{"id":4070,"date":"2023-07-13T18:54:14","date_gmt":"2023-07-13T18:54:14","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e5%90%84%e8%a1%8c%e3%81%ae%e3%83%8f%e3%82%9a%e3%83%b3%e3%82%bf%e3%82%99%e6%a8%99%e6%ba%96%e5%81%8f%e5%b7%ae\/"},"modified":"2023-07-13T18:54:14","modified_gmt":"2023-07-13T18:54:14","slug":"%e5%90%84%e8%a1%8c%e3%81%ae%e3%83%8f%e3%82%9a%e3%83%b3%e3%82%bf%e3%82%99%e6%a8%99%e6%ba%96%e5%81%8f%e5%b7%ae","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e5%90%84%e8%a1%8c%e3%81%ae%e3%83%8f%e3%82%9a%e3%83%b3%e3%82%bf%e3%82%99%e6%a8%99%e6%ba%96%e5%81%8f%e5%b7%ae\/","title":{"rendered":"\u30d1\u30f3\u30c0: \u5404\u884c\u306e\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u57fa\u672c\u69cb\u6587\u3092\u4f7f\u7528\u3057\u3066\u3001pandas DataFrame \u306e\u5404\u884c\u306e\u5024\u306e\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">std<\/span> (axis= <span style=\"color: #008000;\">1<\/span> , numeric_only= <span style=\"color: #008000;\">True<\/span> )\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>axis=1<\/strong>\u5f15\u6570\u306f\u3001\u30d1\u30f3\u30c0\u306b (\u5404\u5217\u3067\u306f\u306a\u304f) \u5404\u884c\u306b\u5bfe\u3057\u3066\u8a08\u7b97\u3092\u5b9f\u884c\u3059\u308b\u3088\u3046\u306b\u6307\u793a\u3057\u3001 <strong>numeric_only=True \u306f\u3001<\/strong>\u8a08\u7b97\u3092\u5b9f\u884c\u3059\u308b\u3068\u304d\u306b\u6570\u5024\u5217\u306e\u307f\u3092\u8003\u616e\u3059\u308b\u3088\u3046\u306b\u30d1\u30f3\u30c0\u306b\u6307\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001\u3053\u306e\u69cb\u6587\u3092\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u4f8b: Pandas \u306e\u5404\u884c\u306e\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">4 \u3064\u306e\u7570\u306a\u308b\u8a66\u5408\u4e2d\u306b\u3055\u307e\u3056\u307e\u306a\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30eb\u9078\u624b\u304c\u7372\u5f97\u3057\u305f\u30dd\u30a4\u30f3\u30c8\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u542b\u3080\u6b21\u306e\u30d1\u30f3\u30c0 \u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">player<\/span> ': ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H'],\n                   ' <span style=\"color: #ff0000;\">game1<\/span> ': [18, 22, 19, 14, 14, 11, 20, 28],\n                   ' <span style=\"color: #ff0000;\">game2<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4],\n                   ' <span style=\"color: #ff0000;\">game3<\/span> ': [11, 8, 10, 6, 6, 5, 9, 12],\n                   ' <span style=\"color: #ff0000;\">game4<\/span> ': [9, 8, 8, 9, 14, 15, 10, 11]})\n                   \n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  player game1 game2 game3 game4\n0 A 18 5 11 9\n1 B 22 7 8 8\n2 C 19 7 10 8\n3 D 14 9 6 9\n4 E 14 12 6 14\n5 F 11 9 5 15\n6 G 20 9 9 10\n7:28 4 12 11<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u69cb\u6587\u3092\u4f7f\u7528\u3057\u3066\u3001\u5404\u30d7\u30ec\u30fc\u30e4\u30fc\u304c\u7372\u5f97\u3057\u305f\u30dd\u30a4\u30f3\u30c8\u306e\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#calculate standard deviation for each row\n<\/span>df. <span style=\"color: #3366ff;\">std<\/span> (axis= <span style=\"color: #008000;\">1<\/span> , numeric_only= <span style=\"color: #008000;\">True<\/span> )\n\n0 5.439056\n1 7.182154\n2 5.477226\n3 3.316625\n4 3.785939\n5 4.163332\n6 5.354126\n7 10.144785\ndtype:float64<\/span><\/span><\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7d50\u679c\u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u30d7\u30ec\u30fc\u30e4\u30fc A \u304c\u7372\u5f97\u3057\u305f\u30dd\u30a4\u30f3\u30c8\u306e\u6a19\u6e96\u504f\u5dee\u306f<strong>5.439<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30d7\u30ec\u30fc\u30e4\u30fc B \u304c\u7372\u5f97\u3057\u305f\u30dd\u30a4\u30f3\u30c8\u306e\u6a19\u6e96\u504f\u5dee\u306f<strong>7.182<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30d7\u30ec\u30fc\u30e4\u30fc C \u304c\u7372\u5f97\u3057\u305f\u30dd\u30a4\u30f3\u30c8\u306e\u6a19\u6e96\u504f\u5dee\u306f<strong>5.477<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7b49\u3005\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>std()<\/strong>\u95a2\u6570\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u6a19\u672c\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee3\u308f\u308a\u306b\u6bcd\u96c6\u56e3\u306e\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3057\u305f\u3044\u5834\u5408\u306f\u3001 <strong>ddof=0<\/strong>\u5f15\u6570\u3092\u4f7f\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#calculate population standard deviation for each row\n<\/span>df. <span style=\"color: #3366ff;\">std<\/span> (axis= <span style=\"color: #008000;\">1<\/span> , ddof= <span style=\"color: #008000;\">0<\/span> , numeric_only= <span style=\"color: #008000;\">True<\/span> )\n\n0 4.747351\n1 5.881366\n2 4.807037\n3 3.384910\n4 3.983518\n5 3.915150\n6 4.892772\n7 8.091179\ndtype:float64\n<\/span><\/span><\/strong><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u95a2\u9023:<\/strong><a href=\"https:\/\/statorials.org\/ja\" target=\"_blank\" rel=\"noopener\">\u4eba\u53e3\u3068\u30b5\u30f3\u30d7\u30eb\u6a19\u6e96\u504f\u5dee: \u305d\u308c\u305e\u308c\u3092\u3044\u3064\u4f7f\u7528\u3059\u308b\u304b<\/a><\/span><\/p>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">\u6a19\u6e96\u504f\u5dee\u5024\u3092\u65b0\u3057\u3044\u5217\u306b\u5272\u308a\u5f53\u3066\u308b\u306b\u306f\u3001\u6b21\u306e\u69cb\u6587\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#add new column to display standard deviation for each row\n<\/span>df[' <span style=\"color: #ff0000;\">std_points<\/span> '] = df. <span style=\"color: #3366ff;\">std<\/span> (axis= <span style=\"color: #008000;\">1<\/span> , numeric_only= <span style=\"color: #008000;\">True<\/span> )\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  player game1 game2 game3 game4 points_std\n0 A 18 5 11 9 5.439056\n1 B 22 7 8 8 7.182154\n2 C 19 7 10 8 5.477226\n3 D 14 9 6 9 3.316625\n4 E 14 12 6 14 3.785939\n5 F 11 9 5 15 4.163332\n6 G 20 9 9 10 5.354126\n7:28 AM 4 12 11 10.144785<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\"><strong>game1<\/strong> \u3001 <strong>game2<\/strong> \u3001 <strong>game3<\/strong> \u3001 <strong>game4<\/strong>\u5217\u306e\u5404\u884c\u306e\u5024\u306e\u6a19\u6e96\u504f\u5dee\u304c<strong>Points_std<\/strong>\u5217\u306b\u8868\u793a\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u30d1\u30f3\u30c0\u3067\u4ed6\u306e\u4e00\u822c\u7684\u306a\u64cd\u4f5c\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ja\/pandas\u30c6\u3099\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306f\u6700\u521d\u306e\u884c\u3092\u53d6\u5f97\u3057\u307e\u3059\/\" target=\"_blank\" rel=\"noopener\">Pandas DataFrame \u306e\u6700\u521d\u306e\u884c\u3092\u53d6\u5f97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30cf\u309a\u30f3\u30bf\u3099\u306f\u6700\u521d\u306e\u884c\u3092\u30c8\u3099\u30ed\u30c3\u30d5\u309a\u3057\u307e\u3059\/\" target=\"_blank\" rel=\"noopener\">Pandas DataFrame \u306e\u6700\u521d\u306e\u884c\u3092\u524a\u9664\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30cf\u309a\u30f3\u30bf\u3099\u306f\u884c\u3092\u633f\u5165\u3057\u307e\u3059\/\" target=\"_blank\" rel=\"noopener\">Pandas DataFrame \u306b\u884c\u3092\u633f\u5165\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6b21\u306e\u57fa\u672c\u69cb\u6587\u3092\u4f7f\u7528\u3057\u3066\u3001pandas DataFrame \u306e\u5404\u884c\u306e\u5024\u306e\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002 df. std (axis= 1 , numeric_only= True ) axis=1\u5f15\u6570\u306f\u3001\u30d1\u30f3\u30c0\u306b (\u5404\u5217\u3067\u306f\u306a\u304f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-4070","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u30d1\u30f3\u30c0: 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