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Remove Unique Columns

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FlorianSpeicher
2025-08-11 22:01:17 +02:00
parent 947a6cfc06
commit c9973ca964
1 changed files with 77 additions and 188 deletions
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@@ -23,110 +23,63 @@
"name": "stdout",
"output_type": "stream",
"text": [
" url types \\\n",
"0 https://store.steampowered.com/app/379720/DOOM/ app \n",
"1 https://store.steampowered.com/app/578080/PLAY... app \n",
"2 https://store.steampowered.com/app/637090/BATT... app \n",
"3 https://store.steampowered.com/app/221100/DayZ/ app \n",
"4 https://store.steampowered.com/app/8500/EVE_On... app \n",
" appid name release_date required_age price \\\n",
"0 730 Counter-Strike 2 2012-08-21 0 0.00 \n",
"1 578080 PUBG: BATTLEGROUNDS 2017-12-21 0 0.00 \n",
"2 570 Dota 2 2013-07-09 0 0.00 \n",
"3 271590 Grand Theft Auto V Legacy 2015-04-13 17 0.00 \n",
"4 359550 Tom Clancy's Rainbow Six® Siege 2015-12-01 17 3.99 \n",
"\n",
" name \\\n",
"0 DOOM \n",
"1 PLAYERUNKNOWN'S BATTLEGROUNDS \n",
"2 BATTLETECH \n",
"3 DayZ \n",
"4 EVE Online \n",
" dlc_count detailed_description \\\n",
"0 1 For over two decades, Counter-Strike has offer... \n",
"1 0 LAND, LOOT, SURVIVE! Play PUBG: BATTLEGROUNDS ... \n",
"2 2 The most-played game on Steam. Every day, mill... \n",
"3 0 When a young street hustler, a retired bank ro... \n",
"4 9 Edition Comparison Ultimate Edition The Tom Cl... \n",
"\n",
" desc_snippet \\\n",
"0 Now includes all three premium DLC packs (Unto... \n",
"1 PLAYERUNKNOWN'S BATTLEGROUNDS is a battle roya... \n",
"2 Take command of your own mercenary outfit of '... \n",
"3 The post-soviet country of Chernarus is struck... \n",
"4 EVE Online is a community-driven spaceship MMO... \n",
" about_the_game \\\n",
"0 For over two decades, Counter-Strike has offer... \n",
"1 LAND, LOOT, SURVIVE! Play PUBG: BATTLEGROUNDS ... \n",
"2 The most-played game on Steam. Every day, mill... \n",
"3 When a young street hustler, a retired bank ro... \n",
"4 “One of the best first-person shooters ever ma... \n",
"\n",
" recent_reviews \\\n",
"0 Very Positive,(554),- 89% of the 554 user revi... \n",
"1 Mixed,(6,214),- 49% of the 6,214 user reviews ... \n",
"2 Mixed,(166),- 54% of the 166 user reviews in t... \n",
"3 Mixed,(932),- 57% of the 932 user reviews in t... \n",
"4 Mixed,(287),- 54% of the 287 user reviews in t... \n",
" short_description \\\n",
"0 For over two decades, Counter-Strike has offer... \n",
"1 Play PUBG: BATTLEGROUNDS for free. Land on str... \n",
"2 Every day, millions of players worldwide enter... \n",
"3 Grand Theft Auto V for PC offers players the o... \n",
"4 Tom Clancy's Rainbow Six® Siege is an elite, t... \n",
"\n",
" all_reviews release_date \\\n",
"0 Very Positive,(42,550),- 92% of the 42,550 use... May 12, 2016 \n",
"1 Mixed,(836,608),- 49% of the 836,608 user revi... Dec 21, 2017 \n",
"2 Mostly Positive,(7,030),- 71% of the 7,030 use... Apr 24, 2018 \n",
"3 Mixed,(167,115),- 61% of the 167,115 user revi... Dec 13, 2018 \n",
"4 Mostly Positive,(11,481),- 74% of the 11,481 u... May 6, 2003 \n",
" reviews ... \\\n",
"0 NaN ... \n",
"1 NaN ... \n",
"2 “A modern multiplayer masterpiece.” 9.5/10 – D... ... \n",
"3 NaN ... \n",
"4 NaN ... \n",
"\n",
" developer publisher \\\n",
"0 id Software Bethesda Softworks,Bethesda Softworks \n",
"1 PUBG Corporation PUBG Corporation,PUBG Corporation \n",
"2 Harebrained Schemes Paradox Interactive,Paradox Interactive \n",
"3 Bohemia Interactive Bohemia Interactive,Bohemia Interactive \n",
"4 CCP CCP,CCP \n",
" average_playtime_2weeks median_playtime_forever median_playtime_2weeks \\\n",
"0 879 5174 350 \n",
"1 0 0 0 \n",
"2 1536 898 892 \n",
"3 771 7101 74 \n",
"4 682 2434 306 \n",
"\n",
" popular_tags \\\n",
"0 FPS,Gore,Action,Demons,Shooter,First-Person,Gr... \n",
"1 Survival,Shooter,Multiplayer,Battle Royale,PvP... \n",
"2 Mechs,Strategy,Turn-Based,Turn-Based Tactics,S... \n",
"3 Survival,Zombies,Open World,Multiplayer,PvP,Ma... \n",
"4 Space,Massively Multiplayer,Sci-fi,Sandbox,MMO... \n",
" discount peak_ccu tags \\\n",
"0 0 1212356 {'FPS': 90857, 'Shooter': 65397, 'Multiplayer'... \n",
"1 0 616738 {'Survival': 14838, 'Shooter': 12727, 'Battle ... \n",
"2 0 555977 {'Free to Play': 59933, 'MOBA': 20158, 'Multip... \n",
"3 0 117698 {'Open World': 32644, 'Action': 23539, 'Multip... \n",
"4 80 89916 {'FPS': 9831, 'PvP': 9162, 'e-sports': 9072, '... \n",
"\n",
" game_details \\\n",
"0 Single-player,Multi-player,Co-op,Steam Achieve... \n",
"1 Multi-player,Online Multi-Player,Stats \n",
"2 Single-player,Multi-player,Online Multi-Player... \n",
"3 Multi-player,Online Multi-Player,Steam Worksho... \n",
"4 Multi-player,Online Multi-Player,MMO,Co-op,Onl... \n",
" pct_pos_total num_reviews_total pct_pos_recent num_reviews_recent \n",
"0 86 8632939 82 96473 \n",
"1 59 2513842 68 16720 \n",
"2 81 2452595 80 29366 \n",
"3 87 1803832 92 17517 \n",
"4 84 1168020 76 12608 \n",
"\n",
" languages achievements \\\n",
"0 English,French,Italian,German,Spanish - Spain,... 54.0 \n",
"1 English,Korean,Simplified Chinese,French,Germa... 37.0 \n",
"2 English,French,German,Russian 128.0 \n",
"3 English,French,Italian,German,Spanish - Spain,... NaN \n",
"4 English,German,Russian,French NaN \n",
"\n",
" genre \\\n",
"0 Action \n",
"1 Action,Adventure,Massively Multiplayer \n",
"2 Action,Adventure,Strategy \n",
"3 Action,Adventure,Massively Multiplayer \n",
"4 Action,Free to Play,Massively Multiplayer,RPG,... \n",
"\n",
" game_description \\\n",
"0 About This Game Developed by id software, the... \n",
"1 About This Game PLAYERUNKNOWN'S BATTLEGROUND... \n",
"2 About This Game From original BATTLETECH/Mec... \n",
"3 About This Game The post-soviet country of Ch... \n",
"4 About This Game \n",
"\n",
" mature_content \\\n",
"0 NaN \n",
"1 Mature Content Description The developers de... \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"\n",
" minimum_requirements \\\n",
"0 Minimum:,OS:,Windows 7/8.1/10 (64-bit versions... \n",
"1 Minimum:,Requires a 64-bit processor and opera... \n",
"2 Minimum:,Requires a 64-bit processor and opera... \n",
"3 Minimum:,OS:,Windows 7/8.1 64-bit,Processor:,I... \n",
"4 Minimum:,OS:,Windows 7,Processor:,Intel Dual C... \n",
"\n",
" recommended_requirements original_price \\\n",
"0 Recommended:,OS:,Windows 7/8.1/10 (64-bit vers... $19.99 \n",
"1 Recommended:,Requires a 64-bit processor and o... $29.99 \n",
"2 Recommended:,Requires a 64-bit processor and o... $39.99 \n",
"3 Recommended:,OS:,Windows 10 64-bit,Processor:,... $44.99 \n",
"4 Recommended:,OS:,Windows 10,Processor:,Intel i... Free \n",
"\n",
" discount_price \n",
"0 $14.99 \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n"
"[5 rows x 47 columns]\n"
]
}
],
@@ -135,7 +88,7 @@
"import pandas as pd\n",
"\n",
"# load data\n",
"# url,types,name,desc_snippet,recent_reviews,all_reviews,release_date,developer,publisher,popular_tags,game_details,languages,achievements,genre,game_description,mature_content,minimum_requirements,recommended_requirements,original_price,discount_price\n",
"# appid,name,release_date,required_age,price,dlc_count,detailed_description,about_the_game,short_description,reviews,header_image,website,support_url,support_email,windows,mac,linux,metacritic_score,metacritic_url,achievements,recommendations,notes,supported_languages,full_audio_languages,packages,developers,publishers,categories,genres,screenshots,movies,user_score,score_rank,positive,negative,estimated_owners,average_playtime_forever,average_playtime_2weeks,median_playtime_forever,median_playtime_2weeks,discount,peak_ccu,tags,pct_pos_total,num_reviews_total,pct_pos_recent,num_reviews_recent\n",
"dataset = pd.read_csv(\"./games_march2025_cleaned.csv\",sep=\",\")\n",
"print(dataset.head())"
]
@@ -148,111 +101,47 @@
"## Preparation of the Training-Set\n",
"### Removing Uniques\n",
"We remove the following features from the Training-Set as they can uniquely identify a datapoint:\n",
"- URL\n",
"- AppId\n",
"- Name of the Game\n",
"- Realease Date\n",
"- Reviews\n",
"- Header Image\n",
"- Website\n",
"- Support URL\n",
"- Support Email\n",
"- MetaCritic URL\n",
"- Developer\n",
"- Publisher"
"- Publisher\n",
"- Screenshots\n",
"- Movies\n",
"- Estimated Owners"
]
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 4,
"id": "06dedcdf",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" types desc_snippet \\\n",
"0 app Now includes all three premium DLC packs (Unto... \n",
"1 app PLAYERUNKNOWN'S BATTLEGROUNDS is a battle roya... \n",
"2 app Take command of your own mercenary outfit of '... \n",
"3 app The post-soviet country of Chernarus is struck... \n",
"4 app EVE Online is a community-driven spaceship MMO... \n",
"\n",
" recent_reviews \\\n",
"0 Very Positive,(554),- 89% of the 554 user revi... \n",
"1 Mixed,(6,214),- 49% of the 6,214 user reviews ... \n",
"2 Mixed,(166),- 54% of the 166 user reviews in t... \n",
"3 Mixed,(932),- 57% of the 932 user reviews in t... \n",
"4 Mixed,(287),- 54% of the 287 user reviews in t... \n",
"\n",
" all_reviews release_date \\\n",
"0 Very Positive,(42,550),- 92% of the 42,550 use... May 12, 2016 \n",
"1 Mixed,(836,608),- 49% of the 836,608 user revi... Dec 21, 2017 \n",
"2 Mostly Positive,(7,030),- 71% of the 7,030 use... Apr 24, 2018 \n",
"3 Mixed,(167,115),- 61% of the 167,115 user revi... Dec 13, 2018 \n",
"4 Mostly Positive,(11,481),- 74% of the 11,481 u... May 6, 2003 \n",
"\n",
" popular_tags \\\n",
"0 FPS,Gore,Action,Demons,Shooter,First-Person,Gr... \n",
"1 Survival,Shooter,Multiplayer,Battle Royale,PvP... \n",
"2 Mechs,Strategy,Turn-Based,Turn-Based Tactics,S... \n",
"3 Survival,Zombies,Open World,Multiplayer,PvP,Ma... \n",
"4 Space,Massively Multiplayer,Sci-fi,Sandbox,MMO... \n",
"\n",
" game_details \\\n",
"0 Single-player,Multi-player,Co-op,Steam Achieve... \n",
"1 Multi-player,Online Multi-Player,Stats \n",
"2 Single-player,Multi-player,Online Multi-Player... \n",
"3 Multi-player,Online Multi-Player,Steam Worksho... \n",
"4 Multi-player,Online Multi-Player,MMO,Co-op,Onl... \n",
"\n",
" languages achievements \\\n",
"0 English,French,Italian,German,Spanish - Spain,... 54.0 \n",
"1 English,Korean,Simplified Chinese,French,Germa... 37.0 \n",
"2 English,French,German,Russian 128.0 \n",
"3 English,French,Italian,German,Spanish - Spain,... NaN \n",
"4 English,German,Russian,French NaN \n",
"\n",
" genre \\\n",
"0 Action \n",
"1 Action,Adventure,Massively Multiplayer \n",
"2 Action,Adventure,Strategy \n",
"3 Action,Adventure,Massively Multiplayer \n",
"4 Action,Free to Play,Massively Multiplayer,RPG,... \n",
"\n",
" game_description \\\n",
"0 About This Game Developed by id software, the... \n",
"1 About This Game PLAYERUNKNOWN'S BATTLEGROUND... \n",
"2 About This Game From original BATTLETECH/Mec... \n",
"3 About This Game The post-soviet country of Ch... \n",
"4 About This Game \n",
"\n",
" mature_content \\\n",
"0 NaN \n",
"1 Mature Content Description The developers de... \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"\n",
" minimum_requirements \\\n",
"0 Minimum:,OS:,Windows 7/8.1/10 (64-bit versions... \n",
"1 Minimum:,Requires a 64-bit processor and opera... \n",
"2 Minimum:,Requires a 64-bit processor and opera... \n",
"3 Minimum:,OS:,Windows 7/8.1 64-bit,Processor:,I... \n",
"4 Minimum:,OS:,Windows 7,Processor:,Intel Dual C... \n",
"\n",
" recommended_requirements original_price \\\n",
"0 Recommended:,OS:,Windows 7/8.1/10 (64-bit vers... $19.99 \n",
"1 Recommended:,Requires a 64-bit processor and o... $29.99 \n",
"2 Recommended:,Requires a 64-bit processor and o... $39.99 \n",
"3 Recommended:,OS:,Windows 10 64-bit,Processor:,... $44.99 \n",
"4 Recommended:,OS:,Windows 10,Processor:,Intel i... Free \n",
"\n",
" discount_price \n",
"0 $14.99 \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n"
"ename": "KeyError",
"evalue": "\"['developer', 'publisher'] not found in axis\"",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mKeyError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[4]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;66;03m# appid,name,release_date,required_age,price,dlc_count,detailed_description,about_the_game,short_description,reviews,header_image,website,support_url,support_email,windows,mac,linux,metacritic_score,metacritic_url,achievements,recommendations,notes,supported_languages,full_audio_languages,packages,developers,publishers,categories,genres,screenshots,movies,user_score,score_rank,positive,negative,estimated_owners,average_playtime_forever,average_playtime_2weeks,median_playtime_forever,median_playtime_2weeks,discount,peak_ccu,tags,pct_pos_total,num_reviews_total,pct_pos_recent,num_reviews_recent\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m \u001b[43mdataset\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdrop\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mappid\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mname\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mrelease_date\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mreviews\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mheader_image\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mwebsite\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43msupport_url\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43msupport_email\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mmetacritic_url\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mdeveloper\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mpublisher\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mscreenshots\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mmovies\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mestimated_owners\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minplace\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[32m 3\u001b[39m \u001b[38;5;28mprint\u001b[39m(dataset.head())\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\FlorianSpeicher\\anaconda3\\Lib\\site-packages\\pandas\\core\\frame.py:5581\u001b[39m, in \u001b[36mDataFrame.drop\u001b[39m\u001b[34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[39m\n\u001b[32m 5433\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mdrop\u001b[39m(\n\u001b[32m 5434\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 5435\u001b[39m labels: IndexLabel | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m (...)\u001b[39m\u001b[32m 5442\u001b[39m errors: IgnoreRaise = \u001b[33m\"\u001b[39m\u001b[33mraise\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m 5443\u001b[39m ) -> DataFrame | \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 5444\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 5445\u001b[39m \u001b[33;03m Drop specified labels from rows or columns.\u001b[39;00m\n\u001b[32m 5446\u001b[39m \n\u001b[32m (...)\u001b[39m\u001b[32m 5579\u001b[39m \u001b[33;03m weight 1.0 0.8\u001b[39;00m\n\u001b[32m 5580\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m5581\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdrop\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 5582\u001b[39m \u001b[43m \u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m=\u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 5583\u001b[39m \u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m=\u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 5584\u001b[39m \u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m=\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 5585\u001b[39m \u001b[43m \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcolumns\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 5586\u001b[39m \u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m=\u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 5587\u001b[39m \u001b[43m \u001b[49m\u001b[43minplace\u001b[49m\u001b[43m=\u001b[49m\u001b[43minplace\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 5588\u001b[39m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m=\u001b[49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 5589\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\FlorianSpeicher\\anaconda3\\Lib\\site-packages\\pandas\\core\\generic.py:4788\u001b[39m, in \u001b[36mNDFrame.drop\u001b[39m\u001b[34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[39m\n\u001b[32m 4786\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m axis, labels \u001b[38;5;129;01min\u001b[39;00m axes.items():\n\u001b[32m 4787\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m labels \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m4788\u001b[39m obj = \u001b[43mobj\u001b[49m\u001b[43m.\u001b[49m\u001b[43m_drop_axis\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m=\u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m=\u001b[49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 4790\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m inplace:\n\u001b[32m 4791\u001b[39m \u001b[38;5;28mself\u001b[39m._update_inplace(obj)\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\FlorianSpeicher\\anaconda3\\Lib\\site-packages\\pandas\\core\\generic.py:4830\u001b[39m, in \u001b[36mNDFrame._drop_axis\u001b[39m\u001b[34m(self, labels, axis, level, errors, only_slice)\u001b[39m\n\u001b[32m 4828\u001b[39m new_axis = axis.drop(labels, level=level, errors=errors)\n\u001b[32m 4829\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m4830\u001b[39m new_axis = \u001b[43maxis\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdrop\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m=\u001b[49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 4831\u001b[39m indexer = axis.get_indexer(new_axis)\n\u001b[32m 4833\u001b[39m \u001b[38;5;66;03m# Case for non-unique axis\u001b[39;00m\n\u001b[32m 4834\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\FlorianSpeicher\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:7070\u001b[39m, in \u001b[36mIndex.drop\u001b[39m\u001b[34m(self, labels, errors)\u001b[39m\n\u001b[32m 7068\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m mask.any():\n\u001b[32m 7069\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m errors != \u001b[33m\"\u001b[39m\u001b[33mignore\u001b[39m\u001b[33m\"\u001b[39m:\n\u001b[32m-> \u001b[39m\u001b[32m7070\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlabels[mask].tolist()\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m not found in axis\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 7071\u001b[39m indexer = indexer[~mask]\n\u001b[32m 7072\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m.delete(indexer)\n",
"\u001b[31mKeyError\u001b[39m: \"['developer', 'publisher'] not found in axis\""
]
}
],
"source": [
"# types,desc_snippet,recent_reviews,all_reviews,release_date,popular_tags,game_details,languages,achievements,genre,game_description,mature_content,minimum_requirements,recommended_requirements,original_price,discount_price\n",
"dataset.drop(['url', 'name', 'developer', 'publisher'], axis=1, inplace=True)\n",
"# appid,name,release_date,required_age,price,dlc_count,detailed_description,about_the_game,short_description,reviews,header_image,website,support_url,support_email,windows,mac,linux,metacritic_score,metacritic_url,achievements,recommendations,notes,supported_languages,full_audio_languages,packages,developers,publishers,categories,genres,screenshots,movies,user_score,score_rank,positive,negative,estimated_owners,average_playtime_forever,average_playtime_2weeks,median_playtime_forever,median_playtime_2weeks,discount,peak_ccu,tags,pct_pos_total,num_reviews_total,pct_pos_recent,num_reviews_recent\n",
"dataset.drop(['appid', 'name', 'release_date', 'reviews', 'header_image', 'website', 'support_url', 'support_email', 'metacritic_url', 'developer', 'publisher', 'screenshots', 'movies', 'estimated_owners'], axis=1, inplace=True)\n",
"print(dataset.head())"
]
},