{"id":198,"date":"2024-04-14T15:33:50","date_gmt":"2024-04-14T06:33:50","guid":{"rendered":"https:\/\/chocottopro.com\/?p=198"},"modified":"2024-05-07T07:34:04","modified_gmt":"2024-05-06T22:34:04","slug":"%e3%80%8cstatsmodels%e3%83%9e%e3%82%b9%e3%82%bf%e3%83%bc%e3%81%b8%e3%81%ae%e9%81%93%e3%80%91python%e3%81%a7%e7%b5%b1%e8%a8%88%e3%83%a2%e3%83%87%e3%83%aa%e3%83%b3%e3%82%b0%e3%82%92%e5%ad%a6%e3%81%b6","status":"publish","type":"post","link":"https:\/\/chocottopro.com\/?p=198","title":{"rendered":"\u300cstatsmodels\u30de\u30b9\u30bf\u30fc\u3078\u306e\u9053\u3011Python\u3067\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5b66\u3076\u5b8c\u5168\u30ac\u30a4\u30c9\u3010\u521d\u5fc3\u8005\u5411\u3051\u3011"},"content":{"rendered":"\n<p>Python\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u5206\u6790\u306e\u73fe\u5834\u3067\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308bstatsmodels\u30e9\u30a4\u30d6\u30e9\u30ea\u3002\u56de\u5e30\u5206\u6790\u304b\u3089\u6642\u7cfb\u5217\u5206\u6790\u307e\u3067\u3001\u5e45\u5e83\u3044\u7d71\u8a08\u624b\u6cd5\u306b\u5bfe\u5fdc\u3057\u305f\u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4f7f\u3044\u65b9\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308c\u3070\u3001\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u30b9\u30ad\u30eb\u304c\u5927\u304d\u304f\u5411\u4e0a\u3057\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001statsmodels\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u304b\u3089\u5fdc\u7528\u7684\u306a\u4e8b\u4f8b\u307e\u3067\u3001\u521d\u5fc3\u8005\u306b\u3082\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-sgb-block-simple sgb-box-simple sgb-box-simple--title-normal sgb-box-simple--with-border\"><div style=\"background-color:var(--wp--preset--color--sango-main);color:#FFF\" class=\"sgb-box-simple__title\">\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3060\u3089\u308f\u304b\u308b\u3053\u3068<\/div><div class=\"sgb-box-simple__body\" style=\"border-color:var(--wp--preset--color--sango-main);background-color:#FFF\">\n<ul class=\"wp-block-list\">\n<li>statsmodels\u306e\u6982\u8981\u3068\u7279\u5fb4<\/li>\n\n\n\n<li>\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5b66\u3076\u610f\u7fa9\u3068statsmodels\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8<\/li>\n\n\n\n<li>statsmodels\u3092\u4f7f\u3063\u305f\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u57fa\u672c\u7684\u306a\u6d41\u308c<\/li>\n\n\n\n<li>\u56de\u5e30\u5206\u6790\u3001\u6642\u7cfb\u5217\u5206\u6790\u306a\u3069\u5177\u4f53\u7684\u306a\u9069\u7528\u4e8b\u4f8b<\/li>\n\n\n\n<li>statsmodels\u6d3b\u7528\u306e\u305f\u3081\u306eTips\u3068\u6ce8\u610f\u70b9<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"toc\"><br \/>\n<b>Warning<\/b>:  Undefined array key \"is_admin\" in <b>\/home\/c7479301\/public_html\/chocottopro.com\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>116<\/b><br \/>\n<br \/>\n<b>Warning<\/b>:  Undefined array key \"is_category_top\" in <b>\/home\/c7479301\/public_html\/chocottopro.com\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>121<\/b><br \/>\n<br \/>\n<b>Warning<\/b>:  Undefined array key \"is_top\" in <b>\/home\/c7479301\/public_html\/chocottopro.com\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>128<\/b><br \/>\n    <div id=\"toc_container\" class=\"sgb-toc--bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <a href=\"#i-0\">statsmodels\u3068\u306f\uff1fPython\u30e6\u30fc\u30b6\u30fc\u304c\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5b66\u3076\u30e1\u30ea\u30c3\u30c8<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-1\">statsmodels\u306e\u6982\u8981\u3068\u7279\u5fb4<\/a>      <\/li>      <li>        <a href=\"#i-2\">\u306a\u305c\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5b66\u3076\u3079\u304d\u304b<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-3\">statsmodels\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-4\">statsmodels\u306b\u3088\u308b\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u57fa\u672c\u30b9\u30c6\u30c3\u30d7<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-5\">1. \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u524d\u51e6\u7406<\/a>      <\/li>      <li>        <a href=\"#i-6\">2. \u7d71\u8a08\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9<\/a>      <\/li>      <li>        <a href=\"#i-7\">3. \u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3068\u8a55\u4fa1<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-8\">4. \u7d50\u679c\u306e\u89e3\u91c8\u3068\u8003\u5bdf<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-9\">statsmodels\u3092\u4f7f\u3063\u305f\u7d71\u8a08\u30e2\u30c7\u30eb\u306e\u5177\u4f53\u4f8b5\u9078<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-10\">\u5358\u56de\u5e30\u5206\u6790\u306e\u4f8b<\/a>      <\/li>      <li>        <a href=\"#i-11\">\u91cd\u56de\u5e30\u5206\u6790\u306e\u4f8b<\/a>      <\/li>      <li>        <a href=\"#i-12\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u4f8b<\/a>      <\/li>      <li>        <a href=\"#i-13\">\u6642\u7cfb\u5217\u5206\u6790\u306e\u4f8b<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-14\">\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\u306e\u4f8b<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-15\">statsmodels\u6d3b\u7528\u306e\u305f\u3081\u306eTips\u3068\u6ce8\u610f\u70b9<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-16\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u8aad\u3082\u3046<\/a>      <\/li>      <li>        <a href=\"#i-17\">\u30b7\u30f3\u30d7\u30eb\u306a\u30e2\u30c7\u30eb\u304b\u3089\u59cb\u3081\u3088\u3046<\/a>      <\/li>      <li>        <a href=\"#i-18\">\u524d\u63d0\u6761\u4ef6\u306e\u78ba\u8a8d\u3092\u5fd8\u308c\u305a\u306b<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-19\">\u53ef\u8996\u5316\u3067\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u3092\u628a\u63e1\u3057\u3088\u3046<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-20\">\u307e\u3068\u3081\uff1astatsmodels\u3092\u4f7f\u3044\u3053\u306a\u3057\u3066\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u30b9\u30ad\u30eb\u3092\u78e8\u3053\u3046<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-21\">\u672c\u8a18\u4e8b\u306e\u304a\u3055\u3089\u3044<\/a>      <\/li>      <li>        <a href=\"#i-22\">\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u5b66\u7fd2\u306e\u91cd\u8981\u6027<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-23\">\u4eca\u5f8c\u306b\u5411\u3051\u3066<\/a>      <\/li>    <\/ul>  <\/li><\/ul>\n      \n    <\/div><\/div><h2 class=\"wp-block-heading\" id=\"i-0\">statsmodels\u3068\u306f\uff1fPython\u30e6\u30fc\u30b6\u30fc\u304c\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5b66\u3076\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-1\">statsmodels\u306e\u6982\u8981\u3068\u7279\u5fb4<\/h3>\n\n\n\n<p>statsmodels\u306f\u3001Python\u30e6\u30fc\u30b6\u30fc\u306e\u305f\u3081\u306e\u5f37\u529b\u306a\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u56de\u5e30\u5206\u6790\u3001\u6642\u7cfb\u5217\u5206\u6790\u3001\u7d71\u8a08\u7684\u691c\u5b9a\u306a\u3069\u3001\u5e45\u5e83\u3044\u7d71\u8a08\u624b\u6cd5\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001NumPy\u3084SciPy\u306a\u3069\u306e\u6570\u5024\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u57fa\u76e4\u3068\u3057\u305f\u8a2d\u8a08\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002statsmodels\u3092\u4f7f\u3048\u3070\u3001\u30d1\u30cd\u30eb\u30c7\u30fc\u30bf\u3084\u975e\u7dda\u5f62\u30e2\u30c7\u30eb\u306a\u3069\u9ad8\u5ea6\u306a\u5206\u6790\u306b\u3082\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306f\u3001statsmodels\u3092\u4f7f\u3063\u305f\u5358\u56de\u5e30\u5206\u6790\u306e\u7c21\u5358\u306a\u30b3\u30fc\u30c9\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import statsmodels.api as sm\nimport numpy as np\n\n# \u30c7\u30fc\u30bf\u306e\u751f\u6210\nx = np.random.random(100)  \ny = 1.5 * x + np.random.randn(100)\n\n# \u56de\u5e30\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u5b66\u7fd2\nmodel = sm.OLS(y, sm.add_constant(x)).fit()\n\n# \u7d50\u679c\u306e\u8868\u793a\nprint(model.summary())<\/pre>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306bstatsmodels\u3067\u306f\u3001\u6570\u884c\u306e\u30b3\u30fc\u30c9\u3067\u7d71\u8a08\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u304b\u3089\u5b66\u7fd2\u3001\u7d50\u679c\u306e\u8868\u793a\u307e\u3067\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u5145\u5b9f\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u521d\u5fc3\u8005\u3067\u3082\u4f7f\u3044\u3084\u3059\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u3060\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-2\">\u306a\u305c\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5b66\u3076\u3079\u304d\u304b<\/h3>\n\n\n\n<p>\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306f\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3046\u3048\u3067\u6b20\u304b\u305b\u306a\u3044\u30b9\u30ad\u30eb\u3067\u3059\u3002\u30d3\u30b8\u30cd\u30b9\u306e\u8ab2\u984c\u89e3\u6c7a\u3084\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306a\u3069\u3001\u69d8\u3005\u306a\u5834\u9762\u3067\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u7279\u306b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306a\u3069\u3001\u30c7\u30fc\u30bf\u3092\u6271\u3046\u8077\u7a2e\u3067\u306f\u91cd\u8981\u306a\u80fd\u529b\u3068\u3057\u3066\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5b66\u3076\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u80cc\u5f8c\u306b\u3042\u308b\u539f\u7406\u3084\u6cd5\u5247\u3092\u7406\u89e3\u3057\u3001\u9069\u5207\u306a\u5224\u65ad\u3092\u4e0b\u305b\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-3\">statsmodels\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<p>statsmodels\u3092\u4f7f\u3046\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u306f\u3001Python\u3067\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u304c\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u304b\u3089\u5206\u6790\u3001\u7d50\u679c\u306e\u89e3\u91c8\u307e\u3067\u3001\u4e00\u8cab\u3057\u3066Python\u3067\u884c\u3048\u308b\u305f\u3081\u52b9\u7387\u7684\u3067\u3059\u3002\u307e\u305f\u3001scikit-learn\u306a\u3069\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306e\u9023\u643a\u3082\u5bb9\u6613\u3067\u3059\u3002<\/p>\n\n\n\n<p>statsmodels\u3067\u306f\u7d71\u8a08\u30e2\u30c7\u30eb\u306e\u6570\u5f0f\u3092\u660e\u793a\u7684\u306b\u6271\u3048\u308b\u305f\u3081\u3001\u7406\u8ad6\u7684\u306a\u7406\u89e3\u3092\u6df1\u3081\u306a\u304c\u3089\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3067\u304d\u308b\u306e\u3082\u9b45\u529b\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u4fc2\u6570\u306e\u89e3\u91c8\u3084\u3001\u4eee\u8aac\u691c\u5b9a\u306e\u7d50\u679c\u306e\u8aad\u307f\u53d6\u308a\u306a\u3069\u3082\u3001statsmodels\u306a\u3089\u7c21\u5358\u306b\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u521d\u5fc3\u8005\u3067\u3082\u4f7f\u3044\u3084\u3059\u3044\u53cd\u9762\u3001\u4e0a\u7d1a\u8005\u5411\u3051\u306e\u67d4\u8edf\u6027\u3082\u517c\u306d\u5099\u3048\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3060\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092Python\u3067\u5b66\u3073\u305f\u3044\u306a\u3089\u3001statsmodels\u306f\u6700\u9069\u306e\u30c4\u30fc\u30eb\u306e\u4e00\u3064\u3067\u3059\u3002<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-4\">statsmodels\u306b\u3088\u308b\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u57fa\u672c\u30b9\u30c6\u30c3\u30d7<\/h2>\n\n\n\n<p>statsmodels\u3092\u4f7f\u3063\u305f\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306f\u3001\u57fa\u672c\u7684\u306b\u4ee5\u4e0b\u306e4\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u9032\u3081\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-5\">1. \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u524d\u51e6\u7406<\/h3>\n\n\n\n<p>\u307e\u305a\u306f\u5206\u6790\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002csv\u30d5\u30a1\u30a4\u30eb\u3084Excel\u30d5\u30a1\u30a4\u30eb\u306b\u683c\u7d0d\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3067\u3042\u308c\u3070\u3001pandas\u3092\u4f7f\u3063\u3066\u7c21\u5358\u306b\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import pandas as pd\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ndata = pd.read_csv('data.csv')<\/pre>\n\n\n\n<p>\u8aad\u307f\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u306b\u6b20\u640d\u5024\u3084\u7570\u5e38\u5024\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u304b\u78ba\u8a8d\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002\u6b20\u640d\u5024\u306e\u9664\u53bb\u306b\u306f<code>dropna()<\/code>\u30e1\u30bd\u30c3\u30c9\u3001\u30c7\u30fc\u30bf\u578b\u306e\u5909\u63db\u306b\u306f<code>astype()<\/code>\u30e1\u30bd\u30c3\u30c9\u306a\u3069\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u6b20\u640d\u5024\u306e\u9664\u53bb\ndata = data.dropna()\n\n# \u30c7\u30fc\u30bf\u578b\u306e\u5909\u63db\ndata['age'] = data['age'].astype(int)\n\n# \u5916\u308c\u5024\u306e\u9664\u53bb\nq = data['income'].quantile(0.99)\ndata = data[data['income'] &lt; q]<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-6\">2. \u7d71\u8a08\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9<\/h3>\n\n\n\n<p>\u6b21\u306b\u3001\u5206\u6790\u306e\u76ee\u7684\u306b\u5fdc\u3058\u3066\u7d71\u8a08\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002\u76ee\u7684\u5909\u6570\uff08\u4e88\u6e2c\u3057\u305f\u3044\u5909\u6570\uff09\u3068\u8aac\u660e\u5909\u6570\uff08\u4e88\u6e2c\u306b\u4f7f\u3046\u5909\u6570\uff09\u3092\u9078\u629e\u3057\u3001\u9069\u5207\u306a\u30e2\u30c7\u30eb\u30af\u30e9\u30b9\u3092\u9078\u3073\u307e\u3059\u3002<\/p>\n\n\n\n<p>statsmodels\u3067\u306f\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306b\u306f<code>sm.OLS<\/code>\u30af\u30e9\u30b9\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306b\u306f<code>sm.Logit<\/code>\u30af\u30e9\u30b9\u306a\u3069\u3092\u4f7f\u3044\u307e\u3059\u3002\u30e2\u30c7\u30eb\u30af\u30e9\u30b9\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f5c\u6210\u3057\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import statsmodels.api as sm\n\n# \u76ee\u7684\u5909\u6570\u3068\u8aac\u660e\u5909\u6570\u306e\u9078\u629e\ny = data['price']\nX = data[['area', 'age', 'floor']]\n\n# \u5b9a\u6570\u9805\u306e\u8ffd\u52a0\nX = sm.add_constant(X)\n\n# \u30e2\u30c7\u30eb\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\nmodel = sm.OLS(y, X)<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-7\">3. \u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3068\u8a55\u4fa1<\/h3>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u305f\u3089\u3001\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u3068\u304d\u3001\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u7528\u3068\u30c6\u30b9\u30c8\u7528\u306b\u5206\u5272\u3057\u3066\u304a\u304f\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from sklearn.model_selection import train_test_split\n\n# \u30c7\u30fc\u30bf\u306e\u5206\u5272\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=1)\n\n# \u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\nmodel = model.fit(X_train, y_train)<\/pre>\n\n\n\n<p>\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8abf\u6574\u3057\u305f\u3089\u3001\u30c6\u30b9\u30c8\u7528\u30c7\u30fc\u30bf\u3067\u6027\u80fd\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002statsmodels\u306e<code>predict()<\/code>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3063\u3066\u4e88\u6e2c\u5024\u3092\u8a08\u7b97\u3057\u3001\u6c7a\u5b9a\u4fc2\u6570\u3084P\u5024\u306a\u3069\u306e\u6307\u6a19\u3067\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u306e\u4e88\u6e2c\u3068\u8a55\u4fa1\ny_pred = model.predict(X_test)\nprint(f'\u6c7a\u5b9a\u4fc2\u6570\uff08\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\uff09: {model.rsquared}')<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-8\">4. \u7d50\u679c\u306e\u89e3\u91c8\u3068\u8003\u5bdf<\/h3>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u7d50\u679c\u3092\u89e3\u91c8\u3057\u3001\u8003\u5bdf\u3092\u884c\u3044\u307e\u3059\u3002<code>summary()<\/code>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3048\u3070\u3001\u56de\u5e30\u4fc2\u6570\u3084P\u5024\u306a\u3069\u3001\u30e2\u30c7\u30eb\u306e\u8a73\u7d30\u306a\u60c5\u5831\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u7d50\u679c\u306e\u8868\u793a\nprint(model.summary())<\/pre>\n\n\n\n<p>\u5f97\u3089\u308c\u305f\u7d50\u679c\u304b\u3089\u3001\u554f\u984c\u306b\u5bfe\u3059\u308b\u793a\u5506\u3084\u77e5\u898b\u3092\u307e\u3068\u3081\u307e\u3057\u3087\u3046\u3002\u307e\u305f\u3001\u30e2\u30c7\u30eb\u306e\u9650\u754c\u3084\u6539\u5584\u70b9\u306b\u3064\u3044\u3066\u3082\u8003\u5bdf\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0a\u304c\u3001statsmodels\u3092\u4f7f\u3063\u305f\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u57fa\u672c\u7684\u306a\u6d41\u308c\u3067\u3059\u3002\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u5206\u6790\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u7e70\u308a\u8fd4\u3057\u3001\u30e2\u30c7\u30eb\u3092\u6d17\u7df4\u3055\u305b\u3066\u3044\u304d\u307e\u3059\u3002<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-9\">statsmodels\u3092\u4f7f\u3063\u305f\u7d71\u8a08\u30e2\u30c7\u30eb\u306e\u5177\u4f53\u4f8b5\u9078<\/h2>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001statsmodels\u3092\u4f7f\u3063\u305f\u7d71\u8a08\u30e2\u30c7\u30eb\u306e\u9069\u7528\u4e8b\u4f8b\u30925\u3064\u7d39\u4ecb\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5b9f\u8df5\u30a4\u30e1\u30fc\u30b8\u3092\u63b4\u3080\u305f\u3081\u306e\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-10\">\u5358\u56de\u5e30\u5206\u6790\u306e\u4f8b<\/h3>\n\n\n\n<p>\u5358\u56de\u5e30\u5206\u6790\u306f\u30011\u3064\u306e\u8aac\u660e\u5909\u6570\u304b\u3089\u76ee\u7684\u5909\u6570\u3092\u4e88\u6e2c\u3059\u308b\u30e2\u30c7\u30eb\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u5e83\u544a\u8cbb\u3068\u58f2\u4e0a\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3059\u308b\u30b1\u30fc\u30b9\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u5e83\u544a\u8cbb\u3092\u5897\u3084\u305b\u3070\u58f2\u4e0a\u3082\u4f38\u3073\u308b\u3068\u3044\u3046\u4eee\u8aac\u3092\u3001\u5358\u56de\u5e30\u5206\u6790\u3067\u691c\u8a3c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import statsmodels.api as sm\n\n# \u30c7\u30fc\u30bf\u306e\u6e96\u5099\nX = sm.add_constant(data['ad_cost'])\ny = data['sales']\n\n# \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u5b66\u7fd2\nmodel = sm.OLS(y, X).fit()\n\n# \u7d50\u679c\u306e\u8868\u793a\nprint(model.summary())<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-11\">\u91cd\u56de\u5e30\u5206\u6790\u306e\u4f8b<\/h3>\n\n\n\n<p>\u91cd\u56de\u5e30\u5206\u6790\u306f\u3001\u8907\u6570\u306e\u8aac\u660e\u5909\u6570\u304b\u3089\u76ee\u7684\u5909\u6570\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u4f4f\u5b85\u4fa1\u683c\u306e\u4e88\u6e2c\u306b\u3088\u304f\u7528\u3044\u3089\u308c\u307e\u3059\u3002\u9762\u7a4d\u3001\u7bc9\u5e74\u6570\u3001\u6700\u5bc4\u308a\u99c5\u304b\u3089\u306e\u8ddd\u96e2\u306a\u3069\u3001\u69d8\u3005\u306a\u8981\u56e0\u3092\u8003\u616e\u3057\u3066\u4f4f\u5b85\u4fa1\u683c\u3092\u30e2\u30c7\u30eb\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import statsmodels.api as sm\n\n# \u30c7\u30fc\u30bf\u306e\u6e96\u5099\nX = sm.add_constant(data[['area', 'age', 'distance']])\ny = data['price']\n\n# \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u5b66\u7fd2\nmodel = sm.OLS(y, X).fit()\n\n# \u7d50\u679c\u306e\u8868\u793a\nprint(model.summary())<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-12\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u4f8b<\/h3>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306f\u3001\u4e8c\u5024\u5206\u985e\u3084\u591a\u30af\u30e9\u30b9\u5206\u985e\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002\u30b9\u30d1\u30e0\u30e1\u30fc\u30eb\u306e\u5224\u5225\u3084\u3001\u75be\u75c5\u306e\u8a3a\u65ad\u306a\u3069\u304c\u5178\u578b\u7684\u306a\u7528\u9014\u3067\u3059\u3002\u30e1\u30fc\u30eb\u306e\u6587\u9762\u3084\u60a3\u8005\u306e\u75c7\u72b6\u306a\u3069\u304b\u3089\u3001\u30ab\u30c6\u30b4\u30ea\u3092\u4e88\u6e2c\u3059\u308b\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import statsmodels.api as sm\n\n# \u30c7\u30fc\u30bf\u306e\u6e96\u5099\nX = sm.add_constant(data[['word_freq_make', 'word_freq_address', 'capital_run_length_average']])\ny = data['is_spam']\n\n# \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u5b66\u7fd2\nmodel = sm.Logit(y, X).fit()\n\n# \u7d50\u679c\u306e\u8868\u793a\nprint(model.summary())<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-13\">\u6642\u7cfb\u5217\u5206\u6790\u306e\u4f8b<\/h3>\n\n\n\n<p>\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u306f\u3001\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u3084\u79fb\u52d5\u5e73\u5747\u30e2\u30c7\u30eb\u306a\u3069\u3092\u4f7f\u3044\u307e\u3059\u3002\u682a\u4fa1\u306e\u4e88\u6e2c\u3084\u3001\u5546\u54c1\u306e\u8ca9\u58f2\u6570\u91cf\u306e\u9700\u8981\u4e88\u6e2c\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u304b\u3089\u5c06\u6765\u306e\u30c8\u30ec\u30f3\u30c9\u3092\u4e88\u6e2c\u3059\u308b\u306e\u304c\u6642\u7cfb\u5217\u5206\u6790\u306e\u4e3b\u306a\u30b4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import statsmodels.api as sm\n\n# \u30c7\u30fc\u30bf\u306e\u6e96\u5099\ndata = sm.datasets.sunspots.load_pandas().data\ndata.index = data.YEAR\n\n# \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u5b66\u7fd2\nmodel = sm.tsa.AutoReg(data['SUNACTIVITY'], lags=1).fit()\n\n# \u7d50\u679c\u306e\u8868\u793a\nprint(model.summary())<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-14\">\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\u306e\u4f8b<\/h3>\n\n\n\n<p>\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\u306f\u3001\u6b63\u898f\u5206\u5e03\u4ee5\u5916\u306e\u78ba\u7387\u5206\u5e03\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u308b\u67d4\u8edf\u306a\u30e2\u30c7\u30eb\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u4fdd\u967a\u6599\u306e\u7b97\u51fa\u3084\u3001\u88fd\u54c1\u306e\u4e0d\u5177\u5408\u767a\u751f\u4ef6\u6570\u306e\u5206\u6790\u306a\u3069\u306b\u5fdc\u7528\u3067\u304d\u307e\u3059\u3002\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3084\u30ac\u30f3\u30de\u5206\u5e03\u306a\u3069\u3001\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u306b\u5408\u3063\u305f\u78ba\u7387\u5206\u5e03\u3092\u9078\u3079\u308b\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import statsmodels.api as sm\n\n# \u30c7\u30fc\u30bf\u306e\u6e96\u5099\nX = sm.add_constant(data[['age', 'car_type', 'driving_history']])\ny = data['num_claims']\n\n# \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u5b66\u7fd2\nmodel = sm.GLM(y, X, family=sm.families.Poisson()).fit()\n\n# \u7d50\u679c\u306e\u8868\u793a\nprint(model.summary())<\/pre>\n\n\n\n<p>\u4ee5\u4e0a\u3001statsmodels\u3092\u4f7f\u3063\u305f\u7d71\u8a08\u30e2\u30c7\u30eb\u306e\u5177\u4f53\u4f8b\u30925\u3064\u898b\u3066\u304d\u307e\u3057\u305f\u3002\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u5206\u6790\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3046\u3053\u3068\u3082\u591a\u3044\u3067\u3057\u3087\u3046\u3002\u5927\u5207\u306a\u306e\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7279\u6027\u3092\u7406\u89e3\u3057\u3001\u76ee\u7684\u306b\u5408\u3063\u305f\u30e2\u30c7\u30eb\u3092\u9078\u3076\u3053\u3068\u3067\u3059\u3002statsmodels\u306f\u3001\u305d\u306e\u305f\u3081\u306e\u5f37\u529b\u306a\u6b66\u5668\u306b\u306a\u3063\u3066\u304f\u308c\u308b\u306f\u305a\u3067\u3059\u3002<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-15\">statsmodels\u6d3b\u7528\u306e\u305f\u3081\u306eTips\u3068\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u3001statsmodels\u3092\u4f7f\u3063\u305f\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u57fa\u672c\u7684\u306a\u6d41\u308c\u3084\u5177\u4f53\u4f8b\u3092\u898b\u3066\u304d\u307e\u3057\u305f\u3002\u3053\u3053\u3067\u306f\u3001statsmodels\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306eTips\u3068\u3001\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u9032\u3081\u308b\u4e0a\u3067\u306e\u6ce8\u610f\u70b9\u3092\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-16\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u8aad\u3082\u3046<\/h3>\n\n\n\n<p>statsmodels\u3092\u4f7f\u3044\u3053\u306a\u3059\u305f\u3081\u306b\u306f\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u53c2\u7167\u3059\u308b\u3053\u3068\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u5404\u30e2\u30c7\u30eb\u30af\u30e9\u30b9\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3084\u3001\u30e1\u30bd\u30c3\u30c9\u306e\u4f7f\u3044\u65b9\u306a\u3069\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import statsmodels.api as sm\n\n# \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3078\u306e\u30ea\u30f3\u30af\nhelp(sm.OLS)<\/pre>\n\n\n\n<p>\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u305f\u5206\u6790\u306e\u4f8b\u304c\u6570\u591a\u304f\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u81ea\u5206\u306e\u5206\u6790\u306b\u3082\u6d3b\u304b\u305b\u308b\u30c6\u30af\u30cb\u30c3\u30af\u304c\u5fc5\u305a\u898b\u3064\u304b\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-17\">\u30b7\u30f3\u30d7\u30eb\u306a\u30e2\u30c7\u30eb\u304b\u3089\u59cb\u3081\u3088\u3046<\/h3>\n\n\n\n<p>\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u6163\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u307e\u305a\u306f\u30b7\u30f3\u30d7\u30eb\u306a\u30e2\u30c7\u30eb\u304b\u3089\u59cb\u3081\u308b\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002\u5358\u56de\u5e30\u5206\u6790\u3084\u91cd\u56de\u5e30\u5206\u6790\u306a\u3069\u3001\u6bd4\u8f03\u7684\u7406\u89e3\u3057\u3084\u3059\u3044\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u5206\u6790\u306e\u6d41\u308c\u3092\u63b4\u307f\u307e\u3057\u3087\u3046\u3002\u30e2\u30c7\u30eb\u306e\u7406\u89e3\u304c\u9032\u3093\u3060\u3089\u3001\u5f90\u3005\u306b\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u306b\u30c1\u30e3\u30ec\u30f3\u30b8\u3057\u3066\u3044\u304f\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-18\">\u524d\u63d0\u6761\u4ef6\u306e\u78ba\u8a8d\u3092\u5fd8\u308c\u305a\u306b<\/h3>\n\n\n\n<p>\u7d71\u8a08\u30e2\u30c7\u30eb\u306b\u306f\u3001\u305d\u308c\u305e\u308c\u524d\u63d0\u6761\u4ef6\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u3067\u306f\u3001\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u3053\u3068\u3001\u7b49\u5206\u6563\u6027\u304c\u6210\u308a\u7acb\u3064\u3053\u3068\u306a\u3069\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u524d\u63d0\u6761\u4ef6\u304c\u6e80\u305f\u3055\u308c\u3066\u3044\u306a\u3044\u3068\u3001\u30e2\u30c7\u30eb\u306e\u7d50\u679c\u306f\u4fe1\u983c\u3067\u304d\u306a\u3044\u3082\u306e\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import statsmodels.api as sm\n\n# \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u5b66\u7fd2\nmodel = sm.OLS(y, X).fit()\n\n# \u6b8b\u5dee\u306e\u78ba\u8a8d\nresiduals = model.resid\nsm.qqplot(residuals, line='s')\nplt.show()<\/pre>\n\n\n\n<p>\u4e0a\u306e\u30b3\u30fc\u30c9\u4f8b\u3067\u306f\u3001\u6b8b\u5dee\u306e\u6b63\u898f\u6027\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306eQ-Q\u30d7\u30ed\u30c3\u30c8\u3092\u63cf\u753b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u524d\u63d0\u6761\u4ef6\u306e\u30c1\u30a7\u30c3\u30af\u3092\u6020\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-19\">\u53ef\u8996\u5316\u3067\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u3092\u628a\u63e1\u3057\u3088\u3046<\/h3>\n\n\n\n<p>\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u7d50\u679c\u306f\u3001\u6570\u5024\u3060\u3051\u3067\u306f\u7406\u89e3\u3057\u3065\u3089\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u91cd\u8981\u306b\u306a\u308b\u306e\u304c\u3001\u53ef\u8996\u5316\u3067\u3059\u3002\u56de\u5e30\u76f4\u7dda\u3084\u6b8b\u5dee\u306e\u30d7\u30ed\u30c3\u30c8\u3001\u504f\u56de\u5e30\u30d7\u30ed\u30c3\u30c8\u306a\u3069\u3092\u6d3b\u7528\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u3092\u8996\u899a\u7684\u306b\u628a\u63e1\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import pandas as pd\nimport statsmodels.api as sm\n\n# CSV\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\ndata = pd.read_csv('data.csv')\n\n# \u30c7\u30fc\u30bf\u306e\u6e96\u5099\nX = sm.add_constant(data[['x1', 'x2', 'x3']])\ny = data['y']\n\n# \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u5b66\u7fd2\nmodel = sm.OLS(y, X).fit()\n\n# \u7d50\u679c\u306e\u8868\u793a\nprint(model.summary())<\/pre>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u4f8b\u3067\u306f\u3001\u56de\u5e30\u76f4\u7dda\u3092\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u70b9\u3068\u91cd\u306d\u3066\u30d7\u30ed\u30c3\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u5f53\u3066\u306f\u307e\u308a\u306e\u826f\u3055\u3092\u76f4\u611f\u7684\u306b\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306f\u3053\u308c\u3092\u4f7f\u3046\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002\u30d5\u30a1\u30a4\u30eb\u540d\u3092data.csv\u3068\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>x1,x2,x3,y\n5.1,3.5,1.4,0.2\n4.9,3.0,1.4,0.2\n4.7,3.2,1.3,0.2\n4.6,3.1,1.5,0.2\n5.0,3.6,1.4,0.2\n5.4,3.9,1.7,0.4\n4.6,3.4,1.4,0.3\n5.0,3.4,1.5,0.2\n4.4,2.9,1.4,0.2\n4.9,3.1,1.5,0.1\n5.4,3.7,1.5,0.2\n4.8,3.4,1.6,0.2\n4.8,3.0,1.4,0.1\n4.3,3.0,1.1,0.1\n5.8,4.0,1.2,0.2\n5.7,4.4,1.5,0.4\n5.4,3.9,1.3,0.4\n5.1,3.5,1.4,0.3\n5.7,3.8,1.7,0.3\n5.1,3.8,1.5,0.3<\/code><\/pre><\/div>\n\n\n\n<p>\u4ee5\u4e0a\u3001statsmodels\u6d3b\u7528\u306e\u305f\u3081\u306eTips\u30924\u3064\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u3092\u610f\u8b58\u3057\u306a\u304c\u3089\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u3067\u3001\u3088\u308a\u52b9\u679c\u7684\u306bstatsmodels\u3092\u4f7f\u3044\u3053\u306a\u305b\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u305f\u3060\u3057\u3001\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u9032\u3081\u308b\u4e0a\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u70b9\u306b\u3082\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u554f\u984c\u306e\u80cc\u666f\u3068\u76ee\u7684\u3092\u7406\u89e3\u3057\u3001\u9069\u5207\u306a\u30e2\u30c7\u30eb\u3092\u9078\u3076<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3068\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3092\u4e01\u5be7\u306b\u884c\u3046<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u6307\u6a19\u3092\u9069\u5207\u306b\u9078\u629e\u3059\u308b<\/li>\n\n\n\n<li>\u904e\u5b66\u7fd2\u306b\u6ce8\u610f\u3057\u3001\u4ea4\u5dee\u691c\u8a3c\u306a\u3069\u3067\u6c4e\u5316\u6027\u80fd\u3092\u78ba\u8a8d\u3059\u308b<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u3068\u8aac\u660e\u6027\u3092\u5927\u5207\u306b\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u70b9\u306b\u6c17\u3092\u3064\u3051\u306a\u304c\u3089\u3001statsmodels\u3092\u6d3b\u7528\u3057\u305f\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u6311\u6226\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<br><\/p>\n\n\n\n<p>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-20\">\u307e\u3068\u3081\uff1astatsmodels\u3092\u4f7f\u3044\u3053\u306a\u3057\u3066\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u30b9\u30ad\u30eb\u3092\u78e8\u3053\u3046<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-21\">\u672c\u8a18\u4e8b\u306e\u304a\u3055\u3089\u3044<\/h3>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Python\u3067\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u884c\u3046\u305f\u3081\u306e\u5f37\u529b\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3001statsmodels\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u304d\u307e\u3057\u305f\u3002statsmodels\u306f\u3001\u56de\u5e30\u5206\u6790\u304b\u3089\u6642\u7cfb\u5217\u5206\u6790\u307e\u3067\u3001\u5e45\u5e83\u3044\u7d71\u8a08\u624b\u6cd5\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u9ad8\u5ea6\u306a\u5206\u6790\u306b\u3082\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002\u307e\u305f\u3001\u7d71\u8a08\u30e2\u30c7\u30eb\u306e\u6570\u5f0f\u3092\u660e\u793a\u7684\u306b\u6271\u3048\u308b\u305f\u3081\u3001\u7406\u8ad6\u7684\u306a\u7406\u89e3\u3092\u6df1\u3081\u306a\u304c\u3089\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3067\u304d\u308b\u306e\u304c\u5927\u304d\u306a\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u884c\u3046\u4e0a\u3067\u306f\u3001\u4ee5\u4e0b\u306e4\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u610f\u8b58\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u524d\u51e6\u7406<\/li>\n\n\n\n<li>\u7d71\u8a08\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3068\u8a55\u4fa1<\/li>\n\n\n\n<li>\u7d50\u679c\u306e\u89e3\u91c8\u3068\u8003\u5bdf<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u8e0f\u307e\u3048\u306a\u304c\u3089\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066statsmodels\u3067\u5206\u6790\u3092\u884c\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u4ee5\u4e0b\u306f\u3001\u91cd\u56de\u5e30\u5206\u6790\u306e\u4e00\u9023\u306e\u6d41\u308c\u3092\u793a\u3057\u305f\u30b3\u30fc\u30c9\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import statsmodels.api as sm\n\n# \u30c7\u30fc\u30bf\u306e\u6e96\u5099\nX = sm.add_constant(data[['x1', 'x2', 'x3']])\ny = data['y']\n\n# \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u5b66\u7fd2\nmodel = sm.OLS(y, X).fit()\n\n# \u7d50\u679c\u306e\u8868\u793a\nprint(model.summary())<\/pre>\n\n\n\n<p>statsmodels\u3092\u6d3b\u7528\u3059\u308b\u4e0a\u3067\u306f\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u53c2\u8003\u306b\u3059\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u30e2\u30c7\u30eb\u304b\u3089\u59cb\u3081\u3001\u5f90\u3005\u306b\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u306b\u30c1\u30e3\u30ec\u30f3\u30b8\u3057\u3066\u3044\u304f\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002\u524d\u63d0\u6761\u4ef6\u306e\u78ba\u8a8d\u3092\u6020\u3089\u305a\u3001\u53ef\u8996\u5316\u3092\u7a4d\u6975\u7684\u306b\u884c\u3063\u3066\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u3082\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-22\">\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u5b66\u7fd2\u306e\u91cd\u8981\u6027<\/h3>\n\n\n\n<p>\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u308b\u3053\u3068\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u76ee\u6307\u3059\u4e0a\u3067\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u610f\u601d\u6c7a\u5b9a\u80fd\u529b\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u8ab2\u984c\u89e3\u6c7a\u3084\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306b\u76f4\u7d50\u3059\u308b\u304b\u3089\u3067\u3059\u3002\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u790e\u306b\u3082\u306a\u308b\u8003\u3048\u65b9\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-23\">\u4eca\u5f8c\u306b\u5411\u3051\u3066<\/h3>\n\n\n\n<p>statsmodels\u3092\u4f7f\u3063\u305f\u7df4\u7fd2\u3092\u7e70\u308a\u8fd4\u3057\u3001\u624b\u3092\u52d5\u304b\u3057\u3066\u5b66\u3076\u3053\u3068\u304c\u4f55\u3088\u308a\u5927\u5207\u3067\u3059\u3002\u5408\u308f\u305b\u3066\u3001scikit-learn\u306a\u3069\u4ed6\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3082\u5b66\u3073\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u5206\u6790\u624b\u6cd5\u3092\u8eab\u306b\u3064\u3051\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002Kaggle\u306a\u3069\u306e\u30c7\u30fc\u30bf\u5206\u6790\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u306b\u53c2\u52a0\u3059\u308b\u306e\u3082\u3001\u5b9f\u8df5\u7684\u306a\u30b9\u30ad\u30eb\u3092\u78e8\u304f\u305f\u3081\u306e\u304a\u3059\u3059\u3081\u306e\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u6700\u521d\u306f\u96e3\u3057\u304f\u611f\u3058\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u8ae6\u3081\u305a\u306b\u7d99\u7d9a\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002statsmodels\u3092\u4f7f\u3044\u3053\u306a\u305b\u308b\u3088\u3046\u306b\u306a\u308c\u3070\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u3057\u3066\u306e\u4e00\u6b69\u3092\u78ba\u5b9f\u306b\u8e0f\u307f\u51fa\u305b\u308b\u306f\u305a\u3067\u3059\u3002\u4e00\u7dd2\u306bPython\u3067\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5b66\u3093\u3067\u3044\u304d\u307e\u3057\u3087\u3046\u3002<br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u5206\u6790\u306e\u73fe\u5834\u3067\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308bstatsmodels\u30e9\u30a4\u30d6\u30e9\u30ea\u3002\u56de\u5e30\u5206\u6790\u304b\u3089\u6642\u7cfb\u5217\u5206\u6790\u307e\u3067\u3001\u5e45\u5e83\u3044\u7d71\u8a08\u624b\u6cd5\u306b\u5bfe\u5fdc\u3057\u305f\u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4f7f\u3044\u65b9\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308c\u3070\u3001\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u30b9\u30ad\u30eb\u304c\u5927\u304d\u304f\u5411\u4e0a\u3057\u307e\u3059 &#8230; <\/p>\n","protected":false},"author":1,"featured_media":483,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":{"0":"post-198","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-python"},"_links":{"self":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts\/198","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=198"}],"version-history":[{"count":9,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts\/198\/revisions"}],"predecessor-version":[{"id":786,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts\/198\/revisions\/786"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/media\/483"}],"wp:attachment":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=198"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=198"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=198"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}