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jgensler8/itch_tag_page_all.csv

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"Work Life" : One week after launch
Raw
itch_tag_page_all.csv
Unnamed: 0 title_text title total_text total week_text week
0 0 2D 2D 286k projects 286k 2,881 this week 2,881
1 1 Pixel Art Pixel Art 153k projects 153k 1,777 this week 1,777
2 2 Horror Horror 66.9k projects 66.9k 445 this week 445
3 3 Adventure Adventure 148k projects 148k 1,050 this week 1,050
4 4 Singleplayer Singleplayer 221k projects 221k 1,830 this week 1,830
5 5 Short Short 98.8k projects 98.8k 1,129 this week 1,129
6 6 3D 3D 118k projects 118k 1,060 this week 1,060
7 7 Retro Retro 62.1k projects 62.1k 542 this week 542
8 8 Role Playing Role Playing 70.7k projects 70.7k 429 this week 429
9 9 Visual Novel Visual Novel 42.4k projects 42.4k 253 this week 253
10 10 Platformer Platformer 155k projects 155k 1,972 this week 1,972
11 11 Atmospheric Atmospheric 37.6k projects 37.6k 346 this week 346
12 12 Puzzle Puzzle 120k projects 120k 2,032 this week 2,032
13 13 Cute Cute 36.6k projects 36.6k 551 this week 551
14 14 Action Action 173k projects 173k 1,437 this week 1,437
15 15 Fantasy Fantasy 44.4k projects 44.4k 425 this week 425
16 16 First-Person First-Person 37.6k projects 37.6k 286 this week 286
17 17 Simulation Simulation 55k projects 55k 591 this week 591
18 18 Unity Unity 103k projects 103k 812 this week 812
19 19 Tabletop role-playing game Tabletop role-playing game 25.2k projects 25.2k 294 this week 294
20 20 Top-Down Top-Down 35.6k projects 35.6k 462 this week 462
21 21 Survival Survival 55.5k projects 55.5k 430 this week 430
22 22 Romance Romance 12.2k projects 12.2k 70 this week 70
23 23 Indie Indie 35.4k projects 35.4k 707 this week 707
24 24 Story Rich Story Rich 18.4k projects 18.4k 94 this week 94
25 25 Creepy Creepy 17.1k projects 17.1k 101 this week 101
26 26 Sci-fi Sci-fi 24.7k projects 24.7k 251 this week 251
27 27 Casual Casual 49.6k projects 49.6k 490 this week 490
28 28 Interactive Fiction Interactive Fiction 32k projects 32k 118 this week 118
29 29 Low-poly Low-poly 22.8k projects 22.8k 208 this week 208
30 30 Sprites Sprites 13.6k projects 13.6k 128 this week 128
31 31 RPG Maker RPG Maker 16.9k projects 16.9k 146 this week 146
32 32 Shooter Shooter 82.6k projects 82.6k 508 this week 508
33 33 Psychological Horror Psychological Horror 10.1k projects 10.1k 86 this week 86
34 34 Arcade Arcade 61.9k projects 61.9k 512 this week 512
35 35 Strategy Strategy 41.5k projects 41.5k 573 this week 573
36 36 LGBT LGBT 9,767 projects 9,767 57 this week 57
37 37 Anime Anime 11.4k projects 11.4k 100 this week 100
38 38 Female Protagonist Female Protagonist 11.4k projects 11.4k 80 this week 80
39 39 Comedy Comedy 14.1k projects 14.1k 133 this week 133
40 0 Godot Godot 20.6k projects 20.6k 676 this week 676
41 1 Roguelike Roguelike 14.7k projects 14.7k 182 this week 182
42 2 Exploration Exploration 17.4k projects 17.4k 105 this week 105
43 3 Funny Funny 27.5k projects 27.5k 254 this week 254
44 4 Space Space 31.4k projects 31.4k 345 this week 345
45 5 Tabletop Tabletop 10k projects 10k 98 this week 98
46 6 Narrative Narrative 17.2k projects 17.2k 90 this week 90
47 7 Mystery Mystery 11.9k projects 11.9k 71 this week 71
48 8 Multiplayer Multiplayer 22.7k projects 22.7k 105 this week 105
49 9 Dating Sim Dating Sim 5,961 projects 5,961 33 this week 33
50 10 PSX (PlayStation) PSX (PlayStation) 3,560 projects 3,560 39 this week 39
51 11 Point & Click Point & Click 13.2k projects 13.2k 115 this week 115
52 12 Music Music 18.1k projects 18.1k 207 this week 207
53 13 Dark Dark 16.4k projects 16.4k 72 this week 72
54 14 Survival Horror Survival Horror 10.1k projects 10.1k 65 this week 65
55 15 Asset Pack Asset Pack 9,303 projects 9,303 113 this week 113
56 16 Relaxing Relaxing 13.3k projects 13.3k 155 this week 155
57 17 Tileset Tileset 5,487 projects 5,487 41 this week 41
58 18 Solo RPG Solo RPG 3,688 projects 3,688 96 this week 96
59 19 Ren'Py Ren'Py 7,192 projects 7,192 54 this week 54
60 20 16-bit 16-bit 9,915 projects 9,915 37 this week 37
61 21 Monsters Monsters 11.7k projects 11.7k 98 this week 98
62 22 8-Bit 8-Bit 16.9k projects 16.9k 47 this week 47
63 23 Minimalist Minimalist 15.5k projects 15.5k 141 this week 141
64 24 Multiple Endings Multiple Endings 7,399 projects 7,399 29 this week 29
65 25 Side Scroller Side Scroller 12k projects 12k 95 this week 95
66 26 Cozy Cozy 4,634 projects 4,634 165 this week 165
67 27 Puzzle-Platformer Puzzle-Platformer 12.5k projects 12.5k 323 this week 323
68 28 Unreal Engine Unreal Engine 14.9k projects 14.9k 135 this week 135
69 29 Game Maker's Toolkit Jam Game Maker's Toolkit Jam 22.2k projects 22.2k 1,540 this week 1,540
70 30 GameMaker GameMaker 11.9k projects 11.9k 87 this week 87
71 31 Gay Gay 4,519 projects 4,519 44 this week 44
72 32 Experimental Experimental 13k projects 13k 65 this week 65
73 33 Card Game Card Game 12.9k projects 12.9k 119 this week 119
74 34 Physics Physics 11.6k projects 11.6k 246 this week 246
75 35 Dungeon Crawler Dungeon Crawler 8,892 projects 8,892 47 this week 47
76 36 weird weird 9,126 projects 9,126 73 this week 73
77 37 Characters Characters 5,711 projects 5,711 78 this week 78
78 38 Furry Furry 6,130 projects 6,130 62 this week 62
79 39 Hand-drawn Hand-drawn 6,493 projects 6,493 96 this week 96
80 0 Difficult Difficult 13k projects 13k 112 this week 112
81 1 Spooky Spooky 6,802 projects 6,802 32 this week 32
82 2 Colorful Colorful 12.8k projects 12.8k 63 this week 63
83 3 Fast-Paced Fast-Paced 13.1k projects 13.1k 111 this week 111
84 4 JRPG JRPG 4,186 projects 4,186 78 this week 78
85 5 Walking simulator Walking simulator 6,886 projects 6,886 34 this week 34
86 6 Action-Adventure Action-Adventure 11.5k projects 11.5k 49 this week 49
87 7 OSR OSR 4,750 projects 4,750 34 this week 34
88 8 16x16 16x16 2,364 projects 2,364 56 this week 56
89 9 Medieval Medieval 6,784 projects 6,784 62 this week 62
90 10 Surreal Surreal 4,926 projects 4,926 39 this week 39
91 11 Fighting Fighting 16.8k projects 16.8k 105 this week 105
92 12 Fangame Fangame 5,884 projects 5,884 40 this week 40
93 13 Shoot 'Em Up Shoot 'Em Up 11.9k projects 11.9k 96 this week 96
94 14 Procedural Generation Procedural Generation 7,374 projects 7,374 39 this week 39
95 15 Text based Text based 11.8k projects 11.8k 44 this week 44
96 16 FPS FPS 11k projects 11k 69 this week 69
97 17 Magic Magic 8,487 projects 8,487 60 this week 60
98 18 Tilemap Tilemap 3,180 projects 3,180 25 this week 25
99 19 Animals Animals 7,406 projects 7,406 91 this week 91
100 20 Roguelite Roguelite 5,660 projects 5,660 61 this week 61
101 21 artgame artgame 8,832 projects 8,832 31 this week 31
102 22 Otome Otome 1,564 projects 1,564 9 this week 9
103 23 Animation Animation 3,895 projects 3,895 53 this week 53
104 24 One-page One-page 2,730 projects 2,730 178 this week 178
105 25 Racing Racing 16.6k projects 16.6k 137 this week 137
106 26 Turn-based Turn-based 6,494 projects 6,494 53 this week 53
107 27 GM-Less GM-Less 2,506 projects 2,506 35 this week 35
108 28 Metroidvania Metroidvania 5,320 projects 5,320 36 this week 36
109 29 Cats Cats 7,138 projects 7,138 83 this week 83
110 30 3D Platformer 3D Platformer 8,985 projects 8,985 141 this week 141
111 31 Queer Queer 4,323 projects 4,323 28 this week 28
112 32 Game Boy Game Boy 6,757 projects 6,757 24 this week 24
113 33 journaling journaling 1,962 projects 1,962 37 this week 37
114 34 Bullet Hell Bullet Hell 10k projects 10k 121 this week 121
115 35 Top down shooter Top down shooter 16.1k projects 16.1k 135 this week 135
116 36 Management Management 4,183 projects 4,183 92 this week 92
117 37 Local multiplayer Local multiplayer 11.6k projects 11.6k 34 this week 34
118 38 Sandbox Sandbox 4,618 projects 4,618 61 this week 61
119 39 Educational Educational 23.3k projects 23.3k 127 this week 127
120 0 Slice Of Life Slice Of Life 3,206 projects 3,206 18 this week 18
121 1 Dark Fantasy Dark Fantasy 4,498 projects 4,498 29 this week 29
122 2 Farming Farming 3,747 projects 3,747 36 this week 36
123 3 PICO-8 PICO-8 6,142 projects 6,142 30 this week 30
124 4 Mouse only Mouse only 7,032 projects 7,032 82 this week 82
125 5 Rhythm Rhythm 12.4k projects 12.4k 93 this week 93
126 6 Robots Robots 7,261 projects 7,261 114 this week 114
127 7 Cyberpunk Cyberpunk 5,883 projects 5,883 25 this week 25
128 8 LGBTQIA LGBTQIA 3,881 projects 3,881 16 this week 16
129 9 Isometric Isometric 4,837 projects 4,837 39 this week 39
130 10 zine zine 7,105 projects 7,105 29 this week 29
131 11 Meaningful Choices Meaningful Choices 3,534 projects 3,534 17 this week 17
132 12 City Builder City Builder 2,568 projects 2,568 86 this week 86
133 13 Tower Defense Tower Defense 9,241 projects 9,241 171 this week 171
134 14 Character Customization Character Customization 2,839 projects 2,839 15 this week 15
135 15 User Interface (UI) User Interface (UI) 2,688 projects 2,688 17 this week 17
136 16 storygame storygame 5,298 projects 5,298 77 this week 77
137 17 Action RPG Action RPG 5,442 projects 5,442 16 this week 16
138 18 Co-op Co-op 5,325 projects 5,325 22 this week 22
139 19 Audio Audio 3,945 projects 3,945 80 this week 80
140 20 Endless Endless 14k projects 14k 103 this week 103
141 21 One-shot One-shot 2,603 projects 2,603 38 this week 38
142 22 Farming Simulator 22 Farming Simulator 22 1,175 projects 1,175 11 this week 11
143 23 Post-apocalyptic Post-apocalyptic 3,972 projects 3,972 32 this week 32
144 24 Abstract Abstract 6,039 projects 6,039 23 this week 23
145 25 Icons Icons 2,972 projects 2,972 16 this week 16
146 26 Third Person Third Person 7,655 projects 7,655 54 this week 54
147 27 High Score High Score 10k projects 10k 98 this week 98
148 28 1-bit 1-bit 3,464 projects 3,464 28 this week 28
149 29 Idle Idle 3,724 projects 3,724 60 this week 60
150 30 32x32 32x32 1,663 projects 1,663 41 this week 41
151 31 Comics Comics 7,094 projects 7,094 52 this week 52
152 32 Virtual Reality (VR) Virtual Reality (VR) 8,420 projects 8,420 34 this week 34
153 33 Dice Dice 4,836 projects 4,836 38 this week 38
154 34 Boss battle Boss battle 5,675 projects 5,675 47 this week 47
155 35 Aliens Aliens 6,353 projects 6,353 42 this week 42
156 36 Yuri Yuri 1,508 projects 1,508 10 this week 10
157 37 Open World Open World 3,642 projects 3,642 21 this week 21
158 38 minigames minigames 7,813 projects 7,813 54 this week 54
159 39 nature nature 4,348 projects 4,348 26 this week 26
160 0 Twine Twine 8,274 projects 8,274 11 this week 11
161 1 Zombies Zombies 8,422 projects 8,422 36 this week 36
162 2 Turn-Based Combat Turn-Based Combat 3,777 projects 3,777 31 this week 31
163 3 Controller Controller 4,129 projects 4,129 23 this week 23
164 4 Transgender Transgender 3,189 projects 3,189 18 this week 18
165 5 Clicker Clicker 8,140 projects 8,140 88 this week 88
166 6 Yaoi Yaoi 1,221 projects 1,221 23 this week 23
167 7 Sports Sports 9,867 projects 9,867 50 this week 50
168 8 supernatural supernatural 2,109 projects 2,109 18 this week 18
169 9 Bara Bara 930 projects 930 6 this week 6
170 10 Gore Gore 2,080 projects 2,080 25 this week 25
171 11 Lesbian Lesbian 2,299 projects 2,299 12 this week 12
172 12 Speedrun Speedrun 5,724 projects 5,724 85 this week 85
173 13 Ghosts Ghosts 4,086 projects 4,086 14 this week 14
174 14 Mechs Mechs 1,654 projects 1,654 25 this week 25
175 15 Cartoon Cartoon 4,172 projects 4,172 87 this week 87
176 16 chiptune chiptune 2,688 projects 2,688 19 this week 19
177 17 Simple Simple 9,105 projects 9,105 169 this week 169
178 18 Backgrounds Backgrounds 2,491 projects 2,491 13 this week 13
179 19 Stealth Stealth 5,349 projects 5,349 40 this week 40
180 20 Escape Game Escape Game 4,479 projects 4,479 33 this week 33
181 21 Print & Play Print & Play 2,460 projects 2,460 30 this week 30
182 22 Detective Detective 2,630 projects 2,630 22 this week 22
183 23 Non violent Non violent 4,158 projects 4,158 13 this week 13
184 24 Halloween Halloween 5,312 projects 5,312 7 this week 7
185 25 Real time strategy Real time strategy 3,071 projects 3,071 39 this week 39
186 26 Boys' Love Boys' Love 951 projects 951 14 this week 14
187 27 Black and White Black and White 3,929 projects 3,929 20 this week 20
188 28 Turn-based Strategy Turn-based Strategy 3,217 projects 3,217 24 this week 24
189 29 Forest Forest 3,121 projects 3,121 26 this week 26
190 30 Two Player Two Player 3,319 projects 3,319 26 this week 26
191 31 Board Game Board Game 5,356 projects 5,356 25 this week 25
192 32 jumping jumping 7,009 projects 7,009 47 this week 47
193 33 Dungeons & Dragons Dungeons & Dragons 2,845 projects 2,845 19 this week 19
194 34 Amare Amare 444 projects 444 3 this week 3
195 35 Creative Creative 2,432 projects 2,432 36 this week 36
196 36 Crafting Crafting 2,573 projects 2,573 24 this week 24
197 37 Dark Humor Dark Humor 2,459 projects 2,459 14 this week 14
198 38 Parody Parody 3,166 projects 3,166 26 this week 26
199 39 Graphical User Interface (GUI) Graphical User Interface (GUI) 1,851 projects 1,851 12 this week 12
200 0 Vampire Vampire 2,105 projects 2,105 18 this week 18
201 1 Tactical Tactical 2,623 projects 2,623 21 this week 21
202 2 Deck Building Deck Building 1,401 projects 1,401 43 this week 43
203 3 Life Simulation Life Simulation 2,678 projects 2,678 15 this week 15
204 4 Lo-fi Lo-fi 1,853 projects 1,853 11 this week 11
205 5 My First Game Jam My First Game Jam 8,968 projects 8,968 116 this week 116
206 6 Royalty Free Royalty Free 1,814 projects 1,814 17 this week 17
207 7 Incremental Incremental 1,455 projects 1,455 36 this week 36
208 8 Voxel Voxel 3,092 projects 3,092 21 this week 21
209 9 Food Food 3,244 projects 3,244 31 this week 31
210 10 War War 3,336 projects 3,336 18 this week 18
211 11 Open Source Open Source 2,446 projects 2,446 17 this week 17
212 12 rules-lite rules-lite 1,219 projects 1,219 21 this week 21
213 13 Top Down Adventure Top Down Adventure 3,527 projects 3,527 14 this week 14
214 14 Sound effects Sound effects 2,597 projects 2,597 26 this week 26
215 15 Drawing Drawing 2,074 projects 2,074 34 this week 34
216 16 Voice Acting Voice Acting 1,901 projects 1,901 19 this week 19
217 17 Bitsy Bitsy 5,433 projects 5,433 9 this week 9
218 18 Male protagonist Male protagonist 2,311 projects 2,311 22 this week 22
219 19 Dystopian Dystopian 1,797 projects 1,797 17 this week 17
220 20 Game Design Game Design 2,760 projects 2,760 14 this week 14
221 21 Fishing Fishing 2,289 projects 2,289 42 this week 42
222 22 Driving Driving 2,919 projects 2,919 21 this week 21
223 23 Dragons Dragons 2,128 projects 2,128 33 this week 33
224 24 underwater underwater 2,613 projects 2,613 31 this week 31
225 25 Global Game Jam Global Game Jam 6,889 projects 6,889 38 this week 38
226 26 Dogs Dogs 2,516 projects 2,516 21 this week 21
227 27 blocks blocks 3,289 projects 3,289 32 this week 32
228 28 Vector Vector 2,352 projects 2,352 28 this week 28
229 29 Futuristic Futuristic 3,552 projects 3,552 14 this week 14
230 30 Cooking Cooking 1,487 projects 1,487 26 this week 26
231 31 Local Co-Op Local Co-Op 3,122 projects 3,122 8 this week 8
232 32 NES (Nintendo Entertainment System) NES (Nintendo Entertainment System) 2,029 projects 2,029 7 this week 7
233 33 Runner Runner 8,576 projects 8,576 43 this week 43
234 34 Generator Generator 2,241 projects 2,241 6 this week 6
235 35 mythology mythology 1,759 projects 1,759 28 this week 28
236 36 Thriller Thriller 1,811 projects 1,811 7 this week 7
237 37 PbtA PbtA 1,252 projects 1,252 5 this week 5
238 38 Historical Historical 2,400 projects 2,400 11 this week 11
239 39 Art Book Art Book 2,423 projects 2,423 17 this week 17
240 0 maze maze 5,853 projects 5,853 25 this week 25
241 1 Fonts Fonts 1,328 projects 1,328 6 this week 6
242 2 Dreams Dreams 2,133 projects 2,133 12 this week 12
243 3 Wizards Wizards 1,928 projects 1,928 40 this week 40
244 4 Blender Blender 3,095 projects 3,095 27 this week 27
245 5 Sokoban Sokoban 1,314 projects 1,314 29 this week 29
246 6 Weapons Weapons 2,401 projects 2,401 16 this week 16
247 7 Project template Project template 1,177 projects 1,177 20 this week 20
248 8 upgrades upgrades 2,349 projects 2,349 22 this week 22
249 9 party-game party-game 3,611 projects 3,611 12 this week 12
250 10 DRM Free DRM Free 1,643 projects 1,643 11 this week 11
251 11 Twin Stick Shooter Twin Stick Shooter 2,439 projects 2,439 14 this week 14
252 12 RPG Maker MZ RPG Maker MZ 1,086 projects 1,086 7 this week 7
253 13 Hack and Slash Hack and Slash 2,489 projects 2,489 11 this week 11
254 14 Score Attack Score Attack 2,117 projects 2,117 15 this week 15
255 15 Swords Swords 2,275 projects 2,275 14 this week 14
256 16 Tetris Tetris 1,946 projects 1,946 72 this week 72
257 17 LÖVE LÖVE 2,925 projects 2,925 17 this week 17
258 18 Game Boy ROM Game Boy ROM 1,086 projects 1,086 5 this week 5
259 19 Level Editor Level Editor 1,423 projects 1,423 9 this week 9
260 20 Time Travel Time Travel 2,213 projects 2,213 16 this week 16
261 21 Pirates Pirates 2,571 projects 2,571 14 this week 14
262 22 gamepad gamepad 2,202 projects 2,202 5 this week 5
263 23 Space Sim Space Sim 1,685 projects 1,685 25 this week 25
264 24 Christmas Christmas 3,864 projects 3,864 7 this week 7
265 25 Virtual Pet Virtual Pet 1,478 projects 1,478 12 this week 12
266 26 Western Western 1,957 projects 1,957 11 this week 11
267 27 Remake Remake 1,735 projects 1,735 9 this week 9
268 28 Gothic Gothic 1,177 projects 1,177 8 this week 8
269 29 psychedelic psychedelic 1,353 projects 1,353 11 this week 11
270 30 Tactical RPG Tactical RPG 1,140 projects 1,140 5 this week 5
271 31 Lovecraftian Horror Lovecraftian Horror 1,222 projects 1,222 9 this week 9
272 32 Game engine Game engine 1,317 projects 1,317 7 this week 7
273 33 Homebrew Homebrew 1,317 projects 1,317 6 this week 6
274 34 Frogs Frogs 1,747 projects 1,747 19 this week 19
275 35 Parkour Parkour 3,274 projects 3,274 31 this week 31
276 36 Effects Effects 1,167 projects 1,167 5 this week 5
277 37 one-button one-button 3,092 projects 3,092 14 this week 14
278 38 secrets secrets 1,459 projects 1,459 10 this week 10
279 39 Fairy Tale Fairy Tale 1,264 projects 1,264 6 this week 6
280 0 Beat 'em up Beat 'em up 2,466 projects 2,466 7 this week 7
281 1 Farming Simulator Farming Simulator 542 projects 542 9 this week 9
282 2 Crime Crime 1,433 projects 1,433 8 this week 8
283 3 Music Production Music Production 1,666 projects 1,666 16 this week 16
284 4 Strategy RPG Strategy RPG 1,501 projects 1,501 5 this week 5
285 5 Five Nights at Freddy's Five Nights at Freddy's 1,926 projects 1,926 10 this week 10
286 6 Tycoon Tycoon 1,280 projects 1,280 23 this week 23
287 7 Commodore 64 Commodore 64 1,337 projects 1,337 3 this week 3
288 8 Skeletons Skeletons 1,336 projects 1,336 11 this week 11
289 9 Mental Health Mental Health 1,945 projects 1,945 5 this week 5
290 10 Typing Typing 1,724 projects 1,724 14 this week 14
291 11 Souls-like Souls-like 1,118 projects 1,118 11 this week 11
292 12 ZX Spectrum ZX Spectrum 1,174 projects 1,174 7 this week 7
293 13 PNG PNG 1,296 projects 1,296 8 this week 8
294 14 infinite-runner infinite-runner 6,405 projects 6,405 35 this week 35
295 15 Gravity Gravity 2,499 projects 2,499 32 this week 32
296 16 Meme Meme 2,495 projects 2,495 16 this week 16
297 17 Time Attack Time Attack 2,096 projects 2,096 24 this week 24
298 18 micro-rpg micro-rpg 804 projects 804 16 this week 16
299 19 sourcecode sourcecode 1,577 projects 1,577 7 this week 7
300 20 MMORPG MMORPG 1,208 projects 1,208 6 this week 6
301 21 mind-bending mind-bending 1,087 projects 1,087 13 this week 13
302 22 Tarot Tarot 766 projects 766 5 this week 5
303 23 Prototype Prototype 4,802 projects 4,802 51 this week 51
304 24 Destruction Destruction 1,571 projects 1,571 14 this week 14
305 25 PvP PvP 2,035 projects 2,035 10 this week 10
306 26 Superhero Superhero 1,554 projects 1,554 8 this week 8
307 27 Aseprite Aseprite 739 projects 739 11 this week 11
308 28 Violent Violent 1,541 projects 1,541 4 this week 4
309 29 Painting Painting 1,110 projects 1,110 20 this week 20
310 30 Textures Textures 978 projects 978 8 this week 8
311 31 Steampunk Steampunk 1,269 projects 1,269 9 this week 9
312 32 Immersive Immersive 1,127 projects 1,127 9 this week 9
313 33 Flight Flight 2,018 projects 2,018 13 this week 13
314 34 Supplement Supplement 1,040 projects 1,040 4 this week 4
315 35 Slime Slime 1,801 projects 1,801 26 this week 26
316 36 suspense suspense 1,828 projects 1,828 3 this week 3
317 37 Construct 2 Construct 2 3,121 projects 3,121 13 this week 13
318 38 parallax parallax 776 projects 776 8 this week 8
319 39 Hexcrawl Hexcrawl 380 projects 380 6 this week 6
320 0 RPG Maker MV RPG Maker MV 812 projects 812 15 this week 15.0
321 1 relationship relationship 1,089 projects 1,089 5 this week 5.0
322 2 Liminal space Liminal space 643 projects 643 12 this week 12.0
323 3 Economy Economy 973 projects 973 13 this week 13.0
324 4 Photorealistic Photorealistic 952 projects 952 10 this week 10.0
325 5 PuzzleScript PuzzleScript 1,748 projects 1,748 7 this week 7.0
326 6 Real-Time Real-Time 1,448 projects 1,448 14 this week 14.0
327 7 Alternate History Alternate History 1,350 projects 1,350 4 this week 4.0
328 8 creepypasta creepypasta 344 projects 344 6 this week 6.0
329 9 Family Friendly Family Friendly 1,499 projects 1,499 20 this week 20.0
330 10 Explosions Explosions 1,903 projects 1,903 6 this week 6.0
331 11 Endless Runner Endless Runner 3,803 projects 3,803 62 this week 62.0
332 12 Versus Versus 1,763 projects 1,763 6 this week 6.0
333 13 artificial-intelligence artificial-intelligence 2,154 projects 2,154 4 this week 4.0
334 14 Modern Modern 856 projects 856 11 this week 11.0
335 15 Neon Neon 2,350 projects 2,350 9 this week 9.0
336 16 glitch glitch 1,096 projects 1,096 3 this week 3.0
337 17 Math Math 2,411 projects 2,411 27 this week 27.0
338 18 Itch Funding Itch Funding 110 projects 110 1 this week 1.0
339 19 Third-Person Shooter Third-Person Shooter 2,274 projects 2,274 5 this week 5.0
340 20 Dinosaurs Dinosaurs 1,619 projects 1,619 10 this week 10.0
341 21 Baldi's Basics Baldi's Basics 1,007 projects 1,007 7 this week 7.0
342 22 rpglatam rpglatam 495 projects 495 3 this week 3.0
343 23 Flying Flying 2,193 projects 2,193 18 this week 18.0
344 24 Doom Doom 952 projects 952 5 this week 5.0
345 25 Word game Word game 1,480 projects 1,480 15 this week 15.0
346 26 fps-platformer fps-platformer 1,215 projects 1,215 16 this week 16.0
347 27 Folklore Folklore 851 projects 851 4 this week 4.0
348 28 Loot Loot 866 projects 866 6 this week 6.0
349 29 Touch-Friendly Touch-Friendly 2,165 projects 2,165 4 this week 4.0
350 30 Siren Head Siren Head 87 projects 87 2 this week 2.0
351 31 Gardening Gardening 881 projects 881 7 this week 7.0
352 32 Noir Noir 1,024 projects 1,024 3 this week 3.0
353 33 satire satire 1,460 projects 1,460 5 this week 5.0
354 34 Ludum Dare Ludum Dare 6,193 projects 6,193 9 this week 9.0
355 35 Hex Based Hex Based 599 projects 599 18 this week 18.0
356 36 Trains Trains 815 projects 815 10 this week 10.0
357 37 Synthwave Synthwave 1,409 projects 1,409 8 this week 8.0
358 38 Hacking Hacking 1,007 projects 1,007 8 this week 8.0
359 39 Friday Night Funkin' (FNF) Friday Night Funkin' (FNF) 1,561 projects 1,561
360 0 Tanks Tanks 1,883 projects 1,883 15 this week 15.0
361 1 Automation Automation 574 projects 574 27 this week 27.0
362 2 non-eucledian non-eucledian 188 projects 188 5 this week 5.0
363 3 Manga Manga 1,721 projects 1,721 4 this week 4.0
364 4 Altgame Altgame 740 projects 740 2 this week 2.0
365 5 boxing boxing 383 projects 383 73 this week 73.0
366 6 Chess Chess 1,507 projects 1,507 9 this week 9.0
367 7 ascii ascii 1,094 projects 1,094 3 this week 3.0
368 8 Vehicles Vehicles 930 projects 930 12 this week 12.0
369 9 8x8 8x8 249 projects 249 5 this week 5.0
370 10 Buttons Buttons 912 projects 912 4 this week 4.0
371 11 belonging-outside-belonging belonging-outside-belonging 220 projects 220 1 this week 1.0
372 12 Oculus Quest Oculus Quest 1,430 projects 1,430 3 this week 3.0
373 13 Asteroids Asteroids 2,454 projects 2,454 23 this week 23.0
374 14 Sims 4 Sims 4 211 projects 211 1 this week 1.0
375 15 Feel Good Feel Good 1,146 projects 1,146 3 this week 3.0
376 16 diceless diceless 523 projects 523 6 this week 6.0
377 17 Doujinshi Doujinshi 234 projects 234 14 this week 14.0
378 18 Slasher Slasher 546 projects 546 3 this week 3.0
379 19 solitaire solitaire 477 projects 477 6 this week 6.0
380 20 Moddable Moddable 609 projects 609 3 this week 3.0
381 21 Touhou Touhou 1,148 projects 1,148 2 this week 2.0
382 22 Tutorial Tutorial 881 projects 881 4 this week 4.0
383 23 Ninja Ninja 1,784 projects 1,784 4 this week 4.0
384 24 Game Boy Advance Game Boy Advance 456 projects 456 6 this week 6.0
385 25 Pizza Tower Pizza Tower 438 projects 438 5 this week 5.0
386 26 Shaders Shaders 639 projects 639 7 this week 7.0
387 27 Golf Golf 1,283 projects 1,283 10 this week 10.0
388 28 Troika Troika 759 projects 759 1 this week 1.0
389 29 Desktop Pet Desktop Pet 59 projects 59 1 this week 1.0
390 30 Modular Modular 493 projects 493 5 this week 5.0
391 31 Kinetic Novel Kinetic Novel 1,087 projects 1,087 7 this week 7.0
392 32 Minecraft Minecraft 973 projects 973 12 this week 12.0
393 33 Mountains Mountains 628 projects 628 10 this week 10.0
394 34 Gacha Club Gacha Club 94 projects 94 10 this week 10.0
395 35 Fanzine Fanzine 766 projects 766 3 this week 3.0
396 36 Grayscale Grayscale 589 projects 589 4 this week 4.0
397 37 Playdate Playdate 1,092 projects 1,092
398 38 Nonlinear Nonlinear 736 projects 736
399 39 Spoopy Spoopy 705 projects 705
400 0 Heist Heist 463 projects 463 8 this week 8.0
401 1 Forged in the Dark Forged in the Dark 576 projects 576 1 this week 1.0
402 2 Perma Death Perma Death 840 projects 840 2 this week 2.0
403 3 Coming Of Age Coming Of Age 592 projects 592 18 this week 18.0
404 4 Flappy Bird Flappy Bird 3,556 projects 3,556 1 this week 1.0
405 5 Period Piece Period Piece 119 projects 119 9 this week 9.0
406 6 lone-survivor lone-survivor 887 projects 887 1 this week 1.0
407 7 GBJam GBJam 1,077 projects 1,077 6 this week 6.0
408 8 pastel pastel 464 projects 464 1 this week 1.0
409 9 Gacha Gacha 313 projects 313 1 this week 1.0
410 10 NES ROM NES ROM 408 projects 408 1 this week 1.0
411 11 Kickstarter Kickstarter 425 projects 425 4 this week 4.0
412 12 trashcore trashcore 220 projects 220 2 this week 2.0
413 13 lyric-game lyric-game 494 projects 494 14 this week 14.0
414 14 Massively multiplayer Massively multiplayer 515 projects 515 3 this week 3.0
415 15 Gender Gender 409 projects 409 11 this week 11.0
416 16 Shadows Shadows 881 projects 881 2 this week 2.0
417 17 Victorian Victorian 173 projects 173 9 this week 9.0
418 18 Suika Game Suika Game 245 projects 245 5 this week 5.0
419 19 World War II World War II 622 projects 622 1 this week 1.0
420 20 Ludum Dare 38 Ludum Dare 38 1,677 projects 1,677 3 this week 3.0
421 21 atari atari 1,315 projects 1,315 5 this week 5.0
422 22 Breakout Breakout 1,477 projects 1,477 6 this week 6.0
423 23 Instrument Instrument 471 projects 471 5 this week 5.0
424 24 Tentacles Tentacles 412 projects 412 4 this week 4.0
425 25 FMV FMV 248 projects 248 4 this week 4.0
426 26 Roadtrip Roadtrip 256 projects 256 2 this week 2.0
427 27 sworddream sworddream 194 projects 194 26 this week 26.0
428 28 TyranoBuilder TyranoBuilder 311 projects 311 2 this week 2.0
429 29 VRChat VRChat 768 projects 768 15 this week 15.0
430 30 Superpowers Superpowers 963 projects 963 7 this week 7.0
431 31 Quiz Quiz 1,213 projects 1,213 4 this week 4.0
432 32 Horrible Horrible 759 projects 759 1 this week 1.0
433 33 Streaming Streaming 285 projects 285 15 this week 15.0
434 34 LARP LARP 770 projects 770 3 this week 3.0
435 35 Pinball Pinball 845 projects 845 1 this week 1.0
436 36 MIDI MIDI 257 projects 257 9 this week 9.0
437 37 moe moe 186 projects 186 1 this week 1.0
438 38 Wild West Wild West 253 projects 253
439 39 Cult Classic Cult Classic 1,228 projects 1,228
440 0 ai-generated ai-generated 748 projects 748 15 this week 15.0
441 1 Chicken Chicken 1,099 projects 1,099 5 this week 5.0
442 2 Working Simulator Working Simulator 538 projects 538 10 this week 10.0
443 3 Split Screen Split Screen 941 projects 941 2 this week 2.0
444 4 VST VST 153 projects 153 1 this week 1.0
445 5 Undertale Undertale 556 projects 556 1 this week 1.0
446 6 4X 4X 268 projects 268 1 this week 1.0
447 7 Hidden Object Hidden Object 340 projects 340 6 this week 6.0
448 8 LOWREZJAM LOWREZJAM 1,490 projects 1,490 2 this week 2.0
449 9 one-hit-kill one-hit-kill 1,162 projects 1,162 14 this week 14.0
450 10 Webcomic Webcomic 529 projects 529 1 this week 1.0
451 11 Emulator Emulator 270 projects 270 3 this week 3.0
452 12 Urban Urban 237 projects 237 2 this week 2.0
453 13 combos combos 745 projects 745 5 this week 5.0
454 14 Demake Demake 598 projects 598 1 this week 1.0
455 15 video video 692 projects 692 2 this week 2.0
456 16 Ludum Dare 46 Ludum Dare 46 3,606 projects 3,606 4 this week 4.0
457 17 Nuclear Throne Nuclear Throne 248 projects 248 13 this week 13.0
458 18 Magical Realism Magical Realism 507 projects 507 2 this week 2.0
459 19 Two colors Two colors 750 projects 750 2 this week 2.0
460 20 Perspective Perspective 281 projects 281 4 this week 4.0
461 21 SVG SVG 151 projects 151 8 this week 8.0
462 22 Nuclear Throne Together Nuclear Throne Together 474 projects 474 4 this week 4.0
463 23 Trading Trading 508 projects 508 5 this week 5.0
464 24 Ludum Dare 48 Ludum Dare 48 3,041 projects 3,041 2 this week 2.0
465 25 Brain Training Brain Training 986 projects 986 2 this week 2.0
466 26 Skating Skating 365 projects 365 3 this week 3.0
467 27 Sailing Sailing 391 projects 391 1 this week 1.0
468 28 Norse Norse 235 projects 235 4 this week 4.0
469 29 watercolor watercolor 488 projects 488 3 this week 3.0
470 30 DOS DOS 407 projects 407 3 this week 3.0
471 31 Brushes Brushes 173 projects 173 1 this week 1.0
472 32 Internet Internet 517 projects 517 1 this week 1.0
473 33 Ludum Dare 41 Ludum Dare 41 1,732 projects 1,732 4 this week 4.0
474 34 VTT VTT 354 projects 354 3 this week 3.0
475 35 Railroad Railroad 138 projects 138
476 36 ENDESGA 32 ENDESGA 32 67 projects 67
477 37 Classes Classes 727 projects 727
478 38 Football Football 1,177 projects 1,177
479 39 discord discord 201 projects 201
480 0 Ludum Dare 54 Ludum Dare 54 1,663 projects 1,663 1 this week 1.0
481 1 Ludum Dare 42 Ludum Dare 42 1,889 projects 1,889 2 this week 2.0
482 2 Visualization Visualization 739 projects 739 3 this week 3.0
483 3 FBX FBX 457 projects 457 1 this week 1.0
484 4 Dreamcast Dreamcast 83 projects 83 3 this week 3.0
485 5 Wobbly Wobbly 109 projects 109 3 this week 3.0
486 6 Modeling Modeling 235 projects 235 2 this week 2.0
487 7 Ludum Dare 44 Ludum Dare 44 1,777 projects 1,777 1 this week 1.0
488 8 World War I World War I 276 projects 276 1 this week 1.0
489 9 deathmatch deathmatch 691 projects 691 1 this week 1.0
490 10 fantasy-console fantasy-console 476 projects 476 3 this week 3.0
491 11 job-system job-system 164 projects 164 1 this week 1.0
492 12 On-Rails Shooter On-Rails Shooter 706 projects 706 1 this week 1.0
493 13 Ludum Dare 50 Ludum Dare 50 2,348 projects 2,348 2 this week 2.0
494 14 Nintendo 64 Nintendo 64 203 projects 203 2 this week 2.0
495 15 flat-shading flat-shading 520 projects 520 1 this week 1.0
496 16 Traps Traps 738 projects 738 1 this week 1.0
497 17 memoir memoir 348 projects 348 2 this week 2.0
498 18 business-card business-card 351 projects 351 1 this week 1.0
499 19 Oculus Rift Oculus Rift 978 projects 978 2 this week 2.0
500 20 Team-Based Team-Based 594 projects 594 6 this week 6.0
501 21 MS-DOS MS-DOS 199 projects 199 3 this week 3.0
502 22 Ludum Dare 49 Ludum Dare 49 2,275 projects 2,275 4 this week 4.0
503 23 Mega Drive Mega Drive 187 projects 187 2 this week 2.0
504 24 HyperCard HyperCard 99 projects 99 1 this week 1.0
505 25 Ludum Dare 43 Ludum Dare 43 1,571 projects 1,571
506 26 Soccer Soccer 983 projects 983
507 27 Ludum Dare 45 Ludum Dare 45 1,544 projects 1,544
508 28 Ludum Dare 40 Ludum Dare 40 1,666 projects 1,666
509 29 Wordle Wordle 313 projects 313
510 30 TIC-80 TIC-80 607 projects 607
511 31 GitHub GitHub 536 projects 536
512 32 Episodic Episodic 446 projects 446
513 33 Sega Genesis Sega Genesis 324 projects 324
514 34 Seven Day Roguelike Challenge Seven Day Roguelike Challenge 786 projects 786
515 35 Ludum Dare 47 Ludum Dare 47 1,435 projects 1,435
516 36 Amiga Amiga 454 projects 454
517 37 Archery Archery 445 projects 445
518 38 Soundtoy Soundtoy 372 projects 372
519 39 PROCJAM PROCJAM 759 projects 759
520 0 sitting-simulator sitting-simulator 311 projects 311 1 this week 1.0
521 1 Amstrad CPC Amstrad CPC 260 projects 260 3 this week 3.0
522 2 Ludum Dare 51 Ludum Dare 51 1,448 projects 1,448 2 this week 2.0
523 3 voice-controlled voice-controlled 281 projects 281 3 this week 3.0
524 4 Ludum Dare 37 Ludum Dare 37 989 projects 989 1 this week 1.0
525 5 DOOM WAD DOOM WAD 97 projects 97 6 this week 6.0
526 6 Ludum Dare 55 Ludum Dare 55 1,412 projects 1,412 6 this week 6.0
527 7 Ludum Dare 53 Ludum Dare 53 1,581 projects 1,581 2 this week 2.0
528 8 Boring Boring 722 projects 722 6 this week 6.0
529 9 Stencyl Stencyl 365 projects 365 1 this week 1.0
530 10 Rotation Rotation 385 projects 385 1 this week 1.0
531 11 Trijam Trijam 1,099 projects 1,099 1 this week 1.0
532 12 7dfps 7dfps 400 projects 400 1 this week 1.0
533 13 WAV WAV 345 projects 345 1 this week 1.0
534 14 Trivia Trivia 542 projects 542 1 this week 1.0
535 15 Horses Horses 332 projects 332 2 this week 2.0
536 16 MSX MSX 218 projects 218 2 this week 2.0
537 17 Ludum Dare 39 Ludum Dare 39 1,197 projects 1,197
538 18 Ciphers Ciphers 73 projects 73
539 19 Ludum Dare 35 Ludum Dare 35 914 projects 914
540 20 Ludum Dare 52 Ludum Dare 52 987 projects 987
541 21 Playstation Portable Playstation Portable 97 projects 97
542 22 Dicey Dungeons Dicey Dungeons 164 projects 164
543 23 Celtic Celtic 128 projects 128
544 24 libGDX libGDX 558 projects 558
545 25 Ludum Dare 31 Ludum Dare 31 245 projects 245
546 26 stop-motion stop-motion 153 projects 153
547 27 monsterhearts monsterhearts 105 projects 105
548 28 mashup mashup 224 projects 224
549 29 Zero Gravity Zero Gravity 439 projects 439
550 30 Ludum Dare 36 Ludum Dare 36 648 projects 648
551 31 Ludum Dare 34 Ludum Dare 34 600 projects 600
552 32 norway norway 87 projects 87
553 33 Ludum Dare 33 Ludum Dare 33 365 projects 365
554 34 Basketball Basketball 422 projects 422
555 35 binaural binaural 128 projects 128
556 36 live-action live-action 422 projects 422
557 37 Kung Fu Kung Fu 167 projects 167
558 38 screensaver screensaver 383 projects 383
559 39 Ludum Dare 30 Ludum Dare 30 199 projects 199
560 0 VIC-20 VIC-20 126 projects 126.0 1 this week 1.0
561 1 SHARECART1000 SHARECART1000 18 projects 18.0 1 this week 1.0
562 2 Barfcade Barfcade 41 projects 41.0 1 this week 1.0
563 3 Unicorns Unicorns 173 projects 173.0 1 this week 1.0
564 4 ggj15 ggj15 64 projects 64.0
565 5 SFML SFML 272 projects 272.0
566 6 Tennis Tennis 427 projects 427.0
567 7 Ludum Dare 29 Ludum Dare 29 122 projects 122.0
568 8 picoCAD picoCAD 599 projects 599.0
569 9 Ludum Dare 32 Ludum Dare 32 333 projects 333.0
570 10 tablet tablet 354 projects 354.0
571 11 1GAM 1GAM 440 projects 440.0
572 12 Leap Motion Leap Motion 346 projects 346.0
573 13 VTT Battlemaps VTT Battlemaps 112 projects 112.0
574 14 kinect kinect 63 projects 63.0
575 15 TurboGrafx-16 TurboGrafx-16 16 projects 16.0
576 16 Global Game Jam 2020 Global Game Jam 2020 339 projects 339.0
577 17 Augmented Reality Augmented Reality 503 projects 503.0
578 18 Corona SDK Corona SDK 102 projects 102.0
579 19
580 20
581 21
582 22
583 23
584 24
585 25
586 26
587 27
588 28
589 29
590 30
591 31
592 32
593 33
594 34
595 35
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599 39
Raw
referrer_08_26_2024.tsv
Referrer Visits
https://itch.io/jam/gbajam24/rate/2836697 69
https://itch.io/games/newest/tag-dating-sim 12
https://itch.io/jam/gbajam24 10
https://itch.io/profile/jeffzzq 8
https://itch.io/games/newest/genre-visual-novel 8
https://itch.io/ 7
https://jeffzzq.itch.io/ 7
https://itch.io/games/newest/tag-gameboy-advance 6
https://itch.io/games/new-and-popular/genre-visual-novel 5
https://itch.io/games/newest/tag-anime 5
https://itch.io/games/newest/genre-visual-novel/platform-web 5
https://itch.io/games/newest/platform-web/tag-dating-sim 3
https://itch.io/games/free/genre-visual-novel/last-7-days/platform-web 3
https://itch.io/games/genre-visual-novel/tag-gameboy-advance 2
https://staticlinkage.itch.io/sleep-paradox 2
https://itch.io/games/newest 2
https://itch.io/games/newest/genre-visual-novel/tag-dating-sim 2
http://m.facebook.com/ 2
https://itch.io/games/newest/free/tag-dating-sim 2
https://itch.io/games/new-and-popular/tag-gameboy-advance 2
Raw
referrer_09_06_2024.tsv
Referrer Visits
https://itch.io/jam/gbajam24/rate/2836697 81
https://itch.io/jam/gbajam24 20
https://itch.io/games/newest/tag-dating-sim 12
https://itch.io/ 10
https://itch.io/profile/jeffzzq 9
https://itch.io/c/3268267/all-homebrew-gba-roms 8
https://itch.io/games/newest/genre-visual-novel 8
https://jeffzzq.itch.io/ 7
https://itch.io/games/newest/tag-gameboy-advance 6
https://itch.io/games/newest/genre-visual-novel/platform-web 6
https://github.com/GValiente/butano 5
https://itch.io/games/newest/tag-anime 5
https://itch.io/games/new-and-popular/genre-visual-novel 5
https://itch.io/games/genre-visual-novel/tag-gameboy-advance 4
https://itch.io/blog/788676/work-life-22-tags-on-itch 4
https://itch.io/games/newest/platform-web/tag-dating-sim 4
https://itch.io/games/free/genre-visual-novel/last-7-days/platform-web 3
https://itch.io/games/new-and-popular/tag-gameboy-advance 3
https://itch.io/my-feed 3
https://staticlinkage.itch.io/sleep-paradox 2
Raw
scrape.py
import requests
from bs4 import BeautifulSoup
import pandas as pd
import re
import time
def filename(page: int) -> str:
return f"itch_tag_page_{page}.html"
def scrape(start: int = 1, stop: int = 16):
for page in range(start, stop):
res = requests.get(f"https://itch.io/tags?page={page}")
with open(filename(page), "+w", encoding='utf-8') as f:
f.write(res.text)
time.sleep(2)
class Filler(object):
text = ""
def parse(start: int = 1, stop: int = 16):
for page in range(start, stop):
with open(filename(page), "r", encoding='utf-8') as f:
source = f.read()
soup = BeautifulSoup(source, 'html.parser')
selectors = [
("title", '.browse_tags_page .tag_list .tag_cell .tag_title', r'(?P<ex>.*)'),
("total", '.browse_tags_page .tag_list .games_count strong', r'(?P<ex>.*) projects'),
("week", '.browse_tags_page .tag_list .games_count a', r'(?P<ex>.*) this week'),
]
columns = []
data = {}
for column, selector, reg in selectors:
columns.append(column)
values = soup.select(selector)
for i in range(0, 40-len(values)):
values.append(Filler())
data[f"{column}_text"] = [v.text for v in values]
data[column] = [ (re.match(reg, v.text) or {"ex": None})["ex"] for v in values]
# print(values)
for k, v in data.items():
print(f"{k}: {len(v)}")
df = pd.DataFrame.from_dict(data=data)
df.to_csv(f"itch_tag_page_{page}.csv")
def concat(start: int = 1, stop: int = 16):
all = pd.DataFrame()
for page in range(start, stop):
next = pd.read_csv(f"itch_tag_page_{page}.csv")
all = pd.concat([all, next], axis = 0, ignore_index=True)
all.reset_index()
all.to_csv("itch_tag_page_all.csv")
# scrape(1,2)
# scrape(2,16)
# scrape(15, 16)
# parse(1,16)
concat(1,16)
Display the source blob
Display the rendered blob
Raw
test.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>title</th>\n",
" <th>total</th>\n",
" <th>week</th>\n",
" <th>total_f</th>\n",
" <th>week_f</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>562</th>\n",
" <td>Barfcade</td>\n",
" <td>41.0</td>\n",
" <td>1.0</td>\n",
" <td>41.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>563</th>\n",
" <td>Unicorns</td>\n",
" <td>173.0</td>\n",
" <td>1.0</td>\n",
" <td>173.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" title total week total_f week_f\n",
"562 Barfcade 41.0 1.0 41.0 1.0\n",
"563 Unicorns 173.0 1.0 173.0 1.0"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(\"itch_tag_page_all.csv\")\n",
"\n",
"def value_to_float(x):\n",
" if type(x) == float or type(x) == int:\n",
" return x\n",
" if 'K' in x or 'k' in x:\n",
" if len(x) > 1:\n",
" return float(x.strip(\"\\\"\").lower().replace('k', '')) * 1000\n",
" return 1000.0\n",
" if type(x) == str:\n",
" return float(x.strip(\"\\\"\").strip(\"'\").replace(\",\", \"\"))\n",
" return 0.0\n",
"\n",
"df[\"total_f\"] = df[\"total\"].apply(value_to_float)\n",
"df[\"week_f\"] = df[\"week\"].apply(value_to_float)\n",
"df = df.drop(columns=[\"Unnamed: 0.1\", \"Unnamed: 0\", \"title_text\", \"total_text\", \"week_text\"])\n",
"df = df.dropna()\n",
"# df.dtypes\n",
"df.tail(2)"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x2000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = df.sort_values(by=\"week_f\", ascending=False)\n",
"g = sns.barplot(data=df.query(\"week_f > 20 and week_f < 40\"), y=\"title\", x=\"week_f\")\n",
"# g.tick_params(axis='x', rotation=90)\n",
"sns.set_theme(rc={'figure.figsize': (8, 20)})"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x2000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = df.sort_values(by=\"week_f\", ascending=False)\n",
"g = sns.barplot(data=df.query(\"week_f > 40 and week_f < 100\"), y=\"title\", x=\"week_f\")\n",
"# g.tick_params(axis='x', rotation=90)\n",
"sns.set_theme(rc={'figure.figsize': (8, 20)})"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [],
"source": [
"# df[\"week_ratio\"] = df[\"week_f\"] / df[\"total_f\"]\n",
"# df[\"week_ratio_bucket\"] = pd.cut(df[\"week_ratio\"], bins=8, labels=[str(i) for i in range(8)])\n",
"# # df\n",
"# df.query(\"week_ratio_bucket == '2'\")"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1dd0870df50>"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(data=df, x=\"week_f\", y=\"total_f\")"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>title</th>\n",
" <th>total</th>\n",
" <th>week</th>\n",
" <th>total_f</th>\n",
" <th>week_f</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Visual Novel</td>\n",
" <td>42.4k</td>\n",
" <td>253</td>\n",
" <td>42400.0</td>\n",
" <td>253.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Anime</td>\n",
" <td>11.4k</td>\n",
" <td>100</td>\n",
" <td>11400.0</td>\n",
" <td>100.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>Dating Sim</td>\n",
" <td>5,961</td>\n",
" <td>33</td>\n",
" <td>5961.0</td>\n",
" <td>33.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>384</th>\n",
" <td>Game Boy Advance</td>\n",
" <td>456</td>\n",
" <td>6.0</td>\n",
" <td>456.0</td>\n",
" <td>6.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" title total week total_f week_f\n",
"9 Visual Novel 42.4k 253 42400.0 253.0\n",
"37 Anime 11.4k 100 11400.0 100.0\n",
"49 Dating Sim 5,961 33 5961.0 33.0\n",
"384 Game Boy Advance 456 6.0 456.0 6.0"
]
},
"execution_count": 96,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.query('title in [\"Anime\", \"Dating Sim\", \"Visual Novel\", \"Game Boy Advance\"]')\n",
"# df[\"title\"]"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Referrer</th>\n",
" <th>Visits</th>\n",
" <th>from_tag</th>\n",
" <th>from_jam</th>\n",
" <th>from_dating_sim</th>\n",
" <th>from_visual_novel</th>\n",
" <th>from_anime</th>\n",
" <th>from_new</th>\n",
" <th>from_genre</th>\n",
" <th>from_popular</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>https://itch.io/jam/gbajam24/rate/2836697</td>\n",
" <td>69</td>\n",
" <td>0</td>\n",
" <td>69</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>https://itch.io/games/newest/tag-dating-sim</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>0</td>\n",
" <td>12</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>12</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>https://itch.io/jam/gbajam24</td>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>https://itch.io/profile/jeffzzq</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>https://itch.io/games/newest/genre-visual-novel</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>https://itch.io/</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>https://jeffzzq.itch.io/</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>https://itch.io/games/newest/tag-gameboy-advance</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>https://itch.io/games/new-and-popular/genre-vi...</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>https://itch.io/games/newest/tag-anime</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>https://itch.io/games/newest/genre-visual-nove...</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>https://itch.io/games/newest/platform-web/tag-...</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>https://itch.io/games/free/genre-visual-novel/...</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>https://itch.io/games/genre-visual-novel/tag-g...</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>https://staticlinkage.itch.io/sleep-paradox</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>https://itch.io/games/newest</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>https://itch.io/games/newest/genre-visual-nove...</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>http://m.facebook.com/</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>https://itch.io/games/newest/free/tag-dating-sim</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>https://itch.io/games/new-and-popular/tag-game...</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Referrer Visits from_tag \\\n",
"0 https://itch.io/jam/gbajam24/rate/2836697 69 0 \n",
"1 https://itch.io/games/newest/tag-dating-sim 12 12 \n",
"2 https://itch.io/jam/gbajam24 10 0 \n",
"3 https://itch.io/profile/jeffzzq 8 0 \n",
"4 https://itch.io/games/newest/genre-visual-novel 8 0 \n",
"5 https://itch.io/ 7 0 \n",
"6 https://jeffzzq.itch.io/ 7 0 \n",
"7 https://itch.io/games/newest/tag-gameboy-advance 6 6 \n",
"8 https://itch.io/games/new-and-popular/genre-vi... 5 0 \n",
"9 https://itch.io/games/newest/tag-anime 5 5 \n",
"10 https://itch.io/games/newest/genre-visual-nove... 5 0 \n",
"11 https://itch.io/games/newest/platform-web/tag-... 3 3 \n",
"12 https://itch.io/games/free/genre-visual-novel/... 3 0 \n",
"13 https://itch.io/games/genre-visual-novel/tag-g... 2 2 \n",
"14 https://staticlinkage.itch.io/sleep-paradox 2 0 \n",
"15 https://itch.io/games/newest 2 0 \n",
"16 https://itch.io/games/newest/genre-visual-nove... 2 2 \n",
"17 http://m.facebook.com/ 2 0 \n",
"18 https://itch.io/games/newest/free/tag-dating-sim 2 2 \n",
"19 https://itch.io/games/new-and-popular/tag-game... 2 2 \n",
"\n",
" from_jam from_dating_sim from_visual_novel from_anime from_new \\\n",
"0 69 0 0 0 0 \n",
"1 0 12 0 0 12 \n",
"2 10 0 0 0 0 \n",
"3 0 0 0 0 0 \n",
"4 0 0 8 0 8 \n",
"5 0 0 0 0 0 \n",
"6 0 0 0 0 0 \n",
"7 0 0 0 0 6 \n",
"8 0 0 5 0 5 \n",
"9 0 0 0 5 5 \n",
"10 0 0 5 0 5 \n",
"11 0 3 0 0 3 \n",
"12 0 0 3 0 0 \n",
"13 0 0 2 0 0 \n",
"14 0 0 0 0 0 \n",
"15 0 0 0 0 2 \n",
"16 0 2 2 0 2 \n",
"17 0 0 0 0 0 \n",
"18 0 2 0 0 2 \n",
"19 0 0 0 0 2 \n",
"\n",
" from_genre from_popular \n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 8 0 \n",
"5 0 0 \n",
"6 0 0 \n",
"7 0 0 \n",
"8 5 5 \n",
"9 0 0 \n",
"10 5 0 \n",
"11 0 0 \n",
"12 3 0 \n",
"13 2 0 \n",
"14 0 0 \n",
"15 0 0 \n",
"16 2 0 \n",
"17 0 0 \n",
"18 0 0 \n",
"19 0 2 "
]
},
"execution_count": 161,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"refs = pd.read_csv(\"referrer_08_26_2024.tsv\", sep=\"\\t\")\n",
"refs[\"from_tag\"] = refs[\"Referrer\"].str.contains(\"tag\") * refs[\"Visits\"]\n",
"refs[\"from_jam\"] = refs[\"Referrer\"].str.contains(\"jam\") * refs[\"Visits\"]\n",
"refs[\"from_dating_sim\"] = refs[\"Referrer\"].str.contains(\"dating-sim\") * refs[\"Visits\"]\n",
"refs[\"from_visual_novel\"] = refs[\"Referrer\"].str.contains(\"visual-novel\") * refs[\"Visits\"]\n",
"refs[\"from_anime\"] = refs[\"Referrer\"].str.contains(\"anime\") * refs[\"Visits\"]\n",
"refs[\"from_new\"] = refs[\"Referrer\"].str.contains(\"new\") * refs[\"Visits\"]\n",
"refs[\"from_genre\"] = refs[\"Referrer\"].str.contains(\"genre\") * refs[\"Visits\"]\n",
"refs[\"from_popular\"] = refs[\"Referrer\"].str.contains(\"popular\") * refs[\"Visits\"]\n",
"refs\n",
"# 162\n",
"# refs.sum()"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Referrer https://itch.io/jam/gbajam24/rate/2836697https...\n",
"Visits 162\n",
"from_tag 34\n",
"from_jam 79\n",
"from_dating_sim 19\n",
"from_visual_novel 25\n",
"from_anime 5\n",
"from_new 52\n",
"from_genre 25\n",
"from_popular 7\n",
"dtype: object"
]
},
"execution_count": 162,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"refs.sum()"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Referrer https://itch.io/games/newest/tag-dating-simhtt...\n",
"Visits 34\n",
"from_tag 34\n",
"from_jam 0\n",
"from_dating_sim 19\n",
"from_visual_novel 4\n",
"from_anime 5\n",
"from_new 32\n",
"from_genre 4\n",
"from_popular 2\n",
"dtype: object"
]
},
"execution_count": 166,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"refs.query('from_tag > 0').sum()"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Referrer https://itch.io/jam/gbajam24/rate/2836697https...\n",
"Visits 79\n",
"from_tag 0\n",
"from_jam 79\n",
"from_dating_sim 0\n",
"from_visual_novel 0\n",
"from_anime 0\n",
"from_new 0\n",
"from_genre 0\n",
"from_popular 0\n",
"dtype: object"
]
},
"execution_count": 167,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"refs.query('from_jam > 0').sum()"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Referrer https://itch.io/games/newest/genre-visual-nove...\n",
"Visits 25\n",
"from_tag 4\n",
"from_jam 0\n",
"from_dating_sim 2\n",
"from_visual_novel 25\n",
"from_anime 0\n",
"from_new 20\n",
"from_genre 25\n",
"from_popular 5\n",
"dtype: object"
]
},
"execution_count": 168,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"refs.query('from_genre > 0').sum()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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