{"id":35096,"date":"2019-11-30T12:16:45","date_gmt":"2019-11-30T03:16:45","guid":{"rendered":"https:\/\/blog.jetbrains.com\/jp\/?p=2396"},"modified":"2024-10-11T08:01:35","modified_gmt":"2024-10-11T07:01:35","slug":"2396","status":"publish","type":"post","link":"https:\/\/blog.jetbrains.com\/ja\/2019\/11\/30\/2396\/","title":{"rendered":"\u306f\u3058\u3081\u3066\u306ePyCharm \uff0b Jupyter Notebook\uff08\u305d\u306e\uff11\uff09"},"content":{"rendered":"\u203b\u3053\u306e\u30d6\u30ed\u30b0\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u3066\u3044\u308b\u5185\u5bb9\u306f PyCharm 2021.3 \u4ee5\u524d\u306e\u53e4\u3044\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u30022021.3 \u4ee5\u964d PyCharm \u306e Jupyter Notebook \u7de8\u96c6\u753b\u9762\u306f\u3001 \u3053\u306e\u8a18\u4e8b\u306e\u3088\u3046\u306a In \/ Out \u304c\u5de6\u53f3\u306b\u8868\u793a\u3055\u308c\u308b\u5f62\u5f0f\uff08Split 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Anaconda\u3084\u8ffd\u52a0\u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u4e0d\u8981\u3067\u3059\u3002\n\n\nPyCharm\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u4f5c\u6210\u3068Python\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u306e\u6307\u5b9a\nPyCharm\u3067Jupyter Notebook\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u306fPyCharm\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002PyCharm\u3092\u8d77\u52d5\u3057\u3066\u300cCreate New Project\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002\n\nPyCharm\u306e\u65b0\u898f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u4f5c\u6210\u753b\u9762\u3067\u306f\u3001Project Interpreter\u3067Conda\u4eee\u60f3\u74b0\u5883\uff08\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u4f7f\u7528\u3059\u308bPython\u74b0\u5883\uff09\u3092\u65b0\u898f\u4f5c\u6210\u3059\u308b\u304b\u3001\u65e2\u5b58\u306econda\u74b0\u5883\u3092\u518d\u5229\u7528\u3059\u308b\u304b\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\n\n\u4ee5\u4e0b\u306e\u4f8b\u3067\u306f\u3001\u300cNew environment ...\u300d\u3092\u9078\u629e\u3057\uff08Python\u7ba1\u7406\u74b0\u5883\u3068\u3057\u3066Conda\u304c\u9078\u629e\u3055\u308c\u308b\u3053\u3068\u3082\u78ba\u8a8d\u304f\u3060\u3055\u3044\uff09\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5c02\u7528\u306eConda\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\n\n\uff08\u88dc\u8db3\uff09Conda executable\u306e\u5834\u6240\u306fmacOS Catalina\u4ee5\u964d\u300c ~\/opt\/anaconda3\u300d\u306b\u5909\u66f4\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002macOS Catalina\u306b\u79fb\u884c\u3055\u308c\u3066\u3044\u306a\u3044\u65b9\u306f\u30d1\u30b9\u304c\u300c\/anaconda3\u300d\u7b49\u306b\u306a\u3063\u3066\u3044\u308b\u306f\u305a\u3067\u3059\u3002\n\n\n\n\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3067\u304d\u305f\u3089\u3001PyCharm\u753b\u9762\u4e0b\u90e8\u306eTerminal\u304b\u3089\u300cconda env list\u300d\u30b3\u30de\u30f3\u30c9\u3067\n\n \t\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7528\u306eConda\u4eee\u60f3\u74b0\u5883\u304c\u751f\u6210\u3055\u308c\u3066\u3044\u308b\u3053\u3068\n \t\u751f\u6210\u3055\u308c\u305fConda\u4eee\u60f3\u74b0\u5883\u304cactivate\u3055\u308c\u3066\u3044\u308b\u3053\u3068\uff08\u300c*\u300d\u304c\u3064\u3044\u3066\u3044\u308b\uff09\n\n\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002Conda\u4eee\u60f3\u74b0\u5883\u306b\u554f\u984c\u304c\u3042\u308b\u3068\u3001terminal\u3092\u958b\u3044\u305f\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u751f\u6210\u3055\u308c\u305fpython\u74b0\u5883\u304cactivate\u3055\u308c\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u3054\u6ce8\u610f\u4e0b\u3055\u3044\u3002\n\n\n\u30d5\u30a9\u30eb\u30c0\u69cb\u6210\u3001\u89e3\u6790\u30c7\u30fc\u30bf\u306e\u6e96\u5099\n\u3055\u3066\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u4f5c\u6210\u3067\u304d\u305f\u306e\u3067\u3001\u82f1\u8a9e\u30d6\u30ed\u30b0\u540c\u69d8\u3001\u30c7\u30fc\u30bf\u7528\u306e\u30d5\u30a9\u30eb\u30c0\uff08data\uff09\u3068notebook\u7528\u306e\u30d5\u30a9\u30eb\u30c0(notebooks)\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\n\n\u300cJupyterPizza\uff08\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff09\u3092\u9078\u629e\u300d\u5f8c\u300c\u53f3\u30af\u30ea\u30c3\u30af\u300d \u307e\u305f\u306f \u300ccommand+n\u300d \u3067\u30dd\u30c3\u30d7\u30a2\u30c3\u30d7\u8868\u793a\u3057\u3001\u300cDirectory\u300d\u3092\u9078\u629e\u00a0 \u3067\u30d5\u30a9\u30eb\u30c0\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\n\n\n\n\u89e3\u6790\u30c7\u30fc\u30bf\u3082\u82f1\u8a9e\u30d6\u30ed\u30b0\u306b\u5f93\u3044\u3001Kaggle\u304b\u3089Pizza Restaurants and the Pizza They Sell\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u3063\u3066\u304d\u307e\u3059\u3002zip\u30d5\u30a1\u30a4\u30eb\u3092\u5c55\u958b\u3057\u3066data\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u4ee5\u4e0b\u306b\u7f6e\u304d\u307e\u3059\uff08data\u30d5\u30a9\u30eb\u30c0\u306bpizza-restaurant...\u30d5\u30a9\u30eb\u30c0\u3092\u30b3\u30d4\u30fc\uff06\u30da\u30fc\u30b9\u30c8\uff09\u3002\n\n\n\n\u30b3\u30d4\u30fc\u3055\u308c\u305fCSV\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3044\u3066\u307f\u307e\u3059\u3002CSV\u7528\u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u304b\u3001\u300cShift\u9023\u6253 \u307e\u305f\u306f Shift + Cmd + A\u300d\u300c\"table\"\u3092\u5165\u529b\u300d\u3067\u8868\u793a\u3055\u308c\u308b\u300cEdit as Table\u300d\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001CSV\u30d5\u30a1\u30a4\u30eb\u3092\u8868\u5f62\u5f0f\u3067\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\n\n\n\n\u4ee5\u4e0b\u306f\u300cEdit as Table\u300d\u30a2\u30af\u30b7\u30e7\u30f3\u306b\u3088\u308b\u8868\u793a\u4f8b\u3067\u3059\u3002\n\n\nNotebook\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\u3068Jupyter Server\u306e\u8d77\u52d5\nJupyter Notebook\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\u3068\u7de8\u96c6\n\u6b21\u306bJupyter Notebook\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u753b\u9762\u53f3Project\u30da\u30a4\u30f3\u306enotebooks\u30d5\u30a9\u30eb\u30c0\u3092\u300c\u53f3\u30af\u30ea\u30c3\u30af\u300d\u307e\u305f\u306f\u300cCmd + N\u300d\u3067\u30dd\u30c3\u30d7\u30a2\u30c3\u30d7\u3092\u8868\u793a\u3057\u3001Jupyter Notebook\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\n\n\n\npizza.ipynb\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304d\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u8db3\u3057\u307e\u3059\u3002csv\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\u304c\u7570\u306a\u308b\u5834\u5408\u306f\u8abf\u6574\u3057\u3066\u304f\u3060\u3055\u3044\u3002PyCharm 2019.3\u304b\u3089read_csv\u306b\u6307\u5b9a\u3059\u308b\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u306e\u88dc\u5b8c\u3082\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059?\nimport pandas as pd\ndf = pd.read_csv(\"..\/data\/pizza-restaurants-and-the-pizza-they-sell\/Datafiniti_Pizza_Restaurants_and_the_Pizza_They_Sell_May19.csv\")\ndf.head()\n\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u753b\u9762\u306e\u3088\u3046\u306b\n\n \t\u53f3\u4e0a\u306b\"Install jupyter package\"\u3068\u3044\u3046\u30e1\u30c3\u30bb\u30fc\u30b8\n \t\u30b3\u30fc\u30c9\u306e\u4e2d\"import pandas\"\u306b\u8d64\u8272\u3067\u6ce2\u7dda\n\n\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\n\n\n\n\u4eca\u56de\u306e\u5834\u5408\u3001Conda\u4eee\u60f3\u74b0\u5883\u306bjupyter\u3084pandas package\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u3053\u306e\u3088\u3046\u306a\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\"Install jupyter package\"\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068jupyter\u306einstall\u304c\u958b\u59cb\u3055\u308c\u307e\u3059\u3002PyCharm\u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u305f\u30d1\u30c3\u30b1\u30fc\u30b8\u60c5\u5831\u3092\u89e3\u6790\u3059\u308b\u306e\u3067\u3001\u3053\u306e\u51e6\u7406\u306b\u306f\u3057\u3070\u3089\u304f\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\n\npandas\u306e\u30a8\u30e9\u30fc\u306e\u65b9\u306f\u3001\u8d64\u6ce2\u7dda\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u300coption + Enter\u300d\u307e\u305f\u306f\u8d64\u96fb\u7403\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068PyCharm\u304c\u300cInstall package pandas\u300d\u3092\u63d0\u6848\u3057\u307e\u3059\u306e\u3067\u3001\u3053\u3061\u3089\u3092\u9078\u629e\u3057\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\n\n\n\uff08\u88dc\u8db3\uff09Package\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30fb\u78ba\u8a8d\u306b\u3064\u3044\u3066\n\u305f\u3060\u3057\u3001\u3053\u306e\u3088\u3046\u306bPython\u306epackage\u3092PyCharm\u304c\u6307\u6458\u3059\u308b\u6bce\u306b\uff11\u3064\u305a\u3064\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3068\u3001\u300c\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb => PyCharm\u306eindex\u51e6\u7406\u5f85\u3061\u300d\u304c\u7e70\u308a\u8fd4\u3055\u308c\u308b\u306e\u3067\u3001\u3082\u3057\u3001\u5c0e\u5165\u3059\u3079\u304d\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u5206\u304b\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u9762\u5012\u306b\u601d\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u305d\u306e\u5834\u5408\u306f\u3001PyCharm\u306e\u8d77\u52d5\u76f4\u5f8c\u306bPyCharm\u306eTerminal\u304b\u3089\u300cconda install <package1> <package2> ...\u300d\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u307b\u3046\u304c\u52b9\u7387\u7684\u3067\u3057\u3087\u3046(macOS\u306eTerminal\u3092\u4f7f\u3046\u5834\u5408\u306f\u3001conda activate <\u74b0\u5883\u540d>\u306e\u5b9f\u884c\u3092\u5fd8\u308c\u305a\u306b! \u3055\u3082\u306a\u3044\u5225\u306ePython\u74b0\u5883\u306b\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\uff09\u3002\n\n\n\n\u307e\u305f\u306f\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6e08\u307f\u30d1\u30c3\u30b1\u30fc\u30b8\u4e00\u89a7\u3084\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u8ffd\u52a0\u30fb\u524a\u9664\u306fPreference - Project - Project Interpreter\u304b\u3089\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u3053\u3061\u3089\u3092\u6d3b\u7528\u3057\u3066\u3082\u3088\u3044\u3067\u3057\u3087\u3046\u3002\n\n\nJupyter Notebook\u306e\u5b9f\u884c\n\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u95a2\u4fc2\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u6d88\u3048\u305f\u3089\u3001\u30a8\u30c7\u30a3\u30bf\u30da\u30a4\u30f3\u306e\u7dd1\u8272\u306e\u4e09\u89d2\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u300cRun Cell\u300d\u3092\u9078\u3073\u30bb\u30eb\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\n\n\n\n\uff08Jupyter Server\u304c\u8d77\u52d5\u3055\u308c\u3066\u3044\u306a\u3044\u72b6\u614b\u306a\u306e\u3067\uff09PyCharm\u304cJupyter Server\u3092\u8d77\u52d5\u3057\u3001Notebook\u304c\u5b9f\u884c\u3055\u308c\u307e\u3057\u305f?\n\n\n\nRun Cell\u306e\u4ee3\u308f\u308a\u306b\u3001\u30bb\u30eb\u4e0a\u306b\u30d6\u30ec\u30fc\u30af\u30dd\u30a4\u30f3\u30c8\u3092\u30bb\u30c3\u30c8\u3057\u3001\u30c7\u30d0\u30c3\u30b0\u5b9f\u884c\uff08Debug Cell)\u3082\u53ef\u80fd\u3067\u3059\u3002\n\n\n\n\u8907\u96d1\u306a\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3044\u305f\u308a\u3001\u671f\u5f85\u901a\u308a\u306e\u7d50\u679c\u304c\u51fa\u306a\u3044\u5834\u5408\u3001\u7c21\u5358\u306b\u30c7\u30d0\u30c3\u30b0\u3067\u304d\u308b\u306e\u306fPyCharm\u3092\u4f7f\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306e\uff11\u3064\u3067\u3057\u3087\u3046\u3002\n\n\nJupyter Notebook\u7de8\u96c6\u30fb\u5b9f\u884c\u753b\u9762\u306e\u8aac\u660e\n\u30aa\u30f3\u30e9\u30a4\u30f3\u30d8\u30eb\u30d7\u306eJupyter Notebook\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u306b\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3042\u308a\u307e\u3059\u304c\u3001PyCharm\u4e0a\u3067\u306eJupyter Notebook\u306e\u57fa\u672c\u64cd\u4f5c\u3092\u898b\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\n\u30bb\u30eb\u306e\u7de8\u96c6\u30fb\u8ffd\u52a0\nPyCharm\u4e0a\u3067\u306f\u7de8\u96c6\u753b\u9762\u5de6\u306e\u300c\uff0b\u300d\u30dc\u30bf\u30f3\u3067\u30bb\u30eb\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\n\n\n\n\u307e\u305f\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30e1\u30f3\u30c8\u884c\u3092\u8ffd\u52a0\u3059\u308b\u3068\u65b0\u3057\u3044\u30bb\u30eb\u3068\u3057\u3066\u8a8d\u8b58\u3055\u308c\u307e\u3059\u3002\n\n\n\n\u305d\u306e\u4ed6\u306e\u8a73\u7d30\u306f\u30aa\u30f3\u30e9\u30a4\u30f3\u30d8\u30eb\u30d7Jupyter\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u30d5\u30a1\u30a4\u30eb\u306e\u7de8\u96c6\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002\n\u8868\u793a\u9818\u57df\u30fb\u5bfe\u8c61\u306e\u8abf\u6574\nPyCharm\u306eJupyter Notebook\u306e\u57fa\u672c\u7de8\u96c6\u753b\u9762\u306f\u3001Editor(\u30b3\u30fc\u30c9\u7de8\u96c6\uff09\u9818\u57df\u3068Preview\uff08\u5b9f\u884c\u7d50\u679c\u3092\u8868\u793a\uff09\u9818\u57df\u304c\u6a2a\u4e26\u3073\u3067\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u8868\u793a\u306e\u305f\u3081\u306e\u6a2a\u5e45\u304c\u5fc5\u8981\u3067\u3059\u3002\u300cCommand + 1\u300d\u307e\u305f\u306f\u753b\u9762\u5de6\u7aef\u306e[1: Project]\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u30d5\u30a1\u30a4\u30eb\u30d3\u30e5\u30fc\u304c\u975e\u8868\u793a\u306b\u306a\u308a\u30b3\u30fc\u30c9\u7de8\u96c6\u30a8\u30ea\u30a2\u3068\u7d50\u679c\uff08Preview\uff09\u30a8\u30ea\u30a2\u3092\u5e83\u304f\u8868\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\n\n\n\n\u753b\u9762\u53f3\u4e0a\u306e\u30a2\u30a4\u30b3\u30f3\u306b\u3088\u308a\u30b3\u30fc\u30c9\u7de8\u96c6\u753b\u9762\u30fb\uff08\u5b9f\u884c\u7d50\u679c\uff09\u30d7\u30ec\u30d3\u30e5\u30fc\u753b\u9762\u306e\u8868\u793a\u65b9\u6cd5\u306e\u9078\u629e\u30fb\u8abf\u6574\u304c\u3067\u304d\u307e\u3059\u3002\n\n\n\n\u305d\u308c\u305e\u308c\u306e\u30a2\u30a4\u30b3\u30f3\u306e\u8aac\u660e\u306f\u30de\u30cb\u30e5\u30a2\u30eb\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30af\u30ea\u30c3\u30af\u3057\u3066\u8868\u793a\u306e\u9055\u3044\u3092\u8a66\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\u3002\n\n\n\n\u8868\u793a\u30dc\u30bf\u30f3\u306e\u4ee3\u8868\u7684\u306a\u4f7f\u3044\u65b9\u3068\u3057\u3066\u3001\u5206\u6790\u30fb\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\u306b\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u306a\u304c\u3089\u30d7\u30ec\u30d3\u30e5\u30fc\u753b\u9762\u3092\u898b\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u826f\u3055\u305d\u3046\u3067\u3059\u3002\n\n\n\n\n\n\u4e00\u65b9\u3067\u3001\u30d6\u30e9\u30a6\u30b6\u7248\u3068\u4f3c\u305fUI\u3067\u30bb\u30eb\u306e\u30b3\u30fc\u30c9\u3092\u898b\u306a\u304c\u3089\u7d50\u679c\u306e\u78ba\u8a8d\u3092\u4e3b\u306b\u884c\u3044\u305f\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u5229\u7528\u3059\u308b\u3068\u826f\u3055\u305d\u3046\u3067\u3059\u3002\n\n\n\n\nJupyter Notebook\u306e\u64cd\u4f5c\n\u30b3\u30fc\u30c9\u7de8\u96c6\u753b\u9762\u5de6\u4e0a\u306e\u9ec4\u8272\u96fb\u7403\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001Jupyter Server\u306e\u8d77\u52d5\u30fb\u505c\u6b62\u3084\u3001\u5168\u3066\u306e\u30bb\u30eb\u306e\u30af\u30ea\u30a2\uff08Clear outputs)\u3001\u69d8\u3005\u306a\u30d1\u30bf\u30fc\u30f3\u306e\u30bb\u30eb\u5b9f\u884c\u304c\u53ef\u80fd\u3067\u3059\u3002\n\n\n\n\u96fb\u7403\u30a2\u30a4\u30b3\u30f3\u306e\u96a3\u306e\u7dd1\u8272\u306e\u4e8c\u91cd\u4e09\u89d2\u30a2\u30a4\u30b3\u30f3\u3067\u3001\u5168\u3066\u306e\u30bb\u30eb\u3092\u5b9f\u884c\uff08Run All\uff09\u3067\u304d\u307e\u3059\u3002\u524d\u8ff0\u306eClear Outputs\u3068\u5408\u308f\u305b\u3066\u3001\u30af\u30ea\u30fc\u30f3\u518d\u5b9f\u884c\u3059\u308b\u969b\u306b\u5229\u7528\u3057\u307e\u3059\u3002\n\n\nJupyter\u30c4\u30fc\u30eb\u30a6\u30a3\u30f3\u30c9\u30a6\nJupyter Notebook\u3092\u5b9f\u884c\u3059\u308b\u3068PyCharm\u753b\u9762\u4e0b\u90e8\u306bJupyter\u5c02\u7528\u306e\u30c4\u30fc\u30eb\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u30bf\u30d6\u3054\u3068\u306b\u69d8\u3005\u306a\u60c5\u5831\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u4ee5\u4e0b\u7c21\u5358\u306b\u7d39\u4ecb\u3057\u307e\u3059\u3002\n\nVariables\u00a0\u30bf\u30d6\n\nVariables\u30bf\u30d6\u3067\u306f\u6700\u5f8c\u306b\u5b9f\u884c\u3057\u305f\u30bb\u30eb\u306e\u5909\u6570\u60c5\u5831\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3042\u3048\u3066\u30c7\u30d0\u30c3\u30ac\u3092\u8d77\u52d5\u3057\u306a\u304f\u3066\u3082\u3001\u30bb\u30eb\u5358\u4f4d\u3067\u5b9f\u884c\u3057\u306a\u304c\u3089\u3001\u6c17\u306b\u306a\u308b\u5909\u6570\u3092\u78ba\u8a8d\u3067\u304d\u308c\u3070\u5341\u5206\u3068\u3044\u3046\u5834\u5408\u306b\u4fbf\u5229\u3067\u3059\u3002\u30a6\u30a3\u30f3\u30c9\u30a6\u5185\u3067\u30bf\u30a4\u30d7\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u691c\u7d22\u3082\u53ef\u80fd\u3067\u3059\u3002\n\n\n\n Server: <\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d> \u30bf\u30d6\n\n\u8d77\u52d5\u3057\u305fJupyter Server\u306e\u60c5\u5831\u306f\u753b\u9762\u4e0b\u90e8\u306eJupyter\u30c4\u30fc\u30eb\u30a6\u30a3\u30f3\u30c9\u30a6\u306e\u300cServer: <\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d>\u300d\u30bf\u30d6\u306b\u8868\u793a\u3055\u308c\u308b\u30ed\u30b0\u304b\u3089\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001Server: <\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d> \u30bf\u30d6\u3067\u306f\u3001Jupyter Sever\u306e\u8d77\u52d5\u30fb\u505c\u6b62\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\n\n\n\n\u30ed\u30b0\u4e2d\u306e\u300chttp:\/\/localhost:8888...\u300d\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3053\u3068\u306b\u3088\u308aJupyter Server\u306b\u30d6\u30e9\u30a6\u30b6\u304b\u3089\u540c\u3058\u30ab\u30fc\u30cd\u30eb\u3092\u4f7f\u3063\u3066\u3044\u308bJupyter 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