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Data Structure ?
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README.md
これはデータセットであり、Steam公式サイトの約80,000款のゲームに関する、スクレイピング可能なあらゆる情報を含んでいます。ほとんどの列には、ゲームをよりよく理解するための有益な情報が含まれていますが、ほとんどの列はデータのクリーニングが必要です。詳細な情報については、列の記述子を参照してください。このデータセットには、ゲームのすべてのレビューとレビュー関連の時系列データを含めていません。なぜなら、これらのデータは常に変化しており、Steam APIを使用することで簡単に取得できるからです。
レビュー関連の時系列データは、このSteam APIのリンクから取得できます:
https://store.steampowered.com/appreviewhistogram/945360
ユーザーレビューデータは、このSteam APIのリンクから取得できます:
https://store.steampowered.com/appreviews/945360?json=1
ここで、945360を、データを取得したいゲームのゲームID(ゲームのURLに含まれています)に置き換えてください。
JSON形式のクリーンなデータがアップロードされています。JSONファイルとCSVファイルには同じデータが含まれていますが、JSONファイルはクリーニングされています。したがって、ダウンロードする際には、どちらかのファイル形式を選択してください。スクレイピングに使用したスクリプトについては、メタデータを参照してください:
JSONサンプルデータ
{'img_url': 'https://steamcdn-a.akamaihd.net/steam/apps/730/header.jpg?t=1592263625', 'date': 'Aug 21, 2012', 'developer': 'Valve, Hidden Path Entertainment', 'publisher': 'Valve', 'full_desc': {'sort': 'game', 'desc': 'about This Game Counter-Strike: Global Offensive (CS: GO) expands upon the team-based action gameplay that it pioneered when it was launched 19 years ago.CS: GO features new maps, characters, weapons, and game modes, and delivers updated versions of the classic CS content (de_dust2, etc.)."Counter-Strike took the gaming industry by surprise when the unlikely MOD became the most played online PC action game in the world almost immediately after its release in August 1999," said Doug Lombardi at Valve. "For the past 12 years, it has continued to be one of the most-played games in the world, headline competitive gaming tournaments and selling over 25 million units worldwide across the franchise. CS: GO promises to expand on CS\' award-winning gameplay and deliver it to gamers on the PC as well as the next gen consoles and the Mac."}, 'requirements': {'minimum': {'windows': {'processor': ' Intel® Core™ 2 Duo E6600 or AMD Phenom™ X3 8750 processor or better', 'memory': ' 2 GB RAM', 'graphics': ' Video card must be 256 MB or more and should be a ', 'os': ' Windows® 7/Vista/XP'}, 'linux': {'processor': ' 64-bit Dual core from Intel or AMD at 2.8 GHz', 'memory': ' 4 GB RAM', 'graphics': ' nVidia GeForce 8600/9600GT, ATI/AMD Radeon HD2600/3600 (Graphic Drivers: nVidia 310, AMD 12.11), OpenGL 2.1', 'os': ' Ubuntu 12.04'}}, 'recommended': {}}, 'popu_tags': ['Shooter', 'Multiplayer', 'Competitive', 'Action', 'Team-', 'basede', 'Sports', 'Tactical', 'First-', 'Person', 'Online', 'Strategy', 'Military', 'Difficult', 'Trading', 'Realistic', 'Fast-', 'Paced', 'Moddable+'], 'price': 'free', 'url_info': {'url': 'https://store.steampowered.com/app/730/CounterStrike_Global_Offensive/?snr=1_7_7_230_150_1', 'id': '730', 'type': 'app', 'url_name': 'CounterStrike Global Offensive'}, 'name': 'Counter-Strike: Global Offensive', 'categories': ['Steam Achievements Full', 'controller supportSteam', 'Trading Cards Steam', 'Workshop In-App Purchases Valve', 'Anti-Cheat enabledStats Remote', 'Play on', 'Phone Remote Play', 'on Tablet Remote', 'Play on']}
謝辞
Hariharan.S.VとShankar Narayananに、データのスクレイピングとクリーニングに協力してくれたことに感謝します。
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