungeon Quest Dungeons of Necromancers Flamebound Dueling Dungeon

Query appID: 208090 (Loadout)

Loadout Breach of Contract Online Juan v Juan Breach of Contract Reloaded Until None Remain: Battle Royale VR Shot Shot Tactic Delta Horizon Battle Royale Trainer Versus World Until None Remain: Battle Royale PC Edition

Query appID: 20 (Team Fortress Classic)

Team Fortress Classic Acceleration of SUGURI 2 Juan v Juan GUILTY GEAR Xrd -SIGN- Loadout NARUTO TO BORUTO: SHINOBI STRIKER Bigger Guns Unreal Tournament 3 Black GUILTY GEAR XX ACCENT CORE PLUS R Magical Drop V

Query appID: 431960 (Wallpaper Engine)

Wallpaper Engine Live Wallpaper Master RainWallpaper Xara Designer Pro X 15 Steam Edition RaySupreme 3D RealityCapture Sound Forge Mac 2.0 - Steam Powered Raffle Blast Punch! ViaCAD 2D/3D v9 + 3D Printing PowerPack LT Geekbench 3

Query appID: 227300 (Euro Truck Simulator 2)

Euro Truck Simulator 2 American Truck Simulator Euro Truck Simulator Hector: Episode 1 Hector: Episode 2 Hector: Badge of Carnage - Full Series MX vs ATV All Out Fork Truck Challenge Extreme Roads USA Construction Truck Simulator

Query appID: 273350 (Evolve Stage 2)

Evolve Stage 2 Kill Him! Online Wars Walkover Zombie Grinder Blacklight: Tango Down Akuto: Mad World AT SUNDOWN B.C.E. Major League Gladiators Cobalt

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

ARK: Survival Of The Fittest The Wall PlanetSide 2 Orbos Guncraft Mine Royale - Battle Royale Creative Destruction Savage Resurrection Islands of Nyne: Battle Royale Ace of Spades: Battle Builder

Query appID: 500 (Left 4 Dead)

Left 4 Dead DEATHPIT 3000 Polygone C.Q.C. - Close Quarters Combat Undead Blackout BULLET PARTY OVERKILL's The Walking Dead Meltdown Death Stair Fuzecat

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

Life is Strange - Episode 1 Grimm The Tale of Doris and the Dragon - Episode 1 The Longest Journey Seven boys 2 Samorost 3 Old Man's Journey 永冻之壳 The Shell of Permafrost Burly Men at Sea Never give up!

Query appID: 203160 (Tomb Raider)

Tomb Raider Over The Moonlight Tomb Raider: Legend Hamlet or the Last Game without MMORPG Features, Shaders ... Alter Ego Azada Lara Croft GO Detective Grimoire White Night PuppetShow™: Mystery of Joyville

Query appID: 278360 (A Story About My Uncle)

A Story About My Uncle Liminal Figment Shadows Peak One Hand Clapping Q.U.B.E. 2 Hexile Shape of the World Chupacabra Etherborn

Query appID: 219640 (Chivalry: Medieval Warfare)

Chivalry: Medieval Warfare SRC: Sprint Robot Championship Axes and Arrows Enemy Front PROXIMA ROYALE Soulfire ORION: Prelude Destined Islands of Nyne: Battle Royale Misfit

Query appID: 109600 (Neverwinter)

Neverwinter Iesabel Dragon Fantasy: The Black Tome of Ice Plagueworld Achievement Lurker: Easiest Cosmetic Numbers Runeyana Avernum 6 Lethal RPG: War Wellspring: Altar of Roots Heroes & Legends: Conquerors of Kolhar

Query appID: 221380 (Age of Empires II HD)

Age of Empires II HD Sugar Cube: Bittersweet Factory Ultra Street Fighter® IV Ecco™ Jr. Cube XL Push The Crate Jewel Quest Seven Seas Collector's Edition Jewel Quest Pack Jewel Quest Pack Jewel Quest Pack

Query appID: 113400 (APB Reloaded)

APB Reloaded Impulse of War Cardboard Wars CubeZ Orbs Klepto Morphies Law Brick-Force Cubekiller LILT

Query appID: 253710 (theHunter Classic)

theHunter Classic Hunting Unlimited 2009 Deer Hunter: Reloaded Hunting Unlimited 2010 Deer Hunt Legends Wildlife VR theHunter: Call of the Wild™ Crazy Forest 2 Mad Hunter Hunting Simulator

Query appID: 555570 (Infestation: The New Z)

Infestation: The New Z Walkover A.V.A. Alliance of Valiant Arms™ Brick-Force Warface Lucent Heart BlackShot: Mercenary Warfare FPS B.C.E. Joust Snoobli

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

The Witcher® 3: Wild Hunt VALIANT KNIGHTS Typing Battle Fairies vs. Darklings: Arcane Edition The World 3:Rise of Demon Legend - Hand of God Summoner Labyronia RPG Nakawak Salvation in Corruption Swords and Sandals 5 Redux

Query appID: 377160 (Fallout 4)

Fallout 4 Stars End Birthseederia Fallout 2: A Post Nuclear Role Playing Game Dead Frontier 2 EVERSPACE™ Squarelands Wayward Warsim: The Realm of Aslona Tile Miner

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

Call of Duty®: Modern Warfare® 2 Call of Duty®: Modern Warfare® 2 Magicae Mundi Heroes & Generals Day of Infamy Serious Sam's Bogus Detour Lance A Lot: Classic Edition Delta Horizon Modern Combat 5 Trivia Clash: Adult Film Star Edition

Query appID: 255710 (Cities: Skylines)

Cities: Skylines Industry Transporters Metropolisim City Life 2008 Cities XXL Ancient Rome 2 Cubic Factory Holyday City: Reloaded City Play Blueprint Tycoon

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

The Witcher 2: Assassins of Kings Enhanced Edition BlazBlue: Cross Tag Battle Mortal Kombat 11 The Witcher: Enhanced Edition Director's Cut Space Hulk: Deathwing - Enhanced Edition Mari and the Black Tower FINAL FANTASY III Fieldrunners Eschalon: Book III BattleCON: Online

Query appID: 57300 (Amnesia: The Dark Descent)

Amnesia: The Dark Descent Apartment 666 Port of Call Through Abandoned Greetings I_AM.exe Torii Path Yesterday Shining Hotel: Lost in Nowhere Hidden Paws

Query appID: 420970 (RoBoRumble)

RoBoRumble Techwars Online Deployment MechWarrior Online™ Desert Ashes Sol Survivor Battle Battalions Boid Melting World Online Zero-K

Query appID: 219740 (Don't Starve)

Don't Starve Brave Path Underworld Ascendant SAKeRETSU Lantern Forge Serpent in the Staglands Girls and Dungeons Amethlion Risen Goblin Harvest - The Mighty Quest

Query appID: 339610 (Freestyle 2: Street Basketball)

Freestyle 2: Street Basketball Shooter Game Smash team Booster Trooper Battle Royale Survival Gyrodisc Super League PUGNite Archers CroNix Moe Reversi

Query appID: 1250 (Killing Floor)

Killing Floor Final Days Zombie Parking GIBZ RiotZ ULTIMATE HARDBASS DEFENCE ZomDay One Clone Left ShineG In The Zombies Bowman VS Zombies

Query appID: 7670 (BioShock™)

BioShock™ BioShock™ Remastered Uriel's Chasm Golden Axe™ Bad Rats: the Rats' Revenge Rock of Ages Bad Rats Show Crazy Catman Inside Me Evil Genius

Query appID: 630 (Alien Swarm)

Alien Swarm Alien Swarm: Reactive Drop Bunny Madness Anarchy Too Many Weapons Crashnauts Orbital Gear Burstfire Guns and Robots RockShot Islands of Nyne: Battle Royale

Query appID: 238320 (Outlast)

Outlast Apartment 327 Hotel Spring Room 54 Construct: Embers of Life Blackbay Asylum ESSENCE Gridberd The Dark Inside Me Inmates

Query appID: 280790 (Creativerse)

Creativerse Tactical Craft Online Boundless Ficterra Rising World Xsyon - Prelude Undholm Everything Ascent - The Space Game Patterns

Query appID: 12210 (Grand Theft Auto IV)

Grand Theft Auto IV Master Levels for Doom II Diaper Dash® Dragon's Lair Get Rich or Die Gaming Drum Simulator YOU DON'T KNOW JACK SPORTS Elevator VR Discovery! A Seek and Find Adventure Chop Chop Princess!

Query appID: 22380 (Fallout: New Vegas)

Fallout: New Vegas Wacky Spores: The Chase Spork: The Manic Utensil Storm Subject A-119 Boobs vs Zombies Emerge: Cities of the Apocalypse A Day For A Kitten Captured King Dungeon Rats Space floating太空飘着

Query appID: 304390 (FOR HONOR™)

FOR HONOR™ Mech Ace Combat - Trainer Edition Smackitball BARDO Hover Junkers RoboHeist VR Dawn of the Robot Empire The Steadfast VR Challenge Battlezone Warbot

Query appID: 8870 (BioShock Infinite)

BioShock Infinite Drone: Remote Tactical Warfare German Fortress 3D Spy Bugs Red Faction II Beyond Enemy Lines JETPACK WARRIOR VR Spyhack Escape 2042 - The Truth Defenders Omnipresent

Query appID: 588430 (Fallout Shelter)

Fallout Shelter King Under The Mountain Kingdoms and Castles Royal Tumble Taking Valhalla VR AgeOfDarkness Townsmen TownCraft Castle Flipper Reigns

Query appID: 222880 (Insurgency)

Insurgency H-Hour: World's Elite Contractors Fistful of Frags Rampage Online oVRshot Hoverloop Power War:The First Men Booster Trooper Delta Horizon

Query appID: 209080 (Guns of Icarus Online)

Guns of Icarus Online Unearned Bounty Airmen BATTLECREW™ Space Pirates Hastilude The Pirate: Caribbean Hunt Battlerite Cardboard Wars Cutthroat Gunboat Jetman Go

Query appID: 48000 (LIMBO)

LIMBO The Next Door Episode 1 - A Boy Learns What Fear Is Sabbat of the Witch Sullen: Light is Your Friend Inside: Before Birth My Lil' Donut Gish Forgotten Light Offspring Fling!

Query appID: 506540 (Last Man Standing)

Last Man Standing Blade of Arena TDP4:Team Battle Tanki Online The Misfits Archers Booster Trooper Fistful of Frags CroNix Shooter Game

Query appID: 55230 (Saints Row: The Third)

Saints Row: The Third Mafia is Alive A Golden Wake Predynastic Egypt Mafia Mafia III Chicago 1930 : The Prohibition Downtown Mafia: Gang Wars Mob War Grand Theft Auto 2

Query appID: 242760 (The Forest)

The Forest Shrooms One Million Worlds One Last Day Survive the Nights Outback Survival Phantom Survisland Hold Your Own small pixel

Query appID: 504230 (Celeste)

Celeste A Walk in the Dark Ezy BIT.TRIP BEAT BIT.TRIP RUNNER Stack & Crack Dead Dungeon Kaze and the Wild Masks Dungeon Escape Toby: The Secret Mine

Query appID: 794600 (LET IT DIE)

LET IT DIE WakeUp! Desperate game Bloodlines of Prima Dreamily The Rare Nine Ghost 1.0 Dead by Death RuinsCity_VR Son of a Witch

Query appID: 646570 (Slay the Spire)

Slay the Spire Blood Card The Last Hex Card Dungeon Cardiganical INFILTRIA Karradash - The Lost Dungeons Razenroth Dungeon Souls Ravenland

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

Sekiro™: Shadows Die Twice Shadow Warrior 2 Avencast: Rise of the Mage Lunar Stone - Origin of Blood Duck Force Sudeki Drakkhen Shinobi™ III: Return of the Ninja Master Sacred 2 Gold Armed with Wings: Rearmed

Query appID: 583950 (Artifact)

Artifact The Elder Scrolls®: Legends™ Paperback: The Game Hand of the Gods Viking: Battle for Asgard Chronicle: RuneScape Legends Apotheon Cardpocalypse KROSMAGA HEX: Shards of Fate

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

The Elder Scrolls®: Legends™ HEX: Shards of Fate Darkest Mana : Master of the Table SolForge Paperback: The Game Card Hunter Ilhumia Slime CCG Nanofights Running Gods

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