{"id":4915,"date":"2022-08-27T00:35:09","date_gmt":"2022-08-26T15:35:09","guid":{"rendered":"https:\/\/obenkyolab.com\/?p=4915"},"modified":"2022-09-03T00:31:23","modified_gmt":"2022-09-02T15:31:23","slug":"python%e3%81%a7%e7%b0%a1%e5%8d%98%e3%81%ab%e9%87%8d%e5%9b%9e%e5%b8%b0%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/obenkyolab.com\/?p=4915","title":{"rendered":"Python statsmodels\u3067\u91cd\u56de\u5e30\u5206\u6790\u3092\u3059\u308b"},"content":{"rendered":"\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_80 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/obenkyolab.com\/?p=4915\/#%E6%A6%82%E8%A6%81\" >\u6982\u8981<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/obenkyolab.com\/?p=4915\/#%E7%92%B0%E5%A2%83\" >\u74b0\u5883<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/obenkyolab.com\/?p=4915\/#%E3%83%87%E3%83%BC%E3%82%BF%E6%BA%96%E5%82%99\" >\u30c7\u30fc\u30bf\u6e96\u5099<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/obenkyolab.com\/?p=4915\/#%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\" >\u30e9\u30a4\u30d6\u30e9\u30ea\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/obenkyolab.com\/?p=4915\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E8%AA%AD%E3%81%BF%E8%BE%BC%E3%81%BF\" >\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/obenkyolab.com\/?p=4915\/#%E9%87%8D%E5%9B%9E%E5%B8%B0%E5%88%86%E6%9E%90\" >\u91cd\u56de\u5e30\u5206\u6790<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/obenkyolab.com\/?p=4915\/#%E7%B5%90%E6%9E%9C%E3%81%AE%E8%A6%8B%E6%96%B9\" >\u7d50\u679c\u306e\u898b\u65b9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/obenkyolab.com\/?p=4915\/#%E3%81%BE%E3%81%A8%E3%82%81\" >\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%A6%82%E8%A6%81\"><\/span>\u6982\u8981<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Python\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308bstatsmodels\u3092\u4f7f\u3046\u3053\u3068\u3067\u91cd\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3067\u306f\u306a\u304f\u3001statsmodels\u306e\u4f7f\u3044\u65b9\u306b\u306a\u308c\u308b\u3053\u3068\u3092\u76ee\u7684\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%92%B0%E5%A2%83\"><\/span>\u74b0\u5883<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>Python 3.8.6<\/li><li>statsmodels 0.13.2<\/li><\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E6%BA%96%E5%82%99\"><\/span>\u30c7\u30fc\u30bf\u6e96\u5099<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4eca\u56de\u306fkaggle\u306bOpenDatabase\u3068\u3057\u3066\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u3066\u3044\u308bRed Wine Quality\u306e\u30c7\u30fc\u30bf\u3092\u4f8b\u306b\u4f7f\u3044\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u307e\u305a\u306f\u3053\u306e\u30c7\u30fc\u30bf\u3092Kaggle\u306e\u30b5\u30a4\u30c8\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.kaggle.com\/datasets\/uciml\/red-wine-quality-cortez-et-al-2009\">Red Wine Quality | Kaggle<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\"><\/span>\u30e9\u30a4\u30d6\u30e9\u30ea\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u91cd\u56de\u5e30\u5206\u6790\u306b\u4f7f\u7528\u3059\u308bstatsmodels\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>pip install statsmodels<\/code><\/pre><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E8%AA%AD%E3%81%BF%E8%BE%BC%E3%81%BF\"><\/span>\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u307e\u305a\u306f\u3001\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import pandas as pd\ndf = pd.read_csv(&#39;winequality-red.csv&#39;)\ndf.head()<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/08\/image-700x128.png\" alt=\"\" class=\"wp-image-4917\" width=\"837\" height=\"153\" srcset=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/08\/image-700x128.png 700w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/08\/image-300x55.png 300w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/08\/image-768x141.png 768w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/08\/image.png 921w\" sizes=\"auto, (max-width: 837px) 100vw, 837px\" \/><\/figure>\n\n\n\n<p>quality\u304c\u5fdc\u7b54\u5909\u6570\u3067\u3001\u305d\u306e\u307b\u304b\u306e\u5217\u3092\u8aac\u660e\u5909\u6570\u3068\u3057\u3066\u6271\u3048\u3070\u826f\u3055\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%87%8D%E5%9B%9E%E5%B8%B0%E5%88%86%E6%9E%90\"><\/span>\u91cd\u56de\u5e30\u5206\u6790<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u65e9\u901f\u91cd\u56de\u5e30\u5206\u6790\u3092\u884c\u3044\u307e\u3059\u3002statsmodels\u306f\u975e\u5e38\u306b\u4fbf\u5229\u3067\u6a19\u6e96\u5316\u306a\u3069\u3092\u884c\u308f\u306a\u3044\u306a\u3089\u307b\u3093\u306e\u6570\u884c\u3067\u91cd\u56de\u5e30\u5206\u6790\u306e\u7d50\u679c\u3092\u51fa\u305b\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import statsmodels.api as sm\n\n#quality\u5217\u4ee5\u5916\u3092\u8aac\u660e\u5909\u6570\u3068\u3057\u3066\u62bd\u51fa\nX = df[df.columns[:-1]]\n\n#\u5b9a\u6570\u9805\u306e\u8ffd\u52a0\nX = sm.add_constant(X)\n\n#\u5fdc\u7b54\u5909\u6570\u306e\u8a2d\u5b9a\ny = df[&#39;quality&#39;]\n\n#\u30e2\u30c7\u30eb\u751f\u6210(OLS\u306f\u6700\u5c0f\u4e8c\u4e57\u6cd5)\nmodel = sm.OLS(y,X)\nresult = model.fit()\n\n#\u7d50\u679c\u8868\u793a\nresult.summary()<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"432\" height=\"781\" src=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/08\/image-1.png\" alt=\"\" class=\"wp-image-4918\" srcset=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/08\/image-1.png 432w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/08\/image-1-166x300.png 166w\" sizes=\"auto, (max-width: 432px) 100vw, 432px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%B5%90%E6%9E%9C%E3%81%AE%E8%A6%8B%E6%96%B9\"><\/span>\u7d50\u679c\u306e\u898b\u65b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u7c21\u5358\u306b\u7d50\u679c\u3092\u51fa\u305b\u305f\u306e\u306f\u826f\u3044\u3067\u3059\u304c\u3001\u7d50\u679c\u306e\u898b\u65b9\u304c\u5206\u304b\u3089\u306a\u3044\u3068\u610f\u5473\u304c\u306a\u3044\u305f\u3081\u3001\u8abf\u3079\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>Dep. Variable<\/strong><\/p>\n\n\n\n<p>\u5fdc\u7b54\u5909\u6570\u3068\u3057\u3066\u6307\u5b9a\u3057\u305f\u9805\u76ee\u3001\u3064\u307e\u308a\u30e2\u30c7\u30eb\u4f5c\u6210\u6642\u306by\u306e\u5024\u3068\u3057\u3066\u6307\u5b9a\u3057\u305f\u3082\u306e\u304c\u5165\u308a\u307e\u3059\u3002\u4eca\u56de\u306f\u5fdc\u7b54\u5909\u6570\u3068\u3057\u3066quality\u3092\u6307\u5b9a\u3057\u3066\u3044\u308b\u305f\u3081\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>Model<\/strong><\/p>\n\n\n\n<p>\u3069\u3093\u306a\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u304b\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002OLS\u306fOrdinary Least Sqauares\u306e\u3053\u3068\u3067\u4e00\u822c\u7684\u306b\u3044\u3046\u6700\u5c0f\u4e8c\u4e57\u6cd5\u3092\u4f7f\u7528\u3057\u305f\u30e2\u30c7\u30eb\u306e\u3053\u3068\u3067\u3059\u3002model\u4f5c\u6210\u6642\u306bOLS\u3092\u6307\u5b9a\u3057\u305f\u305f\u3081\u3053\u308c\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>Method <\/strong><\/p>\n\n\n\n<p>\u3053\u3061\u3089\u3082\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6c7a\u5b9a\u624b\u6cd5\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002Least Squares\u306f\u6700\u5c0f\u4e8c\u4e57\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>Date, Time<\/strong><\/p>\n\n\n\n<p>\u30b5\u30de\u30ea\u306e\u8868\u793a\u3092\u5b9f\u884c\u3057\u305f\u65e5\u6642\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>No. Observations<\/strong><\/p>\n\n\n\n<p>\u89b3\u6e2c\u6570\u3001\u3064\u307e\u308a\u30c7\u30fc\u30bf\u306e\u6570\u3067\u3059\u3002\u4eca\u56de\u306f1599\u3067len(df)\u306e\u7d50\u679c\u3068\u4e00\u81f4\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><strong>Df Residuals<\/strong><\/p>\n\n\n\n<p>\u5206\u6563\u5206\u6790\u8868\u306e\u6b8b\u5dee\u306b\u304a\u3051\u308b\u81ea\u7531\u5ea6\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u6b8b\u5dee\u306e\u81ea\u7531\u5ea6\u306f[\u30c7\u30fc\u30bf\u6570n] &#8211; [\u8aac\u660e\u5909\u6570\u306e\u6570] &#8211; 1\u3000\u3068\u306a\u308a\u307e\u3059\u3002\u4eca\u56de\u306e\u5834\u5408\u3001\u30c7\u30fc\u30bf\u6570\u304c1599\u3067\u8aac\u660e\u5909\u6570\u306e\u6570\u304c11\u3067\u3059\u306e\u3067\u30011599 &#8211; 11 -1 = 1587 \u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>Df Model<\/strong><\/p>\n\n\n\n<p>\u8aac\u660e\u5909\u6570\u306e\u6570\u306711\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>Covariance Type<\/strong><\/p>\n\n\n\n<p>\u8aac\u660e\u5909\u6570\u9593\u306e\u5171\u5206\u6563\u306e\u30bf\u30a4\u30d7\u3092\u8868\u3057\u307e\u3059\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u3067nonrobust\u3068\u306a\u3063\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>R-squared<\/strong><\/p>\n\n\n\n<p>\u6c7a\u5b9a\u4fc2\u6570\u3092\u8868\u3057\u307e\u3059\u3002\u56de\u5e30\u306e\u5e73\u65b9\u548c\u3092\u76ee\u7684\u5909\u6570\u306e\u7dcf\u5e73\u65b9\u548c\u3067\u5272\u3063\u305f\u3082\u306e\u304c\u6c7a\u5b9a\u4fc2\u6570\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>Adj. R-sqaured<\/strong><\/p>\n\n\n\n<p>\u81ea\u7531\u5ea6\u8abf\u6574\u6e08\u307f\u6c7a\u5b9a\u4fc2\u6570\u3092\u8868\u3057\u307e\u3059\u3002\u3053\u3061\u3089\u306f\u8aac\u660e\u5909\u6570\u306e\u6570\u3092\u52a0\u5473\u3057\u3066\u8aac\u660e\u5909\u6570\u306e\u6570\u304c\u7570\u306a\u308b\u30e2\u30c7\u30eb\u306e\u6bd4\u8f03\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>F-statistic<\/strong><\/p>\n\n\n\n<p>F\u7d71\u8a08\u91cf\u3067\u3059\u3002\u8a08\u7b97\u3055\u308c\u305f\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u8aac\u660e\u5909\u6570\u306e\u4e2d\u306b\u610f\u5473\u306e\u3042\u308b\u5909\u6570\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u306e\u691c\u5b9a\u306b\u4f7f\u7528\u3067\u304d\u308b\u3067\u304d\u308b\u5024\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>Prob (F-statistic)<\/strong><\/p>\n\n\n\n<p>F\u7d71\u8a08\u91cf\u306e\u5b9f\u73fe\u5024\uff08p\u5024\uff09\u3067\u3059\u3002\u4eca\u56de\u306f\u5341\u5206\u5c0f\u3055\u3044\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>Log-Liklihood<\/strong><\/p>\n\n\n\n<p>\u5bfe\u6570\u5c24\u5ea6\u3067\u3059\u3002\u6c42\u3081\u305f\u56de\u5e30\u30e2\u30c7\u30eb\u304b\u3089\u6a19\u672c\u306e\u5c24\u3082\u3089\u3057\u3055\u3092\u8a55\u4fa1\u3059\u308b\u5024\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>AIC<\/strong><\/p>\n\n\n\n<p>\u8d64\u6c60\u60c5\u5831\u91cf\u57fa\u6e96\u3067\u3059\u3002\u5c0f\u3055\u3044\u307b\u3069\u826f\u3044\u3068\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>BIC<\/strong><\/p>\n\n\n\n<p>\u30d9\u30a4\u30ba\u60c5\u5831\u91cf\u57fa\u6e96\u3067\u3059\u3002\u5c0f\u3055\u3044\u307b\u3069\u826f\u3044\u3068\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>statisticmodels\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3082\u306e\u3059\u3054\u304f\u7c21\u5358\u306b\u91cd\u56de\u5e30\u5206\u6790\u306e\u30b5\u30de\u30ea\u3092\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u305f\u3060\u3001\u5b9f\u969b\u306e\u91cd\u56de\u5e30\u5206\u6790\u306e\u969b\u306b\u306f\u3053\u306e\u30b5\u30de\u30ea\u3060\u3051\u3067\u306a\u304f\u3001\u4ed6\u306e\u6307\u6a19\u306a\u3069\u3082\u30b0\u30e9\u30d5\u5316\u306a\u3069\u3057\u3066\u63cf\u753b\u3057\u306a\u304c\u3089\u591a\u89d2\u7684\u306b\u898b\u3066\u3044\u304f\u5fc5\u8981\u304c\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6982\u8981 Python\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308bstatsmodels\u3092\u4f7f\u3046\u3053\u3068&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":1218,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_locale":"ja","_original_post":"https:\/\/obenkyolab.com\/?p=4915","footnotes":""},"categories":[7,6],"tags":[],"class_list":["post-4915","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-6","ja"],"_links":{"self":[{"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/posts\/4915","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4915"}],"version-history":[{"count":15,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/posts\/4915\/revisions"}],"predecessor-version":[{"id":4945,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/posts\/4915\/revisions\/4945"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/media\/1218"}],"wp:attachment":[{"href":"https:\/\/obenkyolab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4915"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4915"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4915"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}