{"id":448,"date":"2025-05-18T19:35:24","date_gmt":"2025-05-18T10:35:24","guid":{"rendered":"https:\/\/www.shin-ichi.org\/?p=448"},"modified":"2025-05-22T09:09:03","modified_gmt":"2025-05-22T00:09:03","slug":"%e3%83%97%e3%83%ad%e3%82%b0%e3%83%a9%e3%83%9f%e3%83%b3%e3%82%b0%e5%88%9d%e5%bf%83%e8%80%85%e3%81%8c%e6%9c%80%e5%88%9d%e3%81%ab%e7%9f%a5%e3%82%8b%e3%81%b9%e3%81%8djupyter-notebook%e3%81%ae5%e5%a4%a7","status":"publish","type":"post","link":"https:\/\/www.shin-ichi.org\/?p=448","title":{"rendered":"\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u521d\u5fc3\u8005\u304c\u6700\u521d\u306b\u77e5\u308b\u3079\u304dJupyter Notebook\u306e5\u5927\u30e1\u30ea\u30c3\u30c8"},"content":{"rendered":"\n<p>\u672c\u30ec\u30dd\u30fc\u30c8\u3067\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u3067\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u308bJupyter Notebook\u306b\u3064\u3044\u3066\u3001\u305d\u306e\u57fa\u672c\u6982\u5ff5\u304b\u3089\u5b9f\u8df5\u7684\u306a\u6d3b\u7528\u65b9\u6cd5\u307e\u3067\u8a73\u7d30\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u521d\u5fc3\u8005\u306b\u3082\u7406\u89e3\u3057\u3084\u3059\u3044\u3088\u3046\u3001\u5c02\u9580\u7528\u8a9e\u306f\u4e01\u5be7\u306b\u8aac\u660e\u3057\u3001\u5177\u4f53\u4f8b\u3092\u8c4a\u5bcc\u306b\u76db\u308a\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u203b\u672c\u30da\u30fc\u30b8\u306f\u3001AI\u306e\u6d3b\u7528\u3084\u7814\u7a76\u306b\u95a2\u9023\u3059\u308b\u539f\u7406\u30fb\u6a5f\u5668\u30fb\u30c7\u30d0\u30a4\u30b9\u306b\u3064\u3044\u3066\u5b66\u3076\u305f\u3081\u306b\u3001\u500b\u4eba\u7684\u306b\u6574\u7406\u30fb\u8a18\u8ff0\u3057\u3066\u3044\u308b\u3082\u306e\u3067\u3059\u3002\u5185\u5bb9\u306b\u306f\u8aa4\u308a\u3084\u898b\u843d\u3068\u3057\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u3082\u3057\u304a\u6c17\u3065\u304d\u306e\u70b9\u3084\u3054\u52a9\u8a00\u7b49\u3054\u3056\u3044\u307e\u3057\u305f\u3089\u3001\u3054\u9023\u7d61\u3044\u305f\u3060\u3051\u307e\u3059\u3068\u5e78\u3044\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u203b\u672c\u30da\u30fc\u30b8\u306e\u5185\u5bb9\u306f\u3001\u500b\u4eba\u7684\u306a\u5b66\u7fd2\u304a\u3088\u3073\u60c5\u5831\u6574\u7406\u3092\u76ee\u7684\u3068\u3057\u3066\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3082\u306e\u3067\u3042\u308a\u3001\u305d\u306e\u6b63\u78ba\u6027\u3001\u5b8c\u5168\u6027\u3001\u6709\u7528\u6027\u7b49\u306b\u3064\u3044\u3066\u3044\u304b\u306a\u308b\u4fdd\u8a3c\u3082\u884c\u3044\u307e\u305b\u3093\u3002\u672c\u30da\u30fc\u30b8\u306e\u60c5\u5831\u3092\u5229\u7528\u3057\u305f\u3053\u3068\u3001\u307e\u305f\u306f\u5229\u7528\u3067\u304d\u306a\u304b\u3063\u305f\u3053\u3068\u306b\u3088\u3063\u3066\u767a\u751f\u3057\u305f\u640d\u5bb3\uff08\u76f4\u63a5\u7684\u30fb\u9593\u63a5\u7684\u30fb\u7279\u5225\u30fb\u5076\u767a\u7684\u30fb\u7d50\u679c\u7684\u640d\u5bb3\u3092\u542b\u307f\u307e\u3059\u304c\u3001\u3053\u308c\u3089\u306b\u9650\u308a\u307e\u305b\u3093\uff09\u306b\u3064\u3044\u3066\u3001\u5f53\u65b9\u306f\u4e00\u5207\u8cac\u4efb\u3092\u8ca0\u3044\u307e\u305b\u3093\u3002\u3054\u5229\u7528\u306f\u5229\u7528\u8005\u3054\u81ea\u8eab\u306e\u8cac\u4efb\u3067\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"1-jupyter-notebook\">1. Jupyter Notebook\u3068\u306f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 Jupyter Notebook\u306e\u6982\u8981<\/h3>\n\n\n\n<p>Jupyter Notebook\u3068\u306f\u3001\u30a6\u30a7\u30d6\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u52d5\u4f5c\u3059\u308b\u5bfe\u8a71\u578b\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u74b0\u5883\u3067\u3059\u3002\u3053\u306e\u74b0\u5883\u3067\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u30fb\u5b9f\u884c\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3068\u3057\u3066\u306f\u4e3b\u306bPython\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u304c\u3001R\u8a00\u8a9e\u3084Julia\u306a\u3069\u4ed6\u306e\u8a00\u8a9e\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/aiacademy.jp\/media\/?p=144\">2<\/a><a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/offers.jp\/media\/programming\/a_3765\">3<\/a>\u3002<\/p>\n\n\n\n<p>Jupyter Notebook\u306e\u540d\u524d\u306f\u3001\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u4e3b\u8981\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3042\u308b\u300cJulia\u300d\u300cPython\u300d\u300cR\u300d\u306e\u982d\u6587\u5b57\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u547d\u540d\u3055\u308c\u307e\u3057\u305f<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/www.internetacademy.co.jp\/itlab\/column-technology\/python_stydy04.html\">13<\/a>\u3002\u3082\u3068\u3082\u3068\u306f\u300cIPython Notebook\u300d\u3068\u3057\u3066\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u8907\u6570\u306e\u8a00\u8a9e\u306b\u5bfe\u5fdc\u3059\u308b\u3088\u3046\u306b\u62e1\u5f35\u3055\u308c\u3001\u73fe\u5728\u306e\u540d\u79f0\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 Jupyter Notebook\u306e\u7279\u5fb4<\/h3>\n\n\n\n<p>Jupyter Notebook\u306e\u6700\u5927\u306e\u7279\u5fb4\u306f\u3001\u300c\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u300d\u3068\u547c\u3070\u308c\u308b\u5f62\u5f0f\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u30b3\u30fc\u30c9\u3068\u5b9f\u884c\u7d50\u679c\u3001\u8aac\u660e\u6587\u30921\u3064\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u307e\u3068\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5f62\u5f0f\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30d7\u30ed\u30bb\u30b9\u3084\u7814\u7a76\u7d50\u679c\u3092\u4f53\u7cfb\u7684\u306b\u307e\u3068\u3081\u3001\u4ed6\u8005\u3068\u5171\u6709\u3057\u3084\u3059\u3044\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/offers.jp\/media\/programming\/a_3765\">3<\/a>\u3002<\/p>\n\n\n\n<p>\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u52d5\u4f5c\u3059\u308b\u305f\u3081\u3001\u7279\u5225\u306a\u958b\u767a\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u3001\u521d\u5fc3\u8005\u3067\u3082\u6bd4\u8f03\u7684\u5bb9\u6613\u306b\u4f7f\u3044\u59cb\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u30b3\u30fc\u30c9\u3092\u5c0f\u3055\u306a\u5358\u4f4d\uff08\u300c\u30bb\u30eb\u300d\u3068\u547c\u3070\u308c\u308b\uff09\u3067\u5b9f\u884c\u3067\u304d\u308b\u305f\u3081\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u52d5\u4f5c\u78ba\u8a8d\u3084\u4fee\u6b63\u3092\u67d4\u8edf\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/ai-inter1.com\/jupyter-notebook\/\">15<\/a>\u3002<\/p>\n\n\n\n<p>2024\u5e74\u73fe\u5728\u3001Jupyter Notebook\u306f\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3084\u6a5f\u68b0\u5b66\u7fd2\u5206\u91ce\u3067\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u304a\u308a\u3001Fortune 500\u4f01\u696d\u306e\u7d0470%\u304c\u4f55\u3089\u304b\u306e\u5f62\u3067\u5229\u7528\u3057\u3066\u3044\u308b\u3068\u306e\u8abf\u67fb\u7d50\u679c\u3082\u3042\u308a\u307e\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/offers.jp\/media\/programming\/a_3765\">3<\/a>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"2\">2. \u4e3b\u306a\u7528\u9014\u3068\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 Jupyter Notebook\u306e\u4e3b\u306a\u7528\u9014<\/h3>\n\n\n\n<p>Jupyter Notebook\u306f\u591a\u5c90\u306b\u308f\u305f\u308b\u5834\u9762\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4e3b\u306a\u7528\u9014\u3068\u3057\u3066\u306f\u4ee5\u4e0b\u306e\u3082\u306e\u304c\u6319\u3052\u3089\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u5206\u6790<\/strong>\uff1a\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3001\u524d\u51e6\u7406\u3001\u7d71\u8a08\u89e3\u6790\u306a\u3069\u3092\u6bb5\u968e\u7684\u306b\u5b9f\u884c\u3057\u3001\u7d50\u679c\u3092\u53ef\u8996\u5316\u3067\u304d\u307e\u3059<a href=\"https:\/\/offers.jp\/media\/programming\/a_3765\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u6a5f\u68b0\u5b66\u7fd2<\/strong>\uff1a\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u8a55\u4fa1\u3092\u4e00\u9023\u306e\u6d41\u308c\u3067\u8a18\u9332\u30fb\u7ba1\u7406\u3067\u304d\u307e\u3059<a href=\"https:\/\/offers.jp\/media\/programming\/a_3765\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u6559\u80b2\u30fb\u5b66\u7fd2<\/strong>\uff1a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b66\u7fd2\u3084\u30c7\u30fc\u30bf\u5206\u6790\u306e\u6559\u6750\u3068\u3057\u3066\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059<a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10262020\/\" target=\"_blank\" rel=\"noreferrer noopener\">10<\/a><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10838379\/\" target=\"_blank\" rel=\"noreferrer noopener\">12<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u7814\u7a76\u7d50\u679c\u306e\u5171\u6709<\/strong>\uff1a\u7814\u7a76\u30d7\u30ed\u30bb\u30b9\u3084\u7d50\u679c\u3092\u518d\u73fe\u53ef\u80fd\u306a\u5f62\u5f0f\u3067\u5171\u6709\u3067\u304d\u307e\u3059<a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10262020\/\" target=\"_blank\" rel=\"noreferrer noopener\">10<\/a><a href=\"https:\/\/www.semanticscholar.org\/paper\/f692a2c7d90a497992e2d32bfcbe48bc0754563a\" target=\"_blank\" rel=\"noreferrer noopener\">11<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u6280\u8853\u6587\u66f8\u306e\u4f5c\u6210<\/strong>\uff1a\u30b3\u30fc\u30c9\u3068\u305d\u306e\u51fa\u529b\u7d50\u679c\u3001\u8aac\u660e\u6587\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u6280\u8853\u6587\u66f8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059<a href=\"https:\/\/ai-inter1.com\/jupyter-notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">15<\/a>\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 Jupyter Notebook\u306e\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<p>Jupyter Notebook\u3092\u4f7f\u7528\u3059\u308b\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u3068\u3057\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u70b9\u304c\u6319\u3052\u3089\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5bfe\u8a71\u578b\u306e\u958b\u767a\u74b0\u5883<\/strong>\uff1a\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3059\u3050\u306b\u5b9f\u884c\u3057\u3001\u7d50\u679c\u3092\u78ba\u8a8d\u3067\u304d\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u52b9\u7387\u5316\u3055\u308c\u307e\u3059<a href=\"https:\/\/offers.jp\/media\/programming\/a_3765\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a><a href=\"https:\/\/zenn.dev\/haruki1009\/articles\/045a07794899c2\" target=\"_blank\" rel=\"noreferrer noopener\">17<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30fc\u30c9\u3068\u6587\u66f8\u306e\u878d\u5408<\/strong>\uff1a\u30d7\u30ed\u30b0\u30e9\u30e0\u30b3\u30fc\u30c9\u3068\u8aac\u660e\u6587\uff08Markdown\u5f62\u5f0f\uff09\u3092\u540c\u3058\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5185\u306b\u8a18\u8ff0\u3067\u304d\u308b\u305f\u3081\u3001\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u3084\u7d50\u679c\u306e\u89e3\u91c8\u3092\u6587\u8108\u3068\u3068\u3082\u306b\u6b8b\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059<a href=\"https:\/\/offers.jp\/media\/programming\/a_3765\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a><a href=\"https:\/\/ai-inter1.com\/jupyter-notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">15<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u6a5f\u80fd<\/strong>\uff1a\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306a\u51fa\u529b\u7d50\u679c\u3092\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5185\u306b\u57cb\u3081\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u5206\u6790\u7d50\u679c\u3082\u8996\u899a\u7684\u306b\u8868\u73fe\u3067\u304d\u307e\u3059<a href=\"https:\/\/ai-inter1.com\/jupyter-notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">15<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u591a\u8a00\u8a9e\u5bfe\u5fdc<\/strong>\uff1aPython\u4ee5\u5916\u306b\u3082\u3001R\u3001Julia\u3001JavaScript\u3001Scala\u306a\u3069\u591a\u69d8\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059<a href=\"https:\/\/offers.jp\/media\/programming\/a_3765\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u518d\u73fe\u6027\u3068\u5171\u6709\u6027<\/strong>\uff1a\u540c\u3058\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4ed6\u8005\u304c\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u540c\u3058\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u7814\u7a76\u3084\u5206\u6790\u306e\u518d\u73fe\u6027\u304c\u9ad8\u307e\u308a\u307e\u3059<a href=\"https:\/\/zenn.dev\/haruki1009\/articles\/045a07794899c2\" target=\"_blank\" rel=\"noreferrer noopener\">17<\/a>\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5177\u4f53\u4f8b\u3068\u3057\u3066\u3001\u4f01\u696d\u306e\u55b6\u696d\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u30b1\u30fc\u30b9\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u5f93\u6765\u306e\u65b9\u6cd5\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3001\u524d\u51e6\u7406\u3001\u5206\u6790\u3001\u53ef\u8996\u5316\u3001\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u3068\u3044\u3046\u5de5\u7a0b\u304c\u305d\u308c\u305e\u308c\u5225\u306e\u30c4\u30fc\u30eb\u3067\u884c\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u4f5c\u696d\u306e\u9023\u643a\u3084\u7d50\u679c\u306e\u5171\u6709\u304c\u8907\u96d1\u3067\u3057\u305f\u3002Jupyter Notebook\u3067\u306f\u3001\u3053\u308c\u3089\u3059\u3079\u3066\u306e\u5de5\u7a0b\u30921\u3064\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5185\u3067\u5b8c\u7d50\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u306e\u900f\u660e\u6027\u3068\u518d\u73fe\u6027\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"3\">3. \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 Anaconda\u3092\u4f7f\u3063\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n\n\n\n<p>Jupyter Notebook\u3092\u5229\u7528\u3059\u308b\u6700\u3082\u7c21\u5358\u306a\u65b9\u6cd5\u306f\u3001Anaconda\u3068\u547c\u3070\u308c\u308bPython\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\uff08Python\u3068\u305d\u306e\u95a2\u9023\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u307e\u3068\u3081\u305f\u3082\u306e\uff09\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002Anaconda\u306b\u306f\u3001Jupyter Notebook\u3092\u542b\u3080\u591a\u304f\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u95a2\u9023\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u30d7\u30ea\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u307e\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/qiita.com\/tttamaki\/items\/0d4fc01c10dd40a13552\">4<\/a><a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/ovaldesign.jp\/2022\/05\/26\/jupyter_notebook\/\">8<\/a>\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306fAnaconda\u3092\u4f7f\u3063\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u3067\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Anaconda\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/strong>\uff1aAnaconda\u306e\u516c\u5f0f\u30b5\u30a4\u30c8\u304b\u3089\u3001\u5229\u7528\u3057\u3066\u3044\u308bOS\uff08Windows\u3001macOS\u3001Linux\uff09\u306b\u9069\u3057\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059<a href=\"https:\/\/qiita.com\/tttamaki\/items\/0d4fc01c10dd40a13552\" target=\"_blank\" rel=\"noreferrer noopener\">4<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u306e\u5b9f\u884c<\/strong>\uff1a\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u3092\u5b9f\u884c\u3057\u3001\u753b\u9762\u306e\u6307\u793a\u306b\u5f93\u3063\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u9032\u3081\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u9078\u629e<\/strong>\uff1a\u300cJust Me\uff08\u81ea\u5206\u3060\u3051\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff09\u300d\u3092\u9078\u629e\u3057\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5148\u3092\u6307\u5b9a\u3057\u307e\u3059<a href=\"https:\/\/qiita.com\/tttamaki\/items\/0d4fc01c10dd40a13552\" target=\"_blank\" rel=\"noreferrer noopener\">4<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u5b8c\u4e86<\/strong>\uff1a\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u300cFinish\u300d\u3092\u62bc\u3057\u3066\u7d42\u4e86\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 Anaconda Navigator\u304b\u3089\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n\n\n\n<p>Anaconda Navigator\u306f\u3001Anaconda\u306b\u542b\u307e\u308c\u308b\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff08GUI\uff09\u30c4\u30fc\u30eb\u3067\u3001Jupyter Notebook\u3092\u542b\u3080\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7ba1\u7406\u3067\u304d\u307e\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/ovaldesign.jp\/2022\/05\/26\/jupyter_notebook\/\">8<\/a>\u3002<\/p>\n\n\n\n<p>Anaconda Navigator\u304b\u3089Jupyter Notebook\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Anaconda Navigator\u306e\u8d77\u52d5<\/strong>\uff1a\u30b9\u30bf\u30fc\u30c8\u30e1\u30cb\u30e5\u30fc\uff08Windows\uff09\u307e\u305f\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30d5\u30a9\u30eb\u30c0\uff08macOS\uff09\u304b\u3089Anaconda Navigator\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>Jupyter Notebook\u306e\u9078\u629e<\/strong>\uff1a\u30db\u30fc\u30e0\u753b\u9762\u3067\u300cJupyter Notebook\u300d\u306e\u30bf\u30a4\u30eb\u3092\u63a2\u3057\u3001\u300cInstall\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\uff08\u65e2\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u300cLaunch\u300d\u30dc\u30bf\u30f3\u304c\u8868\u793a\u3055\u308c\u307e\u3059\uff09<a href=\"https:\/\/ovaldesign.jp\/2022\/05\/26\/jupyter_notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">8<\/a>\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 pip\u3092\u4f7f\u3063\u305f\u5358\u4f53\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n\n\n\n<p>\u65e2\u306bPython\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u74b0\u5883\u3067\u306f\u3001Python\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308b\u300cpip\u300d\u3092\u4f7f\u7528\u3057\u3066Jupyter Notebook\u3092\u5358\u4f53\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/aiacademy.jp\/media\/?p=144\">2<\/a><a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/qiita.com\/massyU\/items\/98df26d3e0047a07feb0\">5<\/a>\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306f\u3001pip\u3092\u4f7f\u3063\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u3067\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Python\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u78ba\u8a8d<\/strong>\uff1a\u307e\u305a\u3001Python\u304c\u6b63\u3057\u304f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059<a href=\"https:\/\/qiita.com\/massyU\/items\/98df26d3e0047a07feb0\" target=\"_blank\" rel=\"noreferrer noopener\">5<\/a>\u3002<\/li>\n\n\n\n<li><strong>pip\u306e\u78ba\u8a8d<\/strong>\uff1a\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u300cpip --version\u300d\u3092\u5b9f\u884c\u3057\u3066\u3001pip\u304c\u5229\u7528\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059<a href=\"https:\/\/qiita.com\/massyU\/items\/98df26d3e0047a07feb0\" target=\"_blank\" rel=\"noreferrer noopener\">5<\/a>\u3002<\/li>\n\n\n\n<li><strong>Jupyter Notebook\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong>\uff1a\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059<a href=\"https:\/\/aiacademy.jp\/media\/?p=144\" target=\"_blank\" rel=\"noreferrer noopener\">2<\/a><a href=\"https:\/\/qiita.com\/massyU\/items\/98df26d3e0047a07feb0\" target=\"_blank\" rel=\"noreferrer noopener\">5<\/a>\u3002 text<code>pip install jupyter<\/code><\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u3067Jupyter Notebook\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3001\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"4-jupyter-notebook\">4. Jupyter Notebook\u306e\u8d77\u52d5\u3068\u7d42\u4e86<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 Jupyter Notebook\u306e\u8d77\u52d5\u65b9\u6cd5<\/h3>\n\n\n\n<p>Jupyter Notebook\u3092\u8d77\u52d5\u3059\u308b\u65b9\u6cd5\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u304c\u3001\u4e3b\u306b\u4ee5\u4e0b\u306e2\u3064\u306e\u65b9\u6cd5\u304c\u4e00\u822c\u7684\u3067\u3059\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.1.1 Anaconda Navigator\u304b\u3089\u306e\u8d77\u52d5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Anaconda Navigator\u306e\u8d77\u52d5<\/strong>\uff1a\u30b9\u30bf\u30fc\u30c8\u30e1\u30cb\u30e5\u30fc\uff08Windows\uff09\u307e\u305f\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30d5\u30a9\u30eb\u30c0\uff08macOS\uff09\u304b\u3089Anaconda Navigator\u3092\u8d77\u52d5\u3057\u307e\u3059<a href=\"https:\/\/ovaldesign.jp\/2022\/05\/26\/jupyter_notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">8<\/a>\u3002<\/li>\n\n\n\n<li><strong>Jupyter Notebook\u306e\u8d77\u52d5<\/strong>\uff1a\u30db\u30fc\u30e0\u753b\u9762\u3067\u300cJupyter Notebook\u300d\u30bf\u30a4\u30eb\u306e\u300cLaunch\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059<a href=\"https:\/\/ovaldesign.jp\/2022\/05\/26\/jupyter_notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">8<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30d6\u30e9\u30a6\u30b6\u306e\u8d77\u52d5<\/strong>\uff1a\u81ea\u52d5\u7684\u306b\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30a6\u30a7\u30d6\u30d6\u30e9\u30a6\u30b6\u304c\u958b\u304d\u3001Jupyter Notebook\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">4.1.2 \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u304b\u3089\u306e\u8d77\u52d5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u306e\u8d77\u52d5<\/strong>\uff1a\u30bf\u30fc\u30df\u30ca\u30eb\uff08macOS\/Linux\uff09\u307e\u305f\u306f\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\uff08Windows\uff09\u3092\u958b\u304d\u307e\u3059<a href=\"https:\/\/aiacademy.jp\/media\/?p=144\" target=\"_blank\" rel=\"noreferrer noopener\">2<\/a><a href=\"https:\/\/qiita.com\/massyU\/items\/98df26d3e0047a07feb0\" target=\"_blank\" rel=\"noreferrer noopener\">5<\/a>\u3002<\/li>\n\n\n\n<li><strong>Jupyter Notebook\u30b3\u30de\u30f3\u30c9\u306e\u5b9f\u884c<\/strong>\uff1a\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3066\u5b9f\u884c\u3057\u307e\u3059<a href=\"https:\/\/aiacademy.jp\/media\/?p=144\" target=\"_blank\" rel=\"noreferrer noopener\">2<\/a><a href=\"https:\/\/qiita.com\/massyU\/items\/98df26d3e0047a07feb0\" target=\"_blank\" rel=\"noreferrer noopener\">5<\/a>\u3002 text<code>jupyter notebook<\/code><\/li>\n\n\n\n<li><strong>\u30d6\u30e9\u30a6\u30b6\u306e\u8d77\u52d5<\/strong>\uff1a\u30b3\u30de\u30f3\u30c9\u5b9f\u884c\u5f8c\u3001\u81ea\u52d5\u7684\u306b\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30a6\u30a7\u30d6\u30d6\u30e9\u30a6\u30b6\u304c\u958b\u304d\u3001Jupyter Notebook\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u4eee\u60f3\u74b0\u5883\u3067\u306eJupyter Notebook\u306e\u5229\u7528<\/h3>\n\n\n\n<p>Python\u3067\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3054\u3068\u306b\u72ec\u7acb\u3057\u305f\u74b0\u5883\uff08\u4eee\u60f3\u74b0\u5883\uff09\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4eee\u60f3\u74b0\u5883\u5185\u3067Jupyter Notebook\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3092\u5b9f\u884c\u3057\u307e\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/ovaldesign.jp\/2022\/05\/26\/jupyter_notebook\/\">8<\/a>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4eee\u60f3\u74b0\u5883\u306e\u6709\u52b9\u5316<\/strong>\uff1a\u30bf\u30fc\u30df\u30ca\u30eb\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\uff08\u4f8b\u3067\u306f\u300cmpy38\u300d\u3068\u3044\u3046\u4eee\u60f3\u74b0\u5883\u3092\u4f7f\u7528\uff09\u3002 text<code>conda activate mpy38<\/code><\/li>\n\n\n\n<li><strong>Jupyter Notebook\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong>\uff1a\u4eee\u60f3\u74b0\u5883\u5185\u306bJupyter Notebook\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002 text<code>conda install jupyter<\/code><\/li>\n\n\n\n<li><strong>\u30ab\u30fc\u30cd\u30eb\u306e\u767b\u9332<\/strong>\uff1a\u4eee\u60f3\u74b0\u5883\u3092Jupyter\u306e\u30ab\u30fc\u30cd\u30eb\u3068\u3057\u3066\u767b\u9332\u3057\u307e\u3059\u3002 text<code>python -m ipykernel install --user --name mpy38<\/code><\/li>\n\n\n\n<li><strong>Jupyter Notebook\u306e\u8d77\u52d5<\/strong>\uff1a\u901a\u5e38\u901a\u308a\u300cjupyter notebook\u300d\u30b3\u30de\u30f3\u30c9\u3067\u8d77\u52d5\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">4.3 Jupyter Notebook\u306e\u7d42\u4e86\u65b9\u6cd5<\/h3>\n\n\n\n<p>Jupyter Notebook\u306e\u7d42\u4e86\u65b9\u6cd5\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u4fdd\u5b58<\/strong>\uff1a\u4f5c\u696d\u4e2d\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4fdd\u5b58\u3057\u307e\u3059\uff08Ctrl+S\u307e\u305f\u306fFile\u2192Save and Checkpoint\uff09<a href=\"https:\/\/ovaldesign.jp\/2022\/05\/26\/jupyter_notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">8<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30d6\u30e9\u30a6\u30b6\u306e\u7d42\u4e86<\/strong>\uff1aJupyter Notebook\u304c\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u30d6\u30e9\u30a6\u30b6\u30bf\u30d6\u307e\u305f\u306f\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u9589\u3058\u307e\u3059<a href=\"https:\/\/ovaldesign.jp\/2022\/05\/26\/jupyter_notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">8<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30b5\u30fc\u30d0\u30fc\u306e\u7d42\u4e86<\/strong>\uff1aJupyter Notebook\u30b5\u30fc\u30d0\u30fc\u3092\u7d42\u4e86\u3059\u308b\u306b\u306f\u3001\u30b5\u30fc\u30d0\u30fc\u3092\u8d77\u52d5\u3057\u305f\u30bf\u30fc\u30df\u30ca\u30eb\u30a6\u30a3\u30f3\u30c9\u30a6\u3067\u300cCtrl+C\u300d\u3092\u62bc\u3057\u307e\u3059\u3002\u300cShutdown this notebook server (y\/[n])?\u300d\u3068\u3044\u3046\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u300cy\u300d\u3092\u5165\u529b\u3057\u3066Enter\u30ad\u30fc\u3092\u62bc\u3057\u307e\u3059<a href=\"https:\/\/ovaldesign.jp\/2022\/05\/26\/jupyter_notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">8<\/a>\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30b5\u30fc\u30d0\u30fc\u3092\u7d42\u4e86\u305b\u305a\u306b\u30d6\u30e9\u30a6\u30b6\u3092\u9589\u3058\u305f\u5834\u5408\u3001\u30b5\u30fc\u30d0\u30fc\u306f\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3067\u5b9f\u884c\u3055\u308c\u7d9a\u3051\u308b\u305f\u3081\u3001\u518d\u5ea6\u30a2\u30af\u30bb\u30b9\u3059\u308b\u5834\u5408\u306f\u30d6\u30e9\u30a6\u30b6\u3067\u300c<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"http:\/\/localhost:8888%E3%80%8D%E3%82%92%E9%96%8B%E3%81%8F%E3%81%93%E3%81%A8%E3%81%A7%E5%90%8C%E3%81%98%E3%82%B5%E3%83%BC%E3%83%90%E3%83%BC%E3%82%BB%E3%83%83%E3%82%B7%E3%83%A7%E3%83%B3%E3%81%AB%E6%8E%A5%E7%B6%9A%E3%81%A7%E3%81%8D%E3%81%BE%E3%81%99%E3%80%82\/\">http:\/\/localhost:8888\u300d\u3092\u958b\u304f\u3053\u3068\u3067\u540c\u3058\u30b5\u30fc\u30d0\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3\u306b\u63a5\u7d9a\u3067\u304d\u307e\u3059\u3002<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"5\">5. \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u57fa\u672c\u64cd\u4f5c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u30d5\u30a1\u30a4\u30eb\u306e\u57fa\u672c<\/h3>\n\n\n\n<p>Jupyter Notebook\u306e\u30d5\u30a1\u30a4\u30eb\u306f\u300c.ipynb\u300d\u3068\u3044\u3046\u62e1\u5f35\u5b50\u3092\u6301\u3061\u3001JSON\u5f62\u5f0f\u3067\u4fdd\u5b58\u3055\u308c\u307e\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/www.internetacademy.co.jp\/itlab\/column-technology\/python_stydy04.html\">13<\/a>\u3002\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u306f\u3001\u30b3\u30fc\u30c9\u30bb\u30eb\u3001\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb\u3001\u51fa\u529b\u7d50\u679c\u306a\u3069\u306e\u60c5\u5831\u3092\u69cb\u9020\u5316\u3057\u3066\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306f\u5927\u304d\u304f\u5206\u3051\u3066\u4ee5\u4e0b\u306e\u8981\u7d20\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/strong>\uff1a\u30d5\u30a1\u30a4\u30eb\u7ba1\u7406\u3084\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u4f5c\u6210\u30fb\u7ba1\u7406\u3092\u884c\u3046\u30db\u30fc\u30e0\u753b\u9762<\/li>\n\n\n\n<li><strong>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af<\/strong>\uff1a\u5b9f\u969b\u306b\u30b3\u30fc\u30c9\u3084\u6587\u66f8\u3092\u4f5c\u6210\u30fb\u5b9f\u884c\u3059\u308b\u4f5c\u696d\u9818\u57df<\/li>\n\n\n\n<li><strong>\u30c4\u30fc\u30eb\u30d0\u30fc<\/strong>\uff1a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u64cd\u4f5c\u306b\u5fc5\u8981\u306a\u5404\u7a2e\u30dc\u30bf\u30f3\u304c\u914d\u7f6e\u3055\u308c\u3066\u3044\u308b\u9818\u57df<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u65b0\u898f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u4f5c\u6210<\/h3>\n\n\n\n<p>\u65b0\u3057\u3044\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3092\u5b9f\u884c\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u8868\u793a<\/strong>\uff1aJupyter Notebook\u3092\u8d77\u52d5\u3059\u308b\u3068\u3001\u6700\u521d\u306b\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u304c\u8868\u793a\u3055\u308c\u307e\u3059<a href=\"https:\/\/aiacademy.jp\/media\/?p=144\" target=\"_blank\" rel=\"noreferrer noopener\">2<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u300cNew\u300d\u30dc\u30bf\u30f3\u306e\u30af\u30ea\u30c3\u30af<\/strong>\uff1a\u53f3\u4e0a\u306b\u3042\u308b\u300cNew\u300d\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059<a href=\"https:\/\/qiita.com\/massyU\/items\/98df26d3e0047a07feb0\" target=\"_blank\" rel=\"noreferrer noopener\">5<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u8a00\u8a9e\u306e\u9078\u629e<\/strong>\uff1a\u4f7f\u7528\u3057\u305f\u3044\u8a00\u8a9e\uff08\u901a\u5e38\u306f\u300cPython 3\u300d\uff09\u3092\u9078\u629e\u3057\u307e\u3059<a href=\"https:\/\/qiita.com\/massyU\/items\/98df26d3e0047a07feb0\" target=\"_blank\" rel=\"noreferrer noopener\">5<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u65b0\u898f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u8868\u793a<\/strong>\uff1a\u65b0\u3057\u3044\u30bf\u30d6\u304c\u958b\u304d\u3001\u300cUntitled\u300d\u3068\u3044\u3046\u540d\u524d\u306e\u65b0\u898f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u4fdd\u5b58\u3068\u540d\u524d\u5909\u66f4<\/h3>\n\n\n\n<p>\u4f5c\u6210\u3057\u305f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4fdd\u5b58\u30fb\u540d\u524d\u5909\u66f4\u3059\u308b\u306b\u306f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4fdd\u5b58<\/strong>\uff1a\u30c4\u30fc\u30eb\u30d0\u30fc\u306e\u4fdd\u5b58\u30a2\u30a4\u30b3\u30f3\uff08\u30c7\u30a3\u30b9\u30af\u306e\u30a2\u30a4\u30b3\u30f3\uff09\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u304b\u3001\u30ad\u30fc\u30dc\u30fc\u30c9\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8\u300cCtrl+S\u300d\uff08Windows\u3084Linux\uff09\u307e\u305f\u306f\u300cCommand+S\u300d\uff08macOS\uff09\u3092\u4f7f\u7528\u3057\u307e\u3059<a href=\"https:\/\/www.internetacademy.co.jp\/itlab\/column-technology\/python_stydy04.html\" target=\"_blank\" rel=\"noreferrer noopener\">13<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u540d\u524d\u5909\u66f4<\/strong>\uff1a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u4e0a\u90e8\u306e\u300cUntitled\u300d\u3068\u3044\u3046\u90e8\u5206\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u65b0\u3057\u3044\u540d\u524d\u3092\u5165\u529b\u3057\u3066Enter\u30ad\u30fc\u3092\u62bc\u3057\u307e\u3059<a href=\"https:\/\/ovaldesign.jp\/2022\/05\/26\/jupyter_notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">8<\/a>\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 \u30d5\u30a9\u30eb\u30c0\u306e\u4f5c\u6210\u3068\u7ba1\u7406<\/h3>\n\n\n\n<p>Jupyter Notebook\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3092\u7ba1\u7406\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u65b0\u898f\u30d5\u30a9\u30eb\u30c0\u306e\u4f5c\u6210<\/strong>\uff1a\u300cNew\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u300cFolder\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d5\u30a9\u30eb\u30c0\u306e\u540d\u524d\u5909\u66f4<\/strong>\uff1a\u4f5c\u6210\u3057\u305f\u30d5\u30a9\u30eb\u30c0\u306e\u30c1\u30a7\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3001\u300cRename\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u65b0\u3057\u3044\u540d\u524d\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d5\u30a1\u30a4\u30eb\u306e\u79fb\u52d5<\/strong>\uff1a\u79fb\u52d5\u3057\u305f\u3044\u30d5\u30a1\u30a4\u30eb\u306e\u30c1\u30a7\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3001\u300cMove\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u79fb\u52d5\u5148\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d5\u30a1\u30a4\u30eb\u306e\u524a\u9664<\/strong>\uff1a\u524a\u9664\u3057\u305f\u3044\u30d5\u30a1\u30a4\u30eb\u306e\u30c1\u30a7\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3001\u300cDelete\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.5 \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8<\/h3>\n\n\n\n<p>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306f\u69d8\u3005\u306a\u5f62\u5f0f\u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30e1\u30cb\u30e5\u30fc\u306e\u9078\u629e<\/strong>\uff1a\u300cFile\u300d\u2192\u300cDownload as\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5f62\u5f0f\u306e\u9078\u629e<\/strong>\uff1aHTML\u3001PDF\u3001\u30b9\u30e9\u30a4\u30c9\u30b7\u30e7\u30fc\u3001Python\uff08.py\uff09\u306a\u3069\u3001\u76ee\u7684\u306b\u5408\u3063\u305f\u5f62\u5f0f\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001Jupyter Notebook\u3067\u4f5c\u6210\u3057\u305f\u5185\u5bb9\u3092\u4ed6\u306e\u5f62\u5f0f\u3067\u4fdd\u5b58\u30fb\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u7814\u7a76\u8ad6\u6587\u306e\u305f\u3081\u306b\u5206\u6790\u7d50\u679c\u3092PDF\u5f62\u5f0f\u3067\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u305f\u308a\u3001\u30b3\u30fc\u30c9\u306e\u307f\u3092.py\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u62bd\u51fa\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"6\">6. \u30bb\u30eb\u306e\u4f7f\u3044\u65b9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">6.1 \u30bb\u30eb\u3068\u306f<\/h3>\n\n\n\n<p>\u30bb\u30eb\u306f\u3001Jupyter Notebook\u306e\u57fa\u672c\u7684\u306a\u69cb\u6210\u5358\u4f4d\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30b3\u30fc\u30c9\u3084\u30c6\u30ad\u30b9\u30c8\u3092\u5165\u529b\u3057\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30dc\u30c3\u30af\u30b9\u72b6\u306e\u9818\u57df\u3067\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5185\u306b\u8907\u6570\u306e\u30bb\u30eb\u3092\u914d\u7f6e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/offers.jp\/media\/programming\/a_3765\">3<\/a>\u3002\u30bb\u30eb\u306b\u306f\u4e3b\u306b\u4ee5\u4e0b\u306e2\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30b3\u30fc\u30c9\u30bb\u30eb<\/strong>\uff1a\u30d7\u30ed\u30b0\u30e9\u30e0\u30b3\u30fc\u30c9\uff08Python\u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u2c19\u8a9e\uff09\u3092\u5165\u529b\u3057\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30bb\u30eb\u3067\u3059\u3002\u30b3\u30fc\u30c9\u30bb\u30eb\u5185\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u305d\u306e\u7d50\u679c\u304c\u30bb\u30eb\u306e\u4e0b\u306b\u8868\u793a\u3055\u308c\u307e\u3059<a href=\"https:\/\/aiacademy.jp\/media\/?p=144\" target=\"_blank\" rel=\"noreferrer noopener\">2<\/a><a href=\"https:\/\/offers.jp\/media\/programming\/a_3765\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb<\/strong>\uff1a\u30c6\u30ad\u30b9\u30c8\u3001\u898b\u51fa\u3057\u3001\u7b87\u6761\u66f8\u304d\u3001\u6570\u5f0f\u3001\u753b\u50cf\u306a\u3069\u3092\u8a18\u8ff0\u3059\u308b\u305f\u3081\u306e\u30bb\u30eb\u3067\u3059\u3002\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u8a18\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u66f8\u5f0f\u3092\u6574\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<a href=\"https:\/\/aiacademy.jp\/media\/?p=144\" target=\"_blank\" rel=\"noreferrer noopener\">2<\/a><a href=\"https:\/\/ai-inter1.com\/jupyter-notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">15<\/a>\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">6.2 \u30bb\u30eb\u306e\u8ffd\u52a0<\/h3>\n\n\n\n<p>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u65b0\u3057\u3044\u30bb\u30eb\u3092\u8ffd\u52a0\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30c4\u30fc\u30eb\u30d0\u30fc\u306e\u300c+\u300d\u30dc\u30bf\u30f3<\/strong>\uff1a\u30c4\u30fc\u30eb\u30d0\u30fc\u306b\u3042\u308b\u300c+\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u73fe\u5728\u306e\u30bb\u30eb\u306e\u4e0b\u306b\u65b0\u3057\u3044\u30bb\u30eb\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3059<a href=\"https:\/\/www.internetacademy.co.jp\/itlab\/column-technology\/python_stydy04.html\" target=\"_blank\" rel=\"noreferrer noopener\">13<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30ad\u30fc\u30dc\u30fc\u30c9\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8<\/strong>\uff1a\u30bb\u30eb\u3092\u9078\u629e\u3057\u305f\u72b6\u614b\u3067\u300cShift+Enter\u300d\u3092\u62bc\u3059\u3068\u3001\u305d\u306e\u30bb\u30eb\u3092\u5b9f\u884c\u3057\u305f\u5f8c\u306b\u65b0\u3057\u3044\u30bb\u30eb\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3059<a href=\"https:\/\/www.internetacademy.co.jp\/itlab\/column-technology\/python_stydy04.html\" target=\"_blank\" rel=\"noreferrer noopener\">13<\/a>\u3002\u300cB\u300d\u30ad\u30fc\u3092\u62bc\u3059\u3068\u73fe\u5728\u306e\u30bb\u30eb\u306e\u4e0b\u306b\u65b0\u3057\u3044\u30bb\u30eb\u304c\u8ffd\u52a0\u3055\u308c\u3001\u300cA\u300d\u30ad\u30fc\u3092\u62bc\u3059\u3068\u73fe\u5728\u306e\u30bb\u30eb\u306e\u4e0a\u306b\u65b0\u3057\u3044\u30bb\u30eb\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">6.3 \u30bb\u30eb\u306e\u524a\u9664<\/h3>\n\n\n\n<p>\u30bb\u30eb\u3092\u524a\u9664\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30c4\u30fc\u30eb\u30d0\u30fc\u306e\u300c\u306f\u3055\u307f\u300d\u30a2\u30a4\u30b3\u30f3<\/strong>\uff1a\u30bb\u30eb\u3092\u9078\u629e\u3057\u3001\u30c4\u30fc\u30eb\u30d0\u30fc\u306e\u300c\u306f\u3055\u307f\u300d\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u305d\u306e\u30bb\u30eb\u304c\u524a\u9664\u3055\u308c\u307e\u3059<a href=\"https:\/\/www.internetacademy.co.jp\/itlab\/column-technology\/python_stydy04.html\" target=\"_blank\" rel=\"noreferrer noopener\">13<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30ad\u30fc\u30dc\u30fc\u30c9\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8<\/strong>\uff1a\u30bb\u30eb\u3092\u9078\u629e\u3057\u305f\u72b6\u614b\u3067\u300cD\u300d\u30ad\u30fc\u30922\u56de\u7d9a\u3051\u3066\u62bc\u3059\u3068\uff08\u300cD, D\u300d\uff09\u3001\u305d\u306e\u30bb\u30eb\u304c\u524a\u9664\u3055\u308c\u307e\u3059<a href=\"https:\/\/www.internetacademy.co.jp\/itlab\/column-technology\/python_stydy04.html\" target=\"_blank\" rel=\"noreferrer noopener\">13<\/a>\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">6.4 \u30bb\u30eb\u306e\u79fb\u52d5<\/h3>\n\n\n\n<p>\u30bb\u30eb\u306e\u4f4d\u7f6e\u3092\u5909\u66f4\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30c9\u30e9\u30c3\u30b0&amp;\u30c9\u30ed\u30c3\u30d7<\/strong>\uff1a\u30bb\u30eb\u306e\u5de6\u5074\u306b\u3042\u308b\u30cf\u30f3\u30c9\u30eb\uff08\u30de\u30a6\u30b9\u3092\u8fd1\u3065\u3051\u308b\u3068\u8868\u793a\u3055\u308c\u308b\uff09\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u30c9\u30e9\u30c3\u30b0\u3057\u3066\u79fb\u52d5\u3057\u305f\u3044\u4f4d\u7f6e\u306b\u914d\u7f6e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ad\u30fc\u30dc\u30fc\u30c9\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8<\/strong>\uff1a\u30bb\u30eb\u3092\u9078\u629e\u3057\u305f\u72b6\u614b\u3067\u300cAlt+Up\u300d\uff08\u4e0a\u306b\u79fb\u52d5\uff09\u307e\u305f\u306f\u300cAlt+Down\u300d\uff08\u4e0b\u306b\u79fb\u52d5\uff09\u3092\u62bc\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c4\u30fc\u30eb\u30d0\u30fc\u306e\u77e2\u5370\u30a2\u30a4\u30b3\u30f3<\/strong>\uff1a\u30bb\u30eb\u3092\u9078\u629e\u3057\u3001\u30c4\u30fc\u30eb\u30d0\u30fc\u306e\u4e0a\u77e2\u5370\u307e\u305f\u306f\u4e0b\u77e2\u5370\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u30bb\u30eb\u3092\u4e0a\u4e0b\u306b\u79fb\u52d5\u3067\u304d\u307e\u3059<a href=\"https:\/\/www.internetacademy.co.jp\/itlab\/column-technology\/python_stydy04.html\" target=\"_blank\" rel=\"noreferrer noopener\">13<\/a>\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">6.5 \u30bb\u30eb\u306e\u30bf\u30a4\u30d7\u5909\u66f4<\/h3>\n\n\n\n<p>\u30bb\u30eb\u306e\u30bf\u30a4\u30d7\uff08\u30b3\u30fc\u30c9\u30bb\u30eb\u304b\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb\u304b\uff09\u3092\u5909\u66f4\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u30e1\u30cb\u30e5\u30fc<\/strong>\uff1a\u30c4\u30fc\u30eb\u30d0\u30fc\u306b\u3042\u308b\u300cCode\u300d\u307e\u305f\u306f\u300cMarkdown\u300d\u306e\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u30e1\u30cb\u30e5\u30fc\u3092\u4f7f\u3063\u3066\u3001\u30bb\u30eb\u306e\u30bf\u30a4\u30d7\u3092\u5909\u66f4\u3057\u307e\u3059<a href=\"https:\/\/www.internetacademy.co.jp\/itlab\/column-technology\/python_stydy04.html\" target=\"_blank\" rel=\"noreferrer noopener\">13<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30ad\u30fc\u30dc\u30fc\u30c9\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8<\/strong>\uff1a\u30bb\u30eb\u3092\u9078\u629e\u3057\u305f\u72b6\u614b\u3067\u300cM\u300d\u30ad\u30fc\u3092\u62bc\u3059\u3068\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb\u306b\u3001\u300cY\u300d\u30ad\u30fc\u3092\u62bc\u3059\u3068\u30b3\u30fc\u30c9\u30bb\u30eb\u306b\u5909\u66f4\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">6.6 \u30bb\u30eb\u306e\u5b9f\u884c<\/h3>\n\n\n\n<p>\u30bb\u30eb\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u300cRun\u300d\u30dc\u30bf\u30f3<\/strong>\uff1a\u30c4\u30fc\u30eb\u30d0\u30fc\u306e\u300cRun\u300d\u30dc\u30bf\u30f3\uff08\u25b6\u30dc\u30bf\u30f3\uff09\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u9078\u629e\u3057\u305f\u30bb\u30eb\u304c\u5b9f\u884c\u3055\u308c\u307e\u3059<a href=\"https:\/\/aiacademy.jp\/media\/?p=144\" target=\"_blank\" rel=\"noreferrer noopener\">2<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30ad\u30fc\u30dc\u30fc\u30c9\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8<\/strong>\uff1a\u300cCtrl+Enter\u300d\u3092\u62bc\u3059\u3068\u30bb\u30eb\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u300cShift+Enter\u300d\u3092\u62bc\u3059\u3068\u30bb\u30eb\u3092\u5b9f\u884c\u3057\u305f\u5f8c\u306b\u6b21\u306e\u30bb\u30eb\u306b\u79fb\u52d5\u3057\u307e\u3059<a href=\"https:\/\/www.internetacademy.co.jp\/itlab\/column-technology\/python_stydy04.html\" target=\"_blank\" rel=\"noreferrer noopener\">13<\/a>\u3002\u300cAlt+Enter\u300d\u3092\u62bc\u3059\u3068\u30bb\u30eb\u3092\u5b9f\u884c\u3057\u305f\u5f8c\u306b\u65b0\u3057\u3044\u30bb\u30eb\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30b3\u30fc\u30c9\u30bb\u30eb\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u305d\u306e\u30bb\u30eb\u5185\u306e\u30b3\u30fc\u30c9\u304c\u51e6\u7406\u3055\u308c\u3001\u7d50\u679c\u304c\u30bb\u30eb\u306e\u4e0b\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u8a18\u6cd5\u304c\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u3055\u308c\u3066\u6574\u5f62\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u4f8b\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u30bb\u30eb\u3068\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb\u306e\u64cd\u4f5c\u304c\u6319\u3052\u3089\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b3\u30fc\u30c9\u30bb\u30eb\uff1a\u300cprint(\"Hello, Jupyter!\")\u300d\u3068\u5165\u529b\u3057\u3066\u5b9f\u884c\u3059\u308b\u3068\u3001\u30bb\u30eb\u306e\u4e0b\u306b\u300cHello, Jupyter!\u300d\u3068\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb\uff1a\u300c# \u30bf\u30a4\u30c8\u30eb\u300d\u3068\u5165\u529b\u3057\u3066\u5b9f\u884c\u3059\u308b\u3068\u3001\u5927\u304d\u306a\u898b\u51fa\u3057\u3068\u3057\u3066\u300c\u30bf\u30a4\u30c8\u30eb\u300d\u3068\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"7\">7. \u57fa\u672c\u7684\u306a\u64cd\u4f5c\u4f8b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">7.1 \u7c21\u5358\u306a\u8a08\u7b97\u306e\u5b9f\u884c<\/h3>\n\n\n\n<p>Jupyter Notebook\u3067\u306f\u3001\u30b3\u30fc\u30c9\u30bb\u30eb\u306bPython\u306e\u8a08\u7b97\u5f0f\u3092\u5165\u529b\u3057\u3066\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u7c21\u5358\u306a\u8a08\u7b97\u306e\u4f8b\u3067\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u65b0\u3057\u3044\u30b3\u30fc\u30c9\u30bb\u30eb\u3092\u4f5c\u6210\u307e\u305f\u306f\u9078\u629e<\/strong>\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8a08\u7b97\u5f0f\u3092\u5165\u529b<\/strong>\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u3092\u66f8\u304d\u307e\u3059\uff1a python<code><em># \u57fa\u672c\u7684\u306a\u56db\u5247\u6f14\u7b97<\/em> 2 + 3<\/code><\/li>\n\n\n\n<li><strong>\u30bb\u30eb\u3092\u5b9f\u884c<\/strong>\u3057\u307e\u3059\uff08\u30c4\u30fc\u30eb\u30d0\u30fc\u306e\u300cRun\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u304b\u3001Ctrl+Enter\u3092\u62bc\u3057\u307e\u3059\uff09\u3002<\/li>\n\n\n\n<li><strong>\u7d50\u679c\u304c\u8868\u793a<\/strong>\u3055\u308c\u307e\u3059\uff1a\u51fa\u529b\u3068\u3057\u3066\u300c5\u300d\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3088\u308a\u8907\u96d1\u306a\u8a08\u7b97\u3082\u540c\u69d8\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>python# \u8907\u6570\u306e\u8a08\u7b97\u3092\u884c\u3046\na = 10\nb = 5\nprint(&quot;\u52a0\u7b97:&quot;, a + b)\nprint(&quot;\u6e1b\u7b97:&quot;, a - b)\nprint(&quot;\u4e57\u7b97:&quot;, a * b)\nprint(&quot;\u9664\u7b97:&quot;, a \/ b)\nprint(&quot;\u3079\u304d\u4e57:&quot;, a ** b)<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u51fa\u529b\u304c\u5f97\u3089\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>text\u52a0\u7b97: 15\n\u6e1b\u7b97: 5\n\u4e57\u7b97: 50\n\u9664\u7b97: 2.0\n\u3079\u304d\u4e57: 100000<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">7.2 \u5909\u6570\u306e\u4f7f\u7528\u3068\u57fa\u672c\u7684\u306a\u30c7\u30fc\u30bf\u69cb\u9020<\/h3>\n\n\n\n<p>Python\u306e\u57fa\u672c\u7684\u306a\u30c7\u30fc\u30bf\u69cb\u9020\uff08\u30ea\u30b9\u30c8\u3001\u8f9e\u66f8\u3001\u30bf\u30d7\u30eb\u306a\u3069\uff09\u3082\u7c21\u5358\u306b\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>python# \u30ea\u30b9\u30c8\u306e\u4f5c\u6210\u3068\u64cd\u4f5c\nfruits = [&#39;\u308a\u3093\u3054&#39;, &#39;\u30d0\u30ca\u30ca&#39;, &#39;\u30aa\u30ec\u30f3\u30b8&#39;]\nprint(fruits)\nprint(&quot;\u6700\u521d\u306e\u679c\u7269:&quot;, fruits[0])\nfruits.append(&#39;\u3044\u3061\u3054&#39;)\nprint(&quot;\u3044\u3061\u3054\u8ffd\u52a0\u5f8c:&quot;, fruits)\n\n# \u8f9e\u66f8\u306e\u4f5c\u6210\u3068\u64cd\u4f5c\nperson = {&#39;name&#39;: &#39;\u5c71\u7530\u592a\u90ce&#39;, &#39;age&#39;: 30, &#39;city&#39;: &#39;\u6771\u4eac&#39;}\nprint(person)\nprint(&quot;\u540d\u524d:&quot;, person[&#39;name&#39;])\nperson[&#39;job&#39;] = &#39;\u30a8\u30f3\u30b8\u30cb\u30a2&#39;\nprint(&quot;\u8077\u696d\u8ffd\u52a0\u5f8c:&quot;, person)<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u51fa\u529b\u304c\u5f97\u3089\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>text[&#39;\u308a\u3093\u3054&#39;, &#39;\u30d0\u30ca\u30ca&#39;, &#39;\u30aa\u30ec\u30f3\u30b8&#39;]\n\u6700\u521d\u306e\u679c\u7269: \u308a\u3093\u3054\n\u3044\u3061\u3054\u8ffd\u52a0\u5f8c: [&#39;\u308a\u3093\u3054&#39;, &#39;\u30d0\u30ca\u30ca&#39;, &#39;\u30aa\u30ec\u30f3\u30b8&#39;, &#39;\u3044\u3061\u3054&#39;]\n{&#39;name&#39;: &#39;\u5c71\u7530\u592a\u90ce&#39;, &#39;age&#39;: 30, &#39;city&#39;: &#39;\u6771\u4eac&#39;}\n\u540d\u524d: \u5c71\u7530\u592a\u90ce\n\u8077\u696d\u8ffd\u52a0\u5f8c: {&#39;name&#39;: &#39;\u5c71\u7530\u592a\u90ce&#39;, &#39;age&#39;: 30, &#39;city&#39;: &#39;\u6771\u4eac&#39;, &#39;job&#39;: &#39;\u30a8\u30f3\u30b8\u30cb\u30a2&#39;}<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">7.3 \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u8868\u793a<\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u3067\u306f\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u304c\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u3067\u3059\u3002Pandas\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001CSV\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u3001\u8868\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>python# Pandas\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\nimport pandas as pd\n\n# \u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\uff08\u5b9f\u969b\u306b\u306fCSV\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u591a\u3044\uff09\ndata = {\n    &#39;\u540d\u524d&#39;: [&#39;\u4f50\u85e4&#39;, &#39;\u9234\u6728&#39;, &#39;\u9ad8\u6a4b&#39;, &#39;\u7530\u4e2d&#39;],\n    &#39;\u5e74\u9f62&#39;: [25, 30, 22, 35],\n    &#39;\u90e8\u7f72&#39;: [&#39;\u55b6\u696d&#39;, &#39;\u958b\u767a&#39;, &#39;\u4eba\u4e8b&#39;, &#39;\u55b6\u696d&#39;]\n}\n\n# DataFrame\u306e\u4f5c\u6210\ndf = pd.DataFrame(data)\n\n# \u30c7\u30fc\u30bf\u306e\u8868\u793a\nprint(df)\n\n# \u57fa\u672c\u7684\u306a\u60c5\u5831\u306e\u78ba\u8a8d\nprint(&quot;\\n\u30c7\u30fc\u30bf\u306e\u6982\u8981:&quot;)\nprint(df.describe())\n\n# \u6700\u521d\u306e2\u884c\u3092\u8868\u793a\nprint(&quot;\\n\u6700\u521d\u306e2\u884c:&quot;)\nprint(df.head(2))<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u51fa\u529b\u304c\u5f97\u3089\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>text    \u540d\u524d  \u5e74\u9f62   \u90e8\u7f72\n0  \u4f50\u85e4  25   \u55b6\u696d\n1  \u9234\u6728  30   \u958b\u767a\n2  \u9ad8\u6a4b  22   \u4eba\u4e8b\n3  \u7530\u4e2d  35   \u55b6\u696d\n\n\u30c7\u30fc\u30bf\u306e\u6982\u8981:\n             \u5e74\u9f62\ncount   4.000000\nmean   28.000000\nstd     5.715476\nmin    22.000000\n25%    24.250000\n50%    27.500000\n75%    31.250000\nmax    35.000000\n\n\u6700\u521d\u306e2\u884c:\n    \u540d\u524d  \u5e74\u9f62   \u90e8\u7f72\n0  \u4f50\u85e4  25   \u55b6\u696d\n1  \u9234\u6728  30   \u958b\u767a<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">7.4 \u6761\u4ef6\u5206\u5c90\u3068\u30eb\u30fc\u30d7<\/h3>\n\n\n\n<p>Python\u306e\u5236\u5fa1\u69cb\u6587\uff08if\u6587\u3001for\u6587\u306a\u3069\uff09\u3082\u901a\u5e38\u306ePython\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u540c\u69d8\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>python# if\u6587\u306e\u4f8b\nscore = 85\n\nif score &gt;= 90:\n    print(&quot;\u8a55\u4fa1: A&quot;)\nelif score &gt;= 80:\n    print(&quot;\u8a55\u4fa1: B&quot;)\nelif score &gt;= 70:\n    print(&quot;\u8a55\u4fa1: C&quot;)\nelse:\n    print(&quot;\u8a55\u4fa1: D&quot;)\n\n# for\u6587\u306e\u4f8b\nprint(&quot;\\n1\u304b\u308910\u307e\u3067\u306e\u5e73\u65b9\u6570:&quot;)\nfor i in range(1, 11):\n    print(f&quot;{i}\u306e2\u4e57\u306f{i**2}\u3067\u3059\u3002&quot;)<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u51fa\u529b\u304c\u5f97\u3089\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>text\u8a55\u4fa1: B\n\n1\u304b\u308910\u307e\u3067\u306e\u5e73\u65b9\u6570:\n1\u306e2\u4e57\u306f1\u3067\u3059\u3002\n2\u306e2\u4e57\u306f4\u3067\u3059\u3002\n3\u306e2\u4e57\u306f9\u3067\u3059\u3002\n4\u306e2\u4e57\u306f16\u3067\u3059\u3002\n5\u306e2\u4e57\u306f25\u3067\u3059\u3002\n6\u306e2\u4e57\u306f36\u3067\u3059\u3002\n7\u306e2\u4e57\u306f49\u3067\u3059\u3002\n8\u306e2\u4e57\u306f64\u3067\u3059\u3002\n9\u306e2\u4e57\u306f81\u3067\u3059\u3002\n10\u306e2\u4e57\u306f100\u3067\u3059\u3002\n<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">7.5 \u95a2\u6570\u306e\u5b9a\u7fa9\u3068\u4f7f\u7528<\/h3>\n\n\n\n<p>Jupyter Notebook\u3067\u306f\u3001\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>python# \u95a2\u6570\u306e\u5b9a\u7fa9\ndef greeting(name):\n    &quot;&quot;&quot;\u4eba\u306e\u540d\u524d\u3092\u53d7\u3051\u53d6\u308a\u3001\u6328\u62f6\u3092\u8fd4\u3059\u95a2\u6570&quot;&quot;&quot;\n    return f&quot;\u3053\u3093\u306b\u3061\u306f\u3001{name}\u3055\u3093\uff01&quot;\n\n# \u95a2\u6570\u306e\u4f7f\u7528\nresult = greeting(&quot;\u5c71\u7530&quot;)\nprint(result)\n\n# \u8907\u6570\u306e\u5f15\u6570\u3092\u6301\u3064\u95a2\u6570\ndef calculate_bmi(weight, height):\n    &quot;&quot;&quot;\n    \u4f53\u91cd(kg)\u3068\u8eab\u9577(m)\u304b\u3089BMI\u3092\u8a08\u7b97\u3059\u308b\u95a2\u6570\n    BMI = \u4f53\u91cd(kg) \/ \u8eab\u9577(m)\u306e2\u4e57\n    &quot;&quot;&quot;\n    bmi = weight \/ (height ** 2)\n    return round(bmi, 1)  # \u5c0f\u6570\u70b9\u7b2c1\u4f4d\u3067\u56db\u6368\u4e94\u5165\n\n# \u95a2\u6570\u306e\u4f7f\u7528\nmy_bmi = calculate_bmi(70, 1.75)\nprint(f&quot;BMI: {my_bmi}&quot;)\n<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u51fa\u529b\u304c\u5f97\u3089\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>text\u3053\u3093\u306b\u3061\u306f\u3001\u5c71\u7530\u3055\u3093\uff01\nBMI: 22.9\n<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001Jupyter Notebook\u3067\u306f\u57fa\u672c\u7684\u306aPython\u306e\u69cb\u6587\u3084\u6a5f\u80fd\u3092\u5229\u7528\u3057\u3066\u3001\u6bb5\u968e\u7684\u306b\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u306a\u304c\u3089\u30c7\u30fc\u30bf\u5206\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u4f5c\u696d\u3092\u9032\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"8\">8. \u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u30fb\u30b0\u30e9\u30d5\u8868\u793a<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">8.1 Matplotlib\u5165\u9580<\/h3>\n\n\n\n<p>Matplotlib\u306f\u3001Python\u3067\u6700\u3082\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002Jupyter Notebook\u3067\u306f\u3001\u30b0\u30e9\u30d5\u3092\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5185\u306b\u76f4\u63a5\u8868\u793a\u3067\u304d\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u8996\u899a\u7684\u306a\u5206\u6790\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306f\u3001\u57fa\u672c\u7684\u306a\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u4f8b\u3067\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>python# Matplotlib\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\nimport matplotlib.pyplot as plt\n%matplotlib inline  # Jupyter Notebook\u5185\u306b\u30b0\u30e9\u30d5\u3092\u8868\u793a\u3059\u308b\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\n\n# \u30c7\u30fc\u30bf\u306e\u6e96\u5099\nmonths = [&#39;1\u6708&#39;, &#39;2\u6708&#39;, &#39;3\u6708&#39;, &#39;4\u6708&#39;, &#39;5\u6708&#39;, &#39;6\u6708&#39;]\nsales = [100, 120, 140, 180, 200, 210]\n\n# \u30b0\u30e9\u30d5\u306e\u4f5c\u6210\nplt.figure(figsize=(10, 5))  # \u30b0\u30e9\u30d5\u306e\u30b5\u30a4\u30ba\u3092\u6307\u5b9a\nplt.plot(months, sales, marker=&#39;o&#39;, linestyle=&#39;-&#39;, color=&#39;b&#39;, linewidth=2)\nplt.title(&#39;\u6708\u9593\u58f2\u4e0a\u63a8\u79fb&#39;, fontsize=15)\nplt.xlabel(&#39;\u6708&#39;, fontsize=12)\nplt.ylabel(&#39;\u58f2\u4e0a\uff08\u4e07\u5186\uff09&#39;, fontsize=12)\nplt.grid(True)\nplt.show()\n<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u6708\u9593\u306e\u58f2\u4e0a\u63a8\u79fb\u3092\u793a\u3059\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<code>%matplotlib inline<\/code>\u306f\u3001Jupyter Notebook\u7279\u6709\u306e\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3067\u3001\u30b0\u30e9\u30d5\u3092\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5185\u306b\u76f4\u63a5\u8868\u793a\u3059\u308b\u3088\u3046\u6307\u793a\u3057\u307e\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/ai-inter1.com\/jupyter-notebook\/\">15<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">8.2 \u8907\u6570\u306e\u30b0\u30e9\u30d5\u3092\u63cf\u753b\u3059\u308b<\/h3>\n\n\n\n<p>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6bd4\u8f03\u3059\u308b\u5834\u5408\u3001\u540c\u3058\u30b0\u30e9\u30d5\u4e0a\u306b\u8907\u6570\u306e\u7dda\u3092\u63cf\u753b\u3057\u305f\u308a\u3001\u30b5\u30d6\u30d7\u30ed\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u8907\u6570\u306e\u30b0\u30e9\u30d5\u3092\u4e26\u3079\u3066\u8868\u793a\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>python# \u8907\u6570\u306e\u7dda\u3092\u540c\u3058\u30b0\u30e9\u30d5\u306b\u63cf\u753b\nplt.figure(figsize=(10, 5))\nplt.plot(months, sales, marker=&#39;o&#39;, label=&#39;\u4eca\u5e74&#39;)\nplt.plot(months, [80, 90, 110, 140, 160, 180], marker=&#39;s&#39;, label=&#39;\u6628\u5e74&#39;)\nplt.title(&#39;\u5e74\u9593\u58f2\u4e0a\u6bd4\u8f03&#39;, fontsize=15)\nplt.xlabel(&#39;\u6708&#39;, fontsize=12)\nplt.ylabel(&#39;\u58f2\u4e0a\uff08\u4e07\u5186\uff09&#39;, fontsize=12)\nplt.grid(True)\nplt.legend()  # \u51e1\u4f8b\u3092\u8868\u793a\nplt.show()\n\n# \u30b5\u30d6\u30d7\u30ed\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u8907\u6570\u306e\u30b0\u30e9\u30d5\u3092\u8868\u793a\nplt.figure(figsize=(12, 5))\n\n# 1\u3064\u76ee\u306e\u30b5\u30d6\u30d7\u30ed\u30c3\u30c8\nplt.subplot(1, 2, 1)  # 1\u884c2\u5217\u306e1\u756a\u76ee\nplt.bar(months, sales)\nplt.title(&#39;\u6708\u9593\u58f2\u4e0a\uff08\u68d2\u30b0\u30e9\u30d5\uff09&#39;)\n\n# 2\u3064\u76ee\u306e\u30b5\u30d6\u30d7\u30ed\u30c3\u30c8\nplt.subplot(1, 2, 2)  # 1\u884c2\u5217\u306e2\u756a\u76ee\nplt.pie([sum(sales[:3]), sum(sales[3:])], labels=[&#39;\u7b2c1\u56db\u534a\u671f&#39;, &#39;\u7b2c2\u56db\u534a\u671f&#39;], autopct=&#39;%1.1f%%&#39;)\nplt.title(&#39;\u56db\u534a\u671f\u58f2\u4e0a\u6bd4\u7387&#39;)\n\nplt.tight_layout()  # \u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u8abf\u6574\nplt.show()\n<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">8.3 Pandas DataFrame\u306e\u53ef\u8996\u5316<\/h3>\n\n\n\n<p>Pandas\u306b\u306f\u3001DataFrame\u3092\u76f4\u63a5\u53ef\u8996\u5316\u3059\u308b\u305f\u3081\u306e\u4fbf\u5229\u306a\u30e1\u30bd\u30c3\u30c9\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>python# \u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306e\u6e96\u5099\nimport pandas as pd\nimport numpy as np\n\n# \u30e9\u30f3\u30c0\u30e0\u306a\u30c7\u30fc\u30bf\u3092\u542b\u3080DataFrame\u306e\u4f5c\u6210\nnp.random.seed(42)  # \u518d\u73fe\u6027\u306e\u305f\u3081\u306b\u4e71\u6570\u30b7\u30fc\u30c9\u3092\u56fa\u5b9a\ndf = pd.DataFrame({\n    &#39;\u90e8\u9580A&#39;: np.random.normal(100, 10, 12),\n    &#39;\u90e8\u9580B&#39;: np.random.normal(80, 12, 12),\n    &#39;\u90e8\u9580C&#39;: np.random.normal(90, 8, 12)\n}, index=[f&quot;{i+1}\u6708&quot; for i in range(12)])\n\n# \u6298\u308c\u7dda\u30b0\u30e9\u30d5\ndf.plot(figsize=(10, 5), title=&#39;\u90e8\u9580\u5225\u6708\u9593\u58f2\u4e0a&#39;)\nplt.ylabel(&#39;\u58f2\u4e0a\uff08\u4e07\u5186\uff09&#39;)\nplt.grid(True)\nplt.show()\n\n# \u68d2\u30b0\u30e9\u30d5\ndf.iloc[:6].plot.bar(figsize=(10, 5), title=&#39;\u4e0a\u534a\u671f\u90e8\u9580\u5225\u58f2\u4e0a&#39;)\nplt.ylabel(&#39;\u58f2\u4e0a\uff08\u4e07\u5186\uff09&#39;)\nplt.grid(True)\nplt.show()\n\n# \u7bb1\u3072\u3052\u56f3\ndf.plot.box(figsize=(8, 6), title=&#39;\u90e8\u9580\u5225\u58f2\u4e0a\u5206\u5e03&#39;)\nplt.ylabel(&#39;\u58f2\u4e0a\uff08\u4e07\u5186\uff09&#39;)\nplt.grid(True)\nplt.show()<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">8.4 Seaborn\u3092\u4f7f\u3063\u305f\u9ad8\u5ea6\u306a\u53ef\u8996\u5316<\/h3>\n\n\n\n<p>Seaborn\u306f\u3001Matplotlib\u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f\u7d71\u8a08\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001\u3088\u308a\u6d17\u7df4\u3055\u308c\u305f\u30b0\u30e9\u30d5\u3092\u7c21\u5358\u306b\u4f5c\u6210\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>python# Seaborn\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\nimport seaborn as sns\n\n# \u30b9\u30bf\u30a4\u30eb\u306e\u8a2d\u5b9a\nsns.set(style=&quot;whitegrid&quot;)\n\n# \u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\uff08Seaborn\u4ed8\u5c5e\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff09\ntips = sns.load_dataset(&quot;tips&quot;)\n\n# \u30c7\u30fc\u30bf\u306e\u6700\u521d\u306e\u6570\u884c\u3092\u78ba\u8a8d\nprint(tips.head())\n\n# \u6563\u5e03\u56f3\u3068\u56de\u5e30\u76f4\u7dda\nplt.figure(figsize=(10, 6))\nsns.regplot(x=&quot;total_bill&quot;, y=&quot;tip&quot;, data=tips)\nplt.title(&#39;\u652f\u6255\u3044\u91d1\u984d\u3068\u5fc3\u4ed8\u3051\u306e\u95a2\u4fc2&#39;, fontsize=15)\nplt.xlabel(&#39;\u652f\u6255\u3044\u91d1\u984d\uff08\u30c9\u30eb\uff09&#39;, fontsize=12)\nplt.ylabel(&#39;\u5fc3\u4ed8\u3051\uff08\u30c9\u30eb\uff09&#39;, fontsize=12)\nplt.show()\n\n# \u30ab\u30c6\u30b4\u30ea\u5909\u6570\u3054\u3068\u306e\u7bb1\u3072\u3052\u56f3\nplt.figure(figsize=(10, 6))\nsns.boxplot(x=&quot;day&quot;, y=&quot;total_bill&quot;, hue=&quot;smoker&quot;, data=tips, palette=&quot;Set3&quot;)\nplt.title(&#39;\u66dc\u65e5\u30fb\u55ab\u7159\u8005\u5225\u306e\u652f\u6255\u3044\u91d1\u984d\u5206\u5e03&#39;, fontsize=15)\nplt.xlabel(&#39;\u66dc\u65e5&#39;, fontsize=12)\nplt.ylabel(&#39;\u652f\u6255\u3044\u91d1\u984d\uff08\u30c9\u30eb\uff09&#39;, fontsize=12)\nplt.show()\n\n# \u30d2\u30fc\u30c8\u30de\u30c3\u30d7\uff08\u76f8\u95a2\u884c\u5217\uff09\nplt.figure(figsize=(8, 6))\ncorrelation = tips.corr()\nsns.heatmap(correlation, annot=True, cmap=&#39;coolwarm&#39;)\nplt.title(&#39;\u5909\u6570\u9593\u306e\u76f8\u95a2\u95a2\u4fc2&#39;, fontsize=15)\nplt.show()\n<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">8.5 \u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u53ef\u8996\u5316<\/h3>\n\n\n\n<p>Jupyter Notebook\u74b0\u5883\u3067\u306f\u3001Plotly\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30b0\u30e9\u30d5\u3082\u4f5c\u6210\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>python# Plotly\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\nimport plotly.express as px\nfrom IPython.display import HTML\n\n# \u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306e\u6e96\u5099\ngapminder = px.data.gapminder()\n\n# \u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u6563\u5e03\u56f3\nfig = px.scatter(\n    gapminder.query(&quot;year==2007&quot;), \n    x=&quot;gdpPercap&quot;, \n    y=&quot;lifeExp&quot;, \n    size=&quot;pop&quot;, \n    color=&quot;continent&quot;,\n    hover_name=&quot;country&quot;, \n    log_x=True, \n    size_max=60\n)\n\nfig.update_layout(\n    title=&#39;2007\u5e74\u306e1\u4eba\u3042\u305f\u308aGDP\u3068\u5e73\u5747\u5bff\u547d\u306e\u95a2\u4fc2&#39;,\n    xaxis_title=&#39;1\u4eba\u3042\u305f\u308aGDP\uff08\u5bfe\u6570\u30b9\u30b1\u30fc\u30eb\uff09&#39;,\n    yaxis_title=&#39;\u5e73\u5747\u5bff\u547d\uff08\u5e74\uff09&#39;\n)\n\n# Jupyter Notebook\u5185\u3067\u8868\u793a\nfig.show()\n<\/code><\/pre><\/div>\n\n\n\n<p>Jupyter Notebook\u306e\u5f37\u307f\u306e\u4e00\u3064\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u30ea\u30c3\u30c1\u306a\u53ef\u8996\u5316\u3092\u76f4\u63a5\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5185\u306b\u57cb\u3081\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u3001\u5206\u6790\u7d50\u679c\u3092\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u63a2\u7d22\u3067\u304d\u308b\u70b9\u3067\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/ai-inter1.com\/jupyter-notebook\/\">15<\/a>\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u8996\u899a\u7684\u306b\u628a\u63e1\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u3088\u308a\u6df1\u3044\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"9\">9. \u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u30fb\u5171\u6709\u6a5f\u80fd<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">9.1 \u30de\u30fc\u30af\u30c0\u30a6\u30f3\u3092\u6d3b\u7528\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u4f5c\u6210<\/h3>\n\n\n\n<p>Jupyter Notebook\u306e\u5927\u304d\u306a\u7279\u5fb4\u306e\u4e00\u3064\u306f\u3001\u30b3\u30fc\u30c9\u30bb\u30eb\u3068\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u8aac\u660e\u6587\u3084\u89e3\u8aac\u3092\u542b\u3080\u5b8c\u7d50\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u308b\u70b9\u3067\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/ai-inter1.com\/jupyter-notebook\/\">15<\/a><a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/zenn.dev\/haruki1009\/articles\/045a07794899c2\">17<\/a>\u3002\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u8a18\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u69d8\u3005\u306a\u66f8\u5f0f\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u8a18\u8ff0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">9.1.1 \u30de\u30fc\u30af\u30c0\u30a6\u30f3\u306e\u57fa\u672c\u66f8\u5f0f<\/h4>\n\n\n\n<p>\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u66f8\u5f0f\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>text# \u898b\u51fa\u30571\uff08\u6700\u5927\uff09\n## \u898b\u51fa\u30572\n### \u898b\u51fa\u30573\n\n**\u592a\u5b57** \u307e\u305f\u306f __\u592a\u5b57__\n*\u659c\u4f53* \u307e\u305f\u306f _\u659c\u4f53_\n\n- \u7b87\u6761\u66f8\u304d\u9805\u76ee1\n- \u7b87\u6761\u66f8\u304d\u9805\u76ee2\n  - \u30cd\u30b9\u30c8\u3055\u308c\u305f\u9805\u76ee\n  \n1. \u756a\u53f7\u4ed8\u304d\u30ea\u30b9\u30c8\u9805\u76ee1\n2. \u756a\u53f7\u4ed8\u304d\u30ea\u30b9\u30c8\u9805\u76ee2\n\n[\u30ea\u30f3\u30af\u30c6\u30ad\u30b9\u30c8](https:\/\/www.example.com)\n\n&gt; \u5f15\u7528\u6587\n\n\u6c34\u5e73\u7dda:\n---\n\n`\u30b3\u30fc\u30c9\uff08\u30a4\u30f3\u30e9\u30a4\u30f3\uff09`\n\n<\/code><\/pre><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">9.1.2 \u8868\u306e\u633f\u5165<\/h4>\n\n\n\n<p>\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u3067\u306f\u3001\u8868\u3082\u7c21\u5358\u306b\u4f5c\u6210\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>text| \u540d\u524d | \u5e74\u9f62 | \u8077\u696d |\n|-----|-----|------|\n| \u5c71\u7530\u592a\u90ce | 30 | \u30a8\u30f3\u30b8\u30cb\u30a2 |\n| \u4f50\u85e4\u82b1\u5b50 | 25 | \u30c7\u30b6\u30a4\u30ca\u30fc |\n| \u9234\u6728\u4e00\u90ce | 40 | \u30de\u30cd\u30fc\u30b8\u30e3\u30fc |\n<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u5206\u6790\u306e\u80cc\u666f\u3001\u76ee\u7684\u3001\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u306e\u8aac\u660e\u3001\u5206\u6790\u624b\u6cd5\u306e\u89e3\u8aac\u3001\u7d50\u679c\u306e\u8003\u5bdf\u306a\u3069\u3092\u4f53\u7cfb\u7684\u306b\u8a18\u8ff0\u3057\u3001\u30b3\u30fc\u30c9\u3068\u5b9f\u884c\u7d50\u679c\u3068\u5408\u308f\u305b\u3066\u5b8c\u7d50\u3057\u305f\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">9.2 \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u5171\u6709\u65b9\u6cd5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">9.2.1 \u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u306e\u5171\u6709<\/h4>\n\n\n\n<p>Jupyter Notebook\u306e\u30d5\u30a1\u30a4\u30eb\uff08.ipynb\uff09\u306f\u3001\u4ee5\u4e0b\u306e\u65b9\u6cd5\u3067\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u76f4\u63a5\u30d5\u30a1\u30a4\u30eb\u5171\u6709<\/strong>\uff1a\u30e1\u30fc\u30eb\u3084\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\uff08Google Drive\u3001Dropbox\u7b49\uff09\u3092\u901a\u3058\u3066.ipynb\u30d5\u30a1\u30a4\u30eb\u3092\u5171\u6709\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9759\u7684\u306a\u5f62\u5f0f\u3078\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8<\/strong>\uff1a\u300cFile\u300d\u2192\u300cDownload as\u300d\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u3001HTML\u3001PDF\u3001\u30b9\u30e9\u30a4\u30c9\u30b7\u30e7\u30fc\u306a\u3069\u306e\u5f62\u5f0f\u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u3066\u5171\u6709\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u76f8\u624b\u304cJupyter Notebook\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u306a\u304f\u3066\u3082\u5185\u5bb9\u3092\u95b2\u89a7\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">9.2.2 \u30aa\u30f3\u30e9\u30a4\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6d3b\u7528\u3057\u305f\u5171\u6709<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>GitHub<\/strong>\uff1a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092GitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3068\u3001GitHub\u306e\u30a6\u30a7\u30d6\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3067\u76f4\u63a5\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30b3\u30fc\u30c9\u3001\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u3001\u51fa\u529b\u7d50\u679c\u3092\u542b\u3080\u5b8c\u5168\u306a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u95b2\u89a7\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>Google Colaboratory<\/strong>\uff1aGoogle\u304c\u63d0\u4f9b\u3059\u308b\u7121\u6599\u306e\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306eJupyter Notebook\u74b0\u5883\u3067\u3059\u3002Google\u30a2\u30ab\u30a6\u30f3\u30c8\u304c\u3042\u308c\u3070Google Drive\u306b\u4fdd\u5b58\u3057\u3066\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>Binder<\/strong>\uff1aGitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u5185\u306eJupyter Notebook\u3092\u3001\u5b9f\u884c\u53ef\u80fd\u306a\u74b0\u5883\u3068\u3057\u3066\u5171\u6709\u3067\u304d\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u76f8\u624b\u306f\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>JupyterHub<\/strong>\uff1a\u7d44\u7e54\u5185\u3067Jupyter Notebook\u3092\u5171\u6709\u30fb\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30de\u30eb\u30c1\u30e6\u30fc\u30b6\u30fc\u30b5\u30fc\u30d0\u30fc\u3067\u3059\u3002\u5927\u5b66\u3084\u7814\u7a76\u6a5f\u95a2\u306a\u3069\u3067\u3088\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059<a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10262020\/\" target=\"_blank\" rel=\"noreferrer noopener\">10<\/a>\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">9.3 \u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd<\/h3>\n\n\n\n<p>Jupyter Notebook\u3092\u4f7f\u3063\u305f\u52b9\u679c\u7684\u306a\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u65b9\u6cd5\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406<\/strong>\uff1aGit\u306a\u3069\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u039e\u30e0\u7406\u30b7\u30b9\u30c6\u30e0\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u5909\u66f4\u5c65\u6b74\u3092\u7ba1\u7406\u3057\u3001\u8907\u6570\u4eba\u3067\u306e\u5171\u540c\u7de8\u96c6\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>\uff1aJupyterLab\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u62e1\u5f35\u6a5f\u80fd\u3084\u3001Google Colaboratory\u306a\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u8907\u6570\u30e6\u30fc\u30b6\u30fc\u304c\u540c\u6642\u306b\u540c\u3058\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u7de8\u96c6\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30e1\u30f3\u30c8\u6a5f\u80fd<\/strong>\uff1a\u30ec\u30d3\u30e5\u30fc\u30a2\u30fc\u304c\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u3001\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30b3\u30e1\u30f3\u30c8\u3092\u8ffd\u52a0\u3057\u305f\u308a\u3001\u7279\u5b9a\u306e\u30bb\u30eb\u306b\u5bfe\u3059\u308b\u6ce8\u91c8\u3092\u8a18\u8ff0\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">9.4 \u518d\u73fe\u6027\u306e\u78ba\u4fdd<\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u3084\u7814\u7a76\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u300c\u518d\u73fe\u6027\u300d\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001Jupyter Notebook\u306f\u4ee5\u4e0b\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059<a href=\"https:\/\/zenn.dev\/haruki1009\/articles\/045a07794899c2\" target=\"_blank\" rel=\"noreferrer noopener\">17<\/a>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u74b0\u5883\u60c5\u5831\u306e\u8a18\u9332<\/strong>\uff1a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u958b\u59cb\u90e8\u5206\u306b\u4f7f\u7528\u3057\u3066\u3044\u308bPython\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u60c5\u5831\u3092\u8a18\u9332\u3059\u308b\u3053\u3068\u3067\u3001\u5b9f\u884c\u74b0\u5883\u3092\u8a18\u9332\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>python# \u74b0\u5883\u60c5\u5831\u3092\u8868\u793a\nimport sys\nimport pandas as pd\nimport numpy as np\nimport matplotlib\n\nprint(f&quot;Python version: {sys.version}&quot;)\nprint(f&quot;Pandas version: {pd.__version__}&quot;)\nprint(f&quot;NumPy version: {np.__version__}&quot;)\nprint(f&quot;Matplotlib version: {matplotlib.__version__}&quot;)<\/code><\/pre><\/div>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u4f9d\u5b58\u95a2\u4fc2\u306e\u660e\u793a<\/strong>\uff1arequirements.txt\u30d5\u30a1\u30a4\u30eb\u3084\u74b0\u5883\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\uff08environment.yml\uff09\u3092\u4e00\u7dd2\u306b\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u540c\u3058\u74b0\u5883\u3092\u518d\u73fe\u3057\u3084\u3059\u304f\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b7\u30fc\u30c9\u5024\u306e\u56fa\u5b9a<\/strong>\uff1a\u4e71\u6570\u3092\u4f7f\u7528\u3059\u308b\u5206\u6790\u3067\u306f\u3001\u30b7\u30fc\u30c9\u5024\u3092\u56fa\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u5b9f\u884c\u3054\u3068\u306b\u540c\u3058\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\" data-show-lang=\"1\"><code>pythonimport numpy as np\nimport random\n\n# \u30b7\u30fc\u30c9\u5024\u3092\u56fa\u5b9a\nnp.random.seed(42)\nrandom.seed(42)<\/code><\/pre><\/div>\n\n\n\n<p>Jupyter Notebook\u306e\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u30fb\u5171\u6709\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u306e\u900f\u660e\u6027\u3068\u518d\u73fe\u6027\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3001\u7814\u7a76\u3084\u696d\u52d9\u3067\u306e\u5354\u50cd\u304c\u3088\u308a\u52b9\u7387\u7684\u306b\u884c\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u7279\u306b2024\u5e74\u73fe\u5728\u3001\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3084\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u5171\u540c\u7814\u7a76\u304c\u4e00\u822c\u5316\u3059\u308b\u4e2d\u3067\u3001\u91cd\u8981\u306a\u4fa1\u5024\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059<a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/offers.jp\/media\/programming\/a_3765\">3<\/a><a target=\"_blank\" rel=\"noreferrer noopener\" href=\"https:\/\/zenn.dev\/haruki1009\/articles\/045a07794899c2\">17<\/a>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"10\">10. \u307e\u3068\u3081\u30fb\u6d3b\u7528\u306e\u30dd\u30a4\u30f3\u30c8<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">10.1 Jupyter Notebook\u306e\u4e3b\u306a\u5229\u70b9\u306e\u307e\u3068\u3081<\/h3>\n\n\n\n<p>Jupyter Notebook\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3084\u79d1\u5b66\u8a08\u7b97\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u9769\u65b0\u7684\u306b\u5909\u3048\u308b\u30c4\u30fc\u30eb\u3067\u3059\u3002\u305d\u306e\u4e3b\u306a\u5229\u70b9\u3092\u307e\u3068\u3081\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5bfe\u8a71\u7684\u306a\u958b\u767a\u74b0\u5883<\/strong>\uff1a\u30b3\u30fc\u30c9\u3092\u6bb5\u968e\u7684\u306b\u5b9f\u884c\u3057\u3001\u5373\u6642\u306b\u7d50\u679c\u3092\u78ba\u8a8d\u3067\u304d\u308b\u305f\u3081\u3001\u8a66\u884c\u932f\u8aa4\u304c\u5bb9\u6613\u3067\u3059<a href=\"https:\/\/offers.jp\/media\/programming\/a_3765\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a><a href=\"https:\/\/zenn.dev\/haruki1009\/articles\/045a07794899c2\" target=\"_blank\" rel=\"noreferrer noopener\">17<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30fc\u30c9\u3068\u6587\u66f8\u306e\u7d71\u5408<\/strong>\uff1a\u30d7\u30ed\u30b0\u30e9\u30e0\u30b3\u30fc\u30c9\u3068\u8aac\u660e\u6587\u3092\u540c\u3058\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5185\u306b\u6574\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u306e\u6587\u66f8\u5316\u304c\u81ea\u7136\u306b\u3067\u304d\u307e\u3059<a href=\"https:\/\/offers.jp\/media\/programming\/a_3765\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a><a href=\"https:\/\/ai-inter1.com\/jupyter-notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">15<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u8996\u899a\u5316\u306e\u5f37\u5316<\/strong>\uff1a\u30b0\u30e9\u30d5\u3084\u30c1\u30e3\u30fc\u30c8\u3092\u76f4\u63a5\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5185\u306b\u8868\u793a\u3067\u304d\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u50be\u5411\u3084\u7279\u5fb4\u3092\u3088\u308a\u308f\u304b\u308a\u3084\u3059\u304f\u628a\u63e1\u3067\u304d\u307e\u3059<a href=\"https:\/\/ai-inter1.com\/jupyter-notebook\/\" target=\"_blank\" rel=\"noreferrer noopener\">15<\/a><a href=\"https:\/\/xtech.nikkei.com\/atcl\/nxt\/column\/18\/02232\/102500003\/\" target=\"_blank\" rel=\"noreferrer noopener\">16<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u518d\u73fe\u6027\u3068\u5171\u6709\u6027<\/strong>\uff1a\u5206\u6790\u5168\u4f53\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u8a18\u9332\u3057\u3001\u4ed6\u8005\u3068\u5171\u6709\u3059\u308b\u3053\u3068\u3067\u3001\u5206\u6790\u7d50\u679c\u306e\u518d\u73fe\u3068\u691c\u8a3c\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059<a href=\"https:\/\/zenn.dev\/haruki1009\/articles\/045a07794899c2\" target=\"_blank\" rel=\"noreferrer noopener\">17<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u591a\u8a00\u8a9e\u5bfe\u5fdc<\/strong>\uff1aPython\u4ee5\u5916\u306b\u3082\u3001R\u3001Julia\u3001Javascript\u306a\u3069\u591a\u69d8\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059<a href=\"https:\/\/offers.jp\/media\/programming\/a_3765\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a>\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">10.2 \u52b9\u679c\u7684\u306a\u6d3b\u7528\u65b9\u6cd5<\/h3>\n\n\n\n<p>Jupyter Notebook\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">10.2.1 \u69cb\u9020\u5316\u3055\u308c\u305f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u4f5c\u6210<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u660e\u78ba\u306a\u76ee\u7684\u8a2d\u5b9a<\/strong>\uff1a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u5192\u982d\u306b\u3001\u76ee\u7684\u3001\u80cc\u666f\u3001\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u306a\u3069\u3092\u660e\u8a18\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8ad6\u7406\u7684\u306a\u69cb\u6210<\/strong>\uff1a\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u3092\u8ad6\u7406\u7684\u306a\u30b9\u30c6\u30c3\u30d7\uff08\u30c7\u30fc\u30bf\u8aad\u307f\u8fbc\u307f\u3001\u524d\u51e6\u7406\u3001\u63a2\u7d22\u7684\u5206\u6790\u3001\u30e2\u30c7\u30eb\u69cb\u7bc9\u3001\u8a55\u4fa1\u306a\u3069\uff09\u306b\u5206\u3051\u3001\u898b\u51fa\u3057\u3092\u4f7f\u3063\u3066\u6574\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9069\u5207\u306a\u30b3\u30e1\u30f3\u30c8<\/strong>\uff1a\u30b3\u30fc\u30c9\u306e\u8aac\u660e\u3084\u3001\u5206\u6790\u7d50\u679c\u306e\u89e3\u91c8\u3092\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u30bb\u30eb\u306b\u8a18\u8ff0\u3057\u3001\u7b2c\u4e09\u8005\u304c\u7406\u89e3\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30e2\u30b8\u30e5\u30fc\u30eb\u5316<\/strong>\uff1a\u7e70\u308a\u8fd4\u3057\u4f7f\u7528\u3059\u308b\u95a2\u6570\u3084\u51e6\u7406\u306f\u307e\u3068\u3081\u3066\u3001\u518d\u5229\u7528\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">10.2.2 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u52b9\u7387\u6027<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4e0d\u8981\u306a\u51fa\u529b\u306e\u5236\u9650<\/strong>\uff1a\u5927\u304d\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u5834\u5408\u3001\u5168\u3066\u3092\u8868\u793a\u3059\u308b\u3068\u91cd\u304f\u306a\u308b\u305f\u3081\u3001head()\u3084tail()\u30e1\u30bd\u30c3\u30c9\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30e1\u30e2\u30ea\u7ba1\u7406<\/strong>\uff1a\u4e0d\u8981\u306b\u306a\u3063\u305f\u30c7\u30fc\u30bf\u306f\u524a\u9664\u3057\u3001\u30e1\u30e2\u30ea\u3092\u89e3\u653e\u3057\u307e\u3059\uff08<code>del<\/code>\u30b3\u30de\u30f3\u30c9\u3084<code>gc.collect()<\/code>\u306e\u4f7f\u7528\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5b9f\u884c\u72b6\u614b\u306e\u7ba1\u7406<\/strong>\uff1a\u300cCell\u300d\u2192\u300cRun All Above\u300d\u306a\u3069\u306e\u30b3\u30de\u30f3\u30c9\u3092\u6d3b\u7528\u3057\u3001\u30bb\u30eb\u306e\u5b9f\u884c\u9806\u5e8f\u306b\u6ce8\u610f\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">10.2.3 \u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Git\u3068\u306e\u7d71\u5408<\/strong>\uff1a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092Git\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u7ba1\u7406\u3057\u3001\u5909\u66f4\u5c65\u6b74\u3092\u8a18\u9332\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6a5f\u5bc6\u60c5\u5831\u306e\u6271\u3044<\/strong>\uff1aAPI\u30ad\u30fc\u3084\u30d1\u30b9\u30ef\u30fc\u30c9\u306a\u3069\u306e\u6a5f\u5bc6\u60c5\u5831\u306f\u76f4\u63a5\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u8a18\u8ff0\u305b\u305a\u3001\u74b0\u5883\u5909\u6570\u3084\u5916\u90e8\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3078\u306e\u6ce8\u610f<\/strong>\uff1a\u7279\u306b\u5171\u6709\u74b0\u5883\u3067\u306f\u3001\u4fe1\u983c\u3067\u304d\u306a\u3044\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u5b9f\u884c\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059<a href=\"https:\/\/arxiv.org\/abs\/2409.19456\" target=\"_blank\" rel=\"noreferrer noopener\">9<\/a>\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">10.3 \u5bfe\u8c61\u8005\u5225\u306e\u6d3b\u7528\u65b9\u6cd5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">10.3.1 \u521d\u5fc3\u8005\u5411\u3051<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u57fa\u672c\u64cd\u4f5c\u306e\u7fd2\u5f97<\/strong>\uff1a\u307e\u305a\u306fJupyter Notebook\u306e\u57fa\u672c\u64cd\u4f5c\uff08\u30bb\u30eb\u306e\u8ffd\u52a0\u30fb\u524a\u9664\u30fb\u5b9f\u884c\uff09\u306b\u6163\u308c\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b5\u30f3\u30d7\u30eb\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u6d3b\u7528<\/strong>\uff1a\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u69d8\u3005\u306a\u30b5\u30f3\u30d7\u30eb\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u53c2\u8003\u306b\u5b66\u7fd2\u3092\u9032\u3081\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6bb5\u968e\u7684\u306a\u5b66\u7fd2<\/strong>\uff1a\u5358\u7d14\u306a\u8a08\u7b97\u3084\u30b0\u30e9\u30d5\u63cf\u753b\u304b\u3089\u59cb\u3081\u3001\u5f90\u3005\u306b\u8907\u96d1\u306a\u5206\u6790\u306b\u6311\u6226\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">10.3.2 \u6559\u80b2\u8005\u5411\u3051<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u6559\u6750\u4f5c\u6210<\/strong>\uff1a\u5b66\u751f\u304c\u76f4\u63a5\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u30fb\u7de8\u96c6\u3067\u304d\u308b\u6559\u6750\u3092\u4f5c\u6210\u3057\u307e\u3059<a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10262020\/\" target=\"_blank\" rel=\"noreferrer noopener\">10<\/a><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10838379\/\" target=\"_blank\" rel=\"noreferrer noopener\">12<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u8ab2\u984c\u306e\u914d\u5e03\u3068\u56de\u53ce<\/strong>\uff1a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5f62\u5f0f\u3067\u8ab2\u984c\u3092\u914d\u5e03\u3057\u3001\u5b66\u751f\u306e\u63d0\u51fa\u7269\u3082\u540c\u3058\u5f62\u5f0f\u3067\u56de\u53ce\u30fb\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30e9\u30a4\u30d6\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/strong>\uff1a\u6388\u696d\u4e2d\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30b3\u30fc\u30c9\u3092\u66f8\u304d\u3001\u7d50\u679c\u3092\u5b66\u751f\u3068\u5171\u6709\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">10.3.3 \u7814\u7a76\u8005\u5411\u3051<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7814\u7a76\u30d7\u30ed\u30bb\u30b9\u306e\u8a18\u9332<\/strong>\uff1a\u5b9f\u9a13\u3084\u5206\u6790\u306e\u8a73\u7d30\u306a\u30d7\u30ed\u30bb\u30b9\u3092\u8a18\u9332\u3057\u3001\u7814\u7a76\u306e\u518d\u73fe\u6027\u3092\u9ad8\u3081\u307e\u3059<a href=\"https:\/\/www.semanticscholar.org\/paper\/f692a2c7d90a497992e2d32bfcbe48bc0754563a\" target=\"_blank\" rel=\"noreferrer noopener\">11<\/a>\u3002<\/li>\n\n\n\n<li><strong>\u56f3\u8868\u3092\u542b\u3080\u8ad6\u6587\u306e\u6e96\u5099<\/strong>\uff1a\u8ad6\u6587\u306b\u4f7f\u7528\u3059\u308b\u56f3\u8868\u3092\u4f5c\u6210\u3057\u3001\u305d\u306e\u751f\u6210\u65b9\u6cd5\u3082\u542b\u3081\u3066\u8a18\u9332\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5171\u540c\u7814\u7a76\u306e\u4fc3\u9032<\/strong>\uff1a\u8907\u6570\u306e\u7814\u7a76\u8005\u304c\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u5171\u6709\u3057\u3001\u30a2\u30a4\u30c7\u30a2\u3084\u30b3\u30fc\u30c9\u3092\u4ea4\u63db\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">10.3.4 \u30d3\u30b8\u30cd\u30b9\u30e6\u30fc\u30b6\u30fc\u5411\u3051<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u81ea\u52d5\u5316\u30ec\u30dd\u30fc\u30c8\u306e\u4f5c\u6210<\/strong>\uff1a\u5b9a\u671f\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u30ec\u30dd\u30fc\u30c8\u3092\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5f62\u5f0f\u3067\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u610f\u601d\u6c7a\u5b9a\u306e\u900f\u660e\u5316<\/strong>\uff1a\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u3092\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u8a18\u9332\u3057\u3001\u7d44\u7e54\u5185\u3067\u5171\u6709\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d3\u30b8\u30e5\u30a2\u30eb\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/strong>\uff1a\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u3066\u3001\u7d4c\u55b6\u9663\u5411\u3051\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">10.4 \u4eca\u5f8c\u306e\u5c55\u671b<\/h3>\n\n\n\n<p>Jupyter Notebook\u306f\u7d99\u7d9a\u7684\u306b\u9032\u5316\u3057\u3066\u304a\u308a\u3001\u4eca\u5f8c\u3055\u3089\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u65b9\u5411\u6027\u3067\u306e\u767a\u5c55\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>\uff1a\u8907\u6570\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u7de8\u96c6\u3084\u30b3\u30e1\u30f3\u30c8\u6a5f\u80fd\u306e\u5f37\u5316<\/li>\n\n\n\n<li><strong>AI\u3068\u306e\u7d71\u5408<\/strong>\uff1a\u30b3\u30fc\u30c9\u88dc\u5b8c\u3084\u81ea\u52d5\u30c9\u30ad\u30e5\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u306e\u5f37\u5316<\/li>\n\n\n\n<li><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5411\u4e0a<\/strong>\uff1a\u7279\u306b\u5171\u6709\u74b0\u5883\u3067\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af<a href=\"https:\/\/arxiv.org\/abs\/2409.19456\" target=\"_blank\" rel=\"noreferrer noopener\">9<\/a>\u306b\u5bfe\u5fdc\u3059\u308b\u6a5f\u80fd\u306e\u5f37\u5316<\/li>\n\n\n\n<li><strong>\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u6700\u9069\u5316<\/strong>\uff1a\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u305f\u3081\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6700\u9069\u5316<\/li>\n<\/ol>\n\n\n\n<p>Jupyter Notebook\u306f\u3001\u30b3\u30fc\u30c9\u3068\u6587\u66f8\u306e\u878d\u5408\u3068\u3044\u3046\u72ec\u81ea\u306e\u7279\u6027\u306b\u3088\u308a\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u6559\u80b2\u306a\u3069\u69d8\u3005\u306a\u5206\u91ce\u3067\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u521d\u5fc3\u8005\u304b\u3089\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u307e\u3067\u3001\u5e45\u5e83\u3044\u30e6\u30fc\u30b6\u30fc\u304c\u305d\u306e\u6069\u6075\u3092\u53d7\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u4eca\u5f8c\u3082\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u610f\u601d\u6c7a\u5b9a\u3068\u7814\u7a76\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u7d9a\u3051\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Citations:<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.semanticscholar.org\/paper\/a70e2e3518ec1e2bdaa71af6ef27d9da798219f4\">https:\/\/www.semanticscholar.org\/paper\/a70e2e3518ec1e2bdaa71af6ef27d9da798219f4<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/aiacademy.jp\/media\/?p=144\">https:\/\/aiacademy.jp\/media\/?p=144<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/offers.jp\/media\/programming\/a_3765\">https:\/\/offers.jp\/media\/programming\/a_3765<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/qiita.com\/tttamaki\/items\/0d4fc01c10dd40a13552\">https:\/\/qiita.com\/tttamaki\/items\/0d4fc01c10dd40a13552<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/qiita.com\/massyU\/items\/98df26d3e0047a07feb0\">https:\/\/qiita.com\/massyU\/items\/98df26d3e0047a07feb0<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.semanticscholar.org\/paper\/083244a43f2466637538eef6cfe8e53a5203c25b\">https:\/\/www.semanticscholar.org\/paper\/083244a43f2466637538eef6cfe8e53a5203c25b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/project-comp.com\/articles\/38\">https:\/\/project-comp.com\/articles\/38<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/ovaldesign.jp\/2022\/05\/26\/jupyter_notebook\/\">https:\/\/ovaldesign.jp\/2022\/05\/26\/jupyter_notebook\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/arxiv.org\/abs\/2409.19456\">https:\/\/arxiv.org\/abs\/2409.19456<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10262020\/\">https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10262020\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.semanticscholar.org\/paper\/f692a2c7d90a497992e2d32bfcbe48bc0754563a\">https:\/\/www.semanticscholar.org\/paper\/f692a2c7d90a497992e2d32bfcbe48bc0754563a<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10838379\/\">https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10838379\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.internetacademy.co.jp\/itlab\/column-technology\/python_stydy04.html\">https:\/\/www.internetacademy.co.jp\/itlab\/column-technology\/python_stydy04.html<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/udemy.benesse.co.jp\/development\/python-work\/jupyter-notebook.html\">https:\/\/udemy.benesse.co.jp\/development\/python-work\/jupyter-notebook.html<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/ai-inter1.com\/jupyter-notebook\/\">https:\/\/ai-inter1.com\/jupyter-notebook\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/xtech.nikkei.com\/atcl\/nxt\/column\/18\/02232\/102500003\/\">https:\/\/xtech.nikkei.com\/atcl\/nxt\/column\/18\/02232\/102500003\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/zenn.dev\/haruki1009\/articles\/045a07794899c2\">https:\/\/zenn.dev\/haruki1009\/articles\/045a07794899c2<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.semanticscholar.org\/paper\/28420f2335ea6bbe5baff7b7ad5e825cac7b8248\">https:\/\/www.semanticscholar.org\/paper\/28420f2335ea6bbe5baff7b7ad5e825cac7b8248<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/37199252\/\">https:\/\/pubmed.ncbi.nlm.nih.gov\/37199252\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/arxiv.org\/abs\/2302.11732\">https:\/\/arxiv.org\/abs\/2302.11732<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.semanticscholar.org\/paper\/fd9f57e2b52319923045d2b405af1f95332ad50a\">https:\/\/www.semanticscholar.org\/paper\/fd9f57e2b52319923045d2b405af1f95332ad50a<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.seplus.jp\/dokushuzemi\/blog\/2020\/04\/tech_words_jupyter_notebook.html\">https:\/\/www.seplus.jp\/dokushuzemi\/blog\/2020\/04\/tech_words_jupyter_notebook.html<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.databricks.com\/jp\/glossary\/jupyter-notebook\">https:\/\/www.databricks.com\/jp\/glossary\/jupyter-notebook<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/parallelcareerlab.com\/?p=711\">https:\/\/parallelcareerlab.com\/?p=711<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/ja.wikipedia.org\/wiki\/Project_Jupyter\">https:\/\/ja.wikipedia.org\/wiki\/Project_Jupyter<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/ja.wikibooks.org\/wiki\/Jupyter_Notebook\">https:\/\/ja.wikibooks.org\/wiki\/Jupyter_Notebook<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC9831019\/\">https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC9831019\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.semanticscholar.org\/paper\/cd6ffc9aaf4871bfbca8715b7180880c65a7f51e\">https:\/\/www.semanticscholar.org\/paper\/cd6ffc9aaf4871bfbca8715b7180880c65a7f51e<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.semanticscholar.org\/paper\/9c5994e069bf2dde4ca5225aeb2badfebed45c0e\">https:\/\/www.semanticscholar.org\/paper\/9c5994e069bf2dde4ca5225aeb2badfebed45c0e<\/a><\/li>\n\n\n\n<li><a 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