{"id":2467,"date":"2023-07-22T03:25:54","date_gmt":"2023-07-22T03:25:54","guid":{"rendered":"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88\/"},"modified":"2023-07-22T03:25:54","modified_gmt":"2023-07-22T03:25:54","slug":"python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88\/","title":{"rendered":"Python \u3067 white \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u30db\u30ef\u30a4\u30c8\u306e\u691c\u5b9a\u306f\u3001<\/strong>\u56de\u5e30\u30e2\u30c7\u30eb\u306b<a href=\"https:\/\/statorials.org\/ja\/\u4e0d\u5747\u4e00\u5206\u6563\u6027\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener\">\u4e0d\u5747\u4e00\u5206\u6563\u6027<\/a>\u304c\u5b58\u5728\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e0d\u5747\u4e00\u5206\u6563\u6027\u3068\u306f\u3001<a href=\"https:\/\/statorials.org\/ja\/\u5909\u6570\u306e\u8aac\u660e\u5fdc\u7b54\/\" target=\"_blank\" rel=\"noopener\">\u5fdc\u7b54\u5909\u6570<\/a>\u306e\u3055\u307e\u3056\u307e\u306a\u30ec\u30d9\u30eb\u3067\u306e<a href=\"https:\/\/statorials.org\/ja\/\u6b8b\u57fa\/\" target=\"_blank\" rel=\"noopener\">\u6b8b\u5dee<\/a>\u306e\u4e0d\u5747\u4e00\u306a\u5206\u6563\u3092\u6307\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u5fdc\u7b54\u5909\u6570\u306e\u5404\u30ec\u30d9\u30eb\u3067\u6b8b\u5dee\u304c\u5747\u7b49\u306b\u5206\u6563\u3057\u3066\u3044\u308b\u3068\u3044\u3046<a href=\"https:\/\/statorials.org\/ja\/\u7dda\u5f62\u56de\u5e30\u306e\u4eee\u5b9a\/\" target=\"_blank\" rel=\"noopener\">\u4eee\u5b9a<\/a>\u306b\u9055\u53cd\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u4f8b\u306f\u3001Python \u3067\u30db\u30ef\u30a4\u30c8\u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3057\u3066\u3001\u7279\u5b9a\u306e\u56de\u5e30\u30e2\u30c7\u30eb\u3067\u4e0d\u5747\u4e00\u5206\u6563\u6027\u304c\u554f\u984c\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><strong>\u30b9\u30c6\u30c3\u30d7 1: \u30c7\u30fc\u30bf\u3092\u30ed\u30fc\u30c9\u3059\u308b<\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u3053\u306e\u4f8b\u3067\u306f\u3001 <strong>mtcars<\/strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3066<a href=\"https:\/\/statorials.org\/ja\/\u91cd\u7dda\u5f62\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener\">\u91cd\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u3092<\/a>\u8fd1\u4f3c\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092 pandas DataFrame \u306b\u30ed\u30fc\u30c9\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">linear_model<\/span> <span style=\"color: #008000;\">import<\/span> LinearRegression\n<span style=\"color: #008000;\">from<\/span> statsmodels. <span style=\"color: #3366ff;\">stats<\/span> . <span style=\"color: #3366ff;\">diagnostic<\/span> <span style=\"color: #008000;\">import<\/span> het_white\n<span style=\"color: #008000;\">import<\/span> statsmodels. <span style=\"color: #3366ff;\">api<\/span> <span style=\"color: #008000;\">as<\/span> sm\n<span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#define URL where dataset is located\n<\/span>url = \"https:\/\/raw.githubusercontent.com\/Statorials\/Python-Guides\/main\/mtcars.csv\"\n\n<span style=\"color: #008080;\">#read in data\n<\/span>data = pd. <span style=\"color: #3366ff;\">read_csv<\/span> (url)\n\n<span style=\"color: #008080;\">#view summary of data\n<\/span>data. <span style=\"color: #3366ff;\">info<\/span> ()\n\n&lt;class 'pandas.core.frame.DataFrame'&gt;\nRangeIndex: 32 entries, 0 to 31\nData columns (total 12 columns):\n # Column Non-Null Count Dtype  \n--- ------ -------------- -----  \n 0 model 32 non-null object \n 1 mpg 32 non-null float64\n 2 cyl 32 non-null int64  \n 3 disp 32 non-null float64\n 4 hp 32 non-null int64  \n 5 drat 32 non-null float64\n 6 wt 32 non-null float64\n 7 qsec 32 non-null float64\n 8 vs 32 non-null int64  \n 9 am 32 non-null int64  \n 10 gear 32 non-null int64  \n 11 carb 32 non-null int64  \ndtypes: float64(5), int64(6), object(1)\n<\/strong><\/pre>\n<h3><strong>\u30b9\u30c6\u30c3\u30d7 2: \u56de\u5e30\u30e2\u30c7\u30eb\u3092\u5f53\u3066\u306f\u3081\u308b<\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306b\u3001\u5fdc\u7b54\u5909\u6570\u3068\u3057\u3066<strong>mpg \u3092<\/strong>\u4f7f\u7528\u3057\u30012 \u3064\u306e\u4e88\u6e2c\u5909\u6570\u3068\u3057\u3066<strong>disp<\/strong>\u3068<strong>hp<\/strong>\u3092\u4f7f\u7528\u3057\u3066\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u8fd1\u4f3c\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define response variable\n<\/span>y = data[' <span style=\"color: #ff0000;\">mpg<\/span> ']\n\n<span style=\"color: #008080;\">#define predictor variables\n<\/span>x = data[[' <span style=\"color: #ff0000;\">disp<\/span> ', ' <span style=\"color: #ff0000;\">hp<\/span> ']]\n\n<span style=\"color: #008080;\">#add constant to predictor variables\n<\/span>x = sm. <span style=\"color: #3366ff;\">add_constant<\/span> (x)\n\n<span style=\"color: #008080;\">#fit regression model\n<\/span>model = sm. <span style=\"color: #3366ff;\">OLS<\/span> (y,x). <span style=\"color: #3366ff;\">fit<\/span> ()<\/strong><\/pre>\n<h3><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 3: \u30db\u30ef\u30a4\u30c8\u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306b\u3001statsmodels \u30d1\u30c3\u30b1\u30fc\u30b8\u306e<a href=\"https:\/\/www.statsmodels.org\/dev\/generated\/statsmodels.stats.diagnostic.het_white.html\" target=\"_blank\" rel=\"noopener\">het_white()<\/a>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3057\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306b\u4e0d\u5747\u4e00\u5206\u6563\u6027\u304c\u5b58\u5728\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#perform White's test\n<\/span>white_test = het_white(model. <span style=\"color: #3366ff;\">resid<\/span> , model. <span style=\"color: #3366ff;\">model<\/span> . <span style=\"color: #3366ff;\">exog<\/span> )\n\n<span style=\"color: #008080;\">#define labels to use for output of White's test\n<\/span>labels = ['Test Statistic', 'Test Statistic p-value', 'F-Statistic', 'F-Test p-value']\n\n<span style=\"color: #008080;\">#print results of White's test\n<span style=\"color: #008000;\">print<\/span><\/span> (dict(zip(labels, white_test)))\n\n{'Test Statistic': 7.076620330416624, 'Test Statistic p-value': 0.21500404394263936,\n 'F-Statistic': 1.4764621093131864, 'F-Test p-value': 0.23147065943879694}<\/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;\">\u691c\u5b9a\u7d71\u8a08\u91cf\u306f<sup>X2<\/sup> = <strong>7.0766<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5bfe\u5fdc\u3059\u308b p \u5024\u306f<strong>0.215<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u30db\u30ef\u30a4\u30c8\u691c\u5b9a\u3067\u306f\u3001\u6b21\u306e\u5e30\u7121\u4eee\u8aac\u3068\u5bfe\u7acb\u4eee\u8aac\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>Null (H <sub>0<\/sub> )<\/strong> : \u7b49\u5206\u6563\u6027\u304c\u5b58\u5728\u3057\u307e\u3059 (\u6b8b\u5dee\u3082\u5206\u6563\u3057\u3066\u3044\u307e\u3059)<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u4ee3\u66ff ( <sub>HA<\/sub> ): \u4e0d<\/strong>\u5747\u4e00\u5206\u6563\u6027\u304c\u5b58\u5728\u3057\u307e\u3059 (\u6b8b\u5dee\u304c\u5747\u7b49\u306b\u5206\u6563\u3055\u308c\u3066\u3044\u306a\u3044)<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">p \u5024\u306f 0.05 \u672a\u6e80\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3067\u304d\u307e\u305b\u3093\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306b\u4e0d\u5747\u4e00\u5206\u6563\u6027\u304c\u5b58\u5728\u3059\u308b\u3068\u4e3b\u5f35\u3059\u308b\u5341\u5206\u306a\u8a3c\u62e0\u304c\u306a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><strong>\u6b21\u306f\u3069\u3046\u3059\u308b<\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u30db\u30ef\u30a4\u30c8\u306e\u691c\u5b9a\u306e\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3067\u304d\u306a\u304b\u3063\u305f\u5834\u5408\u3001\u4e0d\u5747\u4e00\u5206\u6563\u6027\u306f\u5b58\u5728\u3057\u306a\u3044\u305f\u3081\u3001\u5143\u306e\u56de\u5e30\u306e\u7d50\u679c\u306e\u89e3\u91c8\u306b\u9032\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3060\u3057\u3001\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3057\u305f\u5834\u5408\u3001\u305d\u308c\u306f\u4e0d\u5747\u4e00\u5206\u6563\u304c\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u3001\u56de\u5e30\u51fa\u529b\u30c6\u30fc\u30d6\u30eb\u306b\u8868\u793a\u3055\u308c\u308b\u6a19\u6e96\u8aa4\u5dee\u306f\u4fe1\u983c\u3067\u304d\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u306b\u306f\u3001\u6b21\u306e 2 \u3064\u306e\u4e00\u822c\u7684\u306a\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u5fdc\u7b54\u5909\u6570\u3092\u5909\u63db\u3057\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u5fdc\u7b54\u5909\u6570\u306b\u5bfe\u3057\u3066\u5909\u63db\u3092\u5b9f\u884c\u3057\u3066\u307f\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u5fdc\u7b54\u5909\u6570\u306e<a href=\"https:\/\/statorials.org\/ja\/python\u3066\u3099\u30c6\u3099\u30fc\u30bf\u3092\u5909\u63db\u3059\u308b\/\" target=\"_blank\" rel=\"noopener\">\u5bfe\u6570\u3001\u5e73\u65b9\u6839\u3001\u7acb\u65b9\u6839\u3092<\/a>\u53d6\u5f97\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4e0d\u5747\u4e00\u5206\u6563\u6027\u304c\u6d88\u5931\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. \u91cd\u307f\u4ed8\u3051\u56de\u5e30\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91cd\u307f\u4ed8\u304d\u56de\u5e30\u3067\u306f\u3001\u8fd1\u4f3c\u5024\u306e\u5206\u6563\u306b\u57fa\u3065\u3044\u3066\u5404\u30c7\u30fc\u30bf \u30dd\u30a4\u30f3\u30c8\u306b\u91cd\u307f\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u307e\u3059\u3002\u57fa\u672c\u7684\u306b\u3001\u3053\u308c\u306b\u3088\u308a\u3001\u5206\u6563\u304c\u5927\u304d\u3044\u30c7\u30fc\u30bf \u30dd\u30a4\u30f3\u30c8\u306b\u4f4e\u3044\u91cd\u307f\u304c\u4e0e\u3048\u3089\u308c\u3001\u6b8b\u5dee\u4e8c\u4e57\u304c\u6e1b\u5c11\u3057\u307e\u3059\u3002\u9069\u5207\u306a\u91cd\u307f\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u4e0d\u5747\u4e00\u5206\u6563\u6027\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python \u306e\u7dda\u5f62\u56de\u5e30\u306b\u95a2\u3059\u308b\u8ffd\u52a0\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ja\/\u7dda\u5f62\u56de\u5e30python\/\" target=\"_blank\" rel=\"noopener\">Python \u306e\u7dda\u5f62\u56de\u5e30\u306e\u5b8c\u5168\u30ac\u30a4\u30c9<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/python\u6b8b\u5dee\u30af\u3099\u30e9\u30d5\/\" target=\"_blank\" rel=\"noopener\">Python \u3067\u6b8b\u5dee\u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/python\u3066\u3099vive\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\/\" target=\"_blank\" rel=\"noopener\">Python \u3067 VIF \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30db\u30ef\u30a4\u30c8\u306e\u691c\u5b9a\u306f\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306b\u4e0d\u5747\u4e00\u5206\u6563\u6027\u304c\u5b58\u5728\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u4e0d\u5747\u4e00\u5206\u6563\u6027\u3068\u306f\u3001\u5fdc\u7b54\u5909\u6570\u306e\u3055\u307e\u3056\u307e\u306a\u30ec\u30d9\u30eb\u3067\u306e\u6b8b\u5dee\u306e\u4e0d\u5747\u4e00\u306a\u5206\u6563\u3092\u6307\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u5fdc\u7b54\u5909\u6570\u306e\u5404\u30ec\u30d9\u30eb\u3067\u6b8b\u5dee\u304c\u5747\u7b49\u306b\u5206\u6563\u3057\u3066\u3044 [&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-2467","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>Python \u3067 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7) - Statology<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5b8c\u5168\u306a\u4f8b\u3092\u4f7f\u7528\u3057\u3066\u3001Python \u3067 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/ja\/python\u306e\u30db\u30ef\u30a4\u30c8\u30c6\u30b9\u30c8\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python \u3067 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7) - Statology\" \/>\n<meta property=\"og:description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5b8c\u5168\u306a\u4f8b\u3092\u4f7f\u7528\u3057\u3066\u3001Python \u3067 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ja\/python\u306e\u30db\u30ef\u30a4\u30c8\u30c6\u30b9\u30c8\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-22T03:25:54+00:00\" \/>\n<meta name=\"author\" content=\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88\/\",\"url\":\"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88\/\",\"name\":\"Python \u3067 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7) - Statology\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/ja\/#website\"},\"datePublished\":\"2023-07-22T03:25:54+00:00\",\"dateModified\":\"2023-07-22T03:25:54+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83\"},\"description\":\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5b8c\u5168\u306a\u4f8b\u3092\u4f7f\u7528\u3057\u3066\u3001Python \u3067 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u5bb6\",\"item\":\"https:\/\/statorials.org\/ja\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python \u3067 white \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/ja\/#website\",\"url\":\"https:\/\/statorials.org\/ja\/\",\"name\":\"Statorials\",\"description\":\"\u7d71\u8a08\u80fd\u529b\u3078\u306e\u30ac\u30a4\u30c9\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/ja\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"ja\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83\",\"name\":\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/image\/\",\"url\":\"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\"},\"description\":\"\u79c1\u306f\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u3067\u3059\u3002\u9000\u8077\u3057\u305f\u7d71\u8a08\u6559\u6388\u304b\u3089\u3001\u5c02\u4efb\u306e Statorials \u6559\u80b2\u8005\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u7d71\u8a08\u5206\u91ce\u306b\u304a\u3051\u308b\u8c4a\u5bcc\u306a\u7d4c\u9a13\u3068\u5c02\u9580\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u3066\u3001\u79c1\u306f Statorials \u3092\u901a\u3058\u3066\u5b66\u751f\u306b\u529b\u3092\u4e0e\u3048\u308b\u305f\u3081\u306b\u81ea\u5206\u306e\u77e5\u8b58\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u306b\u5c3d\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u3082\u3063\u3068\u77e5\u308b\",\"sameAs\":[\"http:\/\/statorials.org\/ja\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Python \u3067 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7) - Statology","description":"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5b8c\u5168\u306a\u4f8b\u3092\u4f7f\u7528\u3057\u3066\u3001Python \u3067 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/ja\/python\u306e\u30db\u30ef\u30a4\u30c8\u30c6\u30b9\u30c8\/","og_locale":"ja_JP","og_type":"article","og_title":"Python \u3067 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7) - Statology","og_description":"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5b8c\u5168\u306a\u4f8b\u3092\u4f7f\u7528\u3057\u3066\u3001Python \u3067 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002","og_url":"https:\/\/statorials.org\/ja\/python\u306e\u30db\u30ef\u30a4\u30c8\u30c6\u30b9\u30c8\/","og_site_name":"Statorials","article_published_time":"2023-07-22T03:25:54+00:00","author":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"1\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88\/","url":"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88\/","name":"Python \u3067 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7) - Statology","isPartOf":{"@id":"https:\/\/statorials.org\/ja\/#website"},"datePublished":"2023-07-22T03:25:54+00:00","dateModified":"2023-07-22T03:25:54+00:00","author":{"@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83"},"description":"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5b8c\u5168\u306a\u4f8b\u3092\u4f7f\u7528\u3057\u3066\u3001Python \u3067 White \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002","breadcrumb":{"@id":"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%83%9b%e3%83%af%e3%82%a4%e3%83%88%e3%83%86%e3%82%b9%e3%83%88\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u5bb6","item":"https:\/\/statorials.org\/ja\/"},{"@type":"ListItem","position":2,"name":"Python \u3067 white \u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7)"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/ja\/#website","url":"https:\/\/statorials.org\/ja\/","name":"Statorials","description":"\u7d71\u8a08\u80fd\u529b\u3078\u306e\u30ac\u30a4\u30c9","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/ja\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"ja"},{"@type":"Person","@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83","name":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/image\/","url":"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb"},"description":"\u79c1\u306f\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u3067\u3059\u3002\u9000\u8077\u3057\u305f\u7d71\u8a08\u6559\u6388\u304b\u3089\u3001\u5c02\u4efb\u306e Statorials \u6559\u80b2\u8005\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u7d71\u8a08\u5206\u91ce\u306b\u304a\u3051\u308b\u8c4a\u5bcc\u306a\u7d4c\u9a13\u3068\u5c02\u9580\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u3066\u3001\u79c1\u306f Statorials \u3092\u901a\u3058\u3066\u5b66\u751f\u306b\u529b\u3092\u4e0e\u3048\u308b\u305f\u3081\u306b\u81ea\u5206\u306e\u77e5\u8b58\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u306b\u5c3d\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u3082\u3063\u3068\u77e5\u308b","sameAs":["http:\/\/statorials.org\/ja"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts\/2467","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/comments?post=2467"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts\/2467\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/media?parent=2467"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/categories?post=2467"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/tags?post=2467"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}