{"id":215,"date":"2024-04-14T15:40:07","date_gmt":"2024-04-14T06:40:07","guid":{"rendered":"https:\/\/chocottopro.com\/?p=215"},"modified":"2024-05-05T21:51:28","modified_gmt":"2024-05-05T12:51:28","slug":"python%e3%83%87%e3%83%bc%e3%82%bf%e5%8f%af%e8%a6%96%e5%8c%96%e5%85%a5%e9%96%80%ef%bc%81seaborn%e3%83%a9%e3%82%a4%e3%83%96%e3%83%a9%e3%83%aa%e3%81%ae%e4%bd%bf%e3%81%84%e6%96%b9%e3%82%9210%e3%81%ae","status":"publish","type":"post","link":"https:\/\/chocottopro.com\/?p=215","title":{"rendered":"Python\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u5165\u9580\uff01seaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4f7f\u3044\u65b9\u309210\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3067\u5fb9\u5e95\u89e3\u8aac"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Python\u3067\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u3092\u3059\u308b\u969b\u3001seaborn\u306f\u5f37\u529b\u3067\u4f7f\u3044\u3084\u3059\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001seaborn\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u304b\u3089\u5b9f\u8df5\u7684\u306a\u30c6\u30af\u30cb\u30c3\u30af\u307e\u3067\u3001\u5b9f\u4f8b\u3092\u4ea4\u3048\u306a\u304c\u3089\u6bb5\u968e\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u304b\u3089\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5f15\u304d\u51fa\u3059\u529b\u3092\u8eab\u306b\u3064\u3051\u307e\u3057\u3087\u3046\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>seaborn\u306e\u4e3b\u306a\u7279\u5fb4\u3068\u5229\u70b9 <\/li>\n\n\n\n<li>seaborn\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5 <\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u524d\u51e6\u7406\u306e\u65b9\u6cd5 <\/li>\n\n\n\n<li>\u57fa\u672c\u7684\u306a\u30d7\u30ed\u30c3\u30c8\u4f5c\u6210\u306e\u6d41\u308c <\/li>\n\n\n\n<li>\u6563\u5e03\u56f3\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3001\u68d2\u30b0\u30e9\u30d5\u306a\u3069\u306e\u4f5c\u6210\u65b9\u6cd5 <\/li>\n\n\n\n<li>\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u306e\u6bd4\u8f03\u3084\u5909\u6570\u9593\u306e\u95a2\u4fc2\u6027\u306e\u53ef\u8996\u5316\u30c6\u30af\u30cb\u30c3\u30af <\/li>\n\n\n\n<li>\u30d5\u30a1\u30bb\u30c3\u30c8\u30b0\u30ea\u30c3\u30c9\u3092\u4f7f\u3063\u305f\u591a\u5909\u6570\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316 <\/li>\n\n\n\n<li>\u30ab\u30b9\u30bf\u30e0\u30b9\u30bf\u30a4\u30eb\u306e\u9069\u7528\u3068\u30c7\u30b6\u30a4\u30f3\u8abf\u6574 <\/li>\n\n\n\n<li>seaborn\u3092\u4f7f\u3044\u3053\u306a\u3059\u30b3\u30c4\u3068\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/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\">seaborn\u3068\u306f\uff1fPython\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u7279\u5fb4\u3068\u5229\u70b9<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-1\">seaborn\u306e\u6982\u8981\u3068\u5f37\u307f<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-2\">seaborn\u3068matplotlib\u306e\u9055\u3044<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-3\">seaborn\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-4\">seaborn\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/a>      <\/li>      <li>        <a href=\"#i-5\">\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u524d\u51e6\u7406<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-6\">\u57fa\u672c\u7684\u306a\u30d7\u30ed\u30c3\u30c8\u4f5c\u6210\u306e\u6d41\u308c<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-7\">10\u306e\u5b9f\u4f8b\u3067\u5b66\u3076\uff01seaborn\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c6\u30af\u30cb\u30c3\u30af<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-8\">\u6563\u5e03\u56f3\u306e\u4f5c\u6210\u3068\u56de\u5e30\u76f4\u7dda\u306e\u8868\u793a<\/a>      <\/li>      <li>        <a href=\"#i-9\">\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3068\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a<\/a>      <\/li>      <li>        <a href=\"#i-10\">\u68d2\u30b0\u30e9\u30d5\u3068\u30a8\u30e9\u30fc\u30d0\u30fc\u306e\u8868\u793a<\/a>      <\/li>      <li>        <a href=\"#i-11\">\u7bb1\u3072\u3052\u56f3\u3067\u5206\u5e03\u3092\u6bd4\u8f03<\/a>      <\/li>      <li>        <a href=\"#i-12\">\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u3067\u5909\u6570\u9593\u306e\u76f8\u95a2\u3092\u53ef\u8996\u5316<\/a>      <\/li>      <li>        <a href=\"#i-13\">\u30da\u30a2\u30d7\u30ed\u30c3\u30c8\u3067\u5909\u6570\u9593\u306e\u95a2\u4fc2\u3092\u63a2\u7d22<\/a>      <\/li>      <li>        <a href=\"#i-14\">\u30d0\u30a4\u30aa\u30ea\u30f3\u30d7\u30ed\u30c3\u30c8\u3067\u5206\u5e03\u5f62\u72b6\u3092\u6bd4\u8f03<\/a>      <\/li>      <li>        <a href=\"#i-15\">\u30b9\u30a6\u30a9\u30fc\u30e0\u30d7\u30ed\u30c3\u30c8\u3067\u30ab\u30c6\u30b4\u30ea\u5225\u306e\u30c7\u30fc\u30bf\u5206\u5e03\u3092\u8868\u793a<\/a>      <\/li>      <li>        <a href=\"#i-16\">\u30d5\u30a1\u30bb\u30c3\u30c8\u30b0\u30ea\u30c3\u30c9\u3067\u591a\u5909\u6570\u30c7\u30fc\u30bf\u3092\u4fef\u77b0<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-17\">\u30ab\u30b9\u30bf\u30e0\u30b9\u30bf\u30a4\u30eb\u306e\u9069\u7528\u3068\u30c7\u30b6\u30a4\u30f3\u8abf\u6574<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-18\">\u307e\u3068\u3081\uff1aseaborn\u3092\u4f7f\u3044\u3053\u306a\u3059\u30b3\u30c4\u3068\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-19\">seaborn\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8\u3068\u6ce8\u610f\u70b9<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-20\">\u9b45\u529b\u7684\u3067\u8aac\u5f97\u529b\u306e\u3042\u308b\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u30dd\u30a4\u30f3\u30c8<\/a>      <\/li>    <\/ul>  <\/li><\/ul>\n      \n    <\/div><\/div><h2 class=\"wp-block-heading\" id=\"i-0\">seaborn\u3068\u306f\uff1fPython\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u7279\u5fb4\u3068\u5229\u70b9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Python\u3067\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u3092\u3059\u308b\u969b\u3001matplotlib\u306f\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u304c\u3001\u7d71\u8a08\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306b\u7279\u5316\u3057\u305f\u9ad8\u30ec\u30d9\u30eb\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u3001seaborn\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002seaborn\u306f\u3001\u6d17\u7df4\u3055\u308c\u305f\u7f8e\u3057\u3044\u30b0\u30e9\u30d5\u3092\u7c21\u5358\u306b\u4f5c\u6210\u3067\u304d\u308b\u3053\u3068\u304c\u5927\u304d\u306a\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-1\">seaborn\u306e\u6982\u8981\u3068\u5f37\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u306f\u3001matplotlib\u3092\u30d9\u30fc\u30b9\u306b\u958b\u767a\u3055\u308c\u305fPython\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002matplotlib\u306e\u6a5f\u80fd\u3092\u62e1\u5f35\u30fb\u7c21\u7d20\u5316\u3057\u3001\u7d71\u8a08\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306b\u7279\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u610f\u5473\u306e\u3042\u308b\u30d1\u30bf\u30fc\u30f3\u3084\u50be\u5411\u3092\u898b\u3064\u3051\u51fa\u3059\u306e\u306b\u512a\u308c\u305f\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u306e\u5927\u304d\u306a\u5f37\u307f\u306f\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u8a2d\u5b9a\u304c\u30c7\u30fc\u30bf\u306b\u5408\u308f\u305b\u3066\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u308b\u70b9\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u7d30\u304b\u3044\u8abf\u6574\u3092\u3057\u306a\u304f\u3066\u3082\u3001\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u306a\u4ed5\u4e0a\u304c\u308a\u306e\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u8c4a\u5bcc\u306a\u30ab\u30e9\u30fc\u30d1\u30ec\u30c3\u30c8\u3084\u30b9\u30bf\u30a4\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u76ee\u7684\u306b\u5408\u3063\u305f\u30c7\u30b6\u30a4\u30f3\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u306f\u3001\u308f\u305a\u304b\u6570\u884c\u3067\u30c7\u30fc\u30bf\u306e\u50be\u5411\u3092\u6349\u3048\u305f\u7f8e\u3057\u3044\u6563\u5e03\u56f3\u3092\u4f5c\u6210\u3057\u3066\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 seaborn as sns\nimport matplotlib.pyplot as plt\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f\ntips = sns.load_dataset(\"tips\")\n\n# \u6563\u5e03\u56f3\u306e\u4f5c\u6210\nsns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"day\", style=\"time\")\n\nplt.show()<\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"893\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.38.59-1024x893.png\" alt=\"\" class=\"wp-image-700\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.38.59-1024x893.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.38.59-300x262.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.38.59-768x670.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.38.59-940x820.png 940w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.38.59.png 1504w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-2\">seaborn\u3068matplotlib\u306e\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u3068matplotlib\u306f\u3001\u3069\u3061\u3089\u3082Python\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u304c\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">matplotlib\u306f\u6c4e\u7528\u7684\u3067\u67d4\u8edf\u6027\u306e\u9ad8\u3044\u4f4e\u30ec\u30d9\u30eb\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u30b0\u30e9\u30d5\u306e\u7d30\u90e8\u307e\u3067\u81ea\u7531\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u308b\u53cd\u9762\u3001\u30b3\u30fc\u30c9\u304c\u9577\u304f\u306a\u308a\u304c\u3061\u3068\u3044\u3046\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001seaborn\u306fmatplotlib\u3092\u30e9\u30c3\u30d7\u3057\u305f\u9ad8\u30ec\u30d9\u30eb\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001\u7d71\u8a08\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306b\u7279\u5316\u3057\u3001\u30b7\u30f3\u30d7\u30eb\u3067\u76f4\u611f\u7684\u306aAPI\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001matplotlib\u306f\u5e45\u5e83\u3044\u30b0\u30e9\u30d5\u306e\u7a2e\u985e\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u306e\u306b\u5bfe\u3057\u3001seaborn\u306f\u7d71\u8a08\u30b0\u30e9\u30d5\u306b\u7d5e\u3063\u3066\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u9055\u3044\u3082\u3042\u308a\u307e\u3059\u3002seaborn\u306f\u7f8e\u3057\u3044\u30c7\u30d5\u30a9\u30eb\u30c8\u30c6\u30fc\u30de\u3092\u5099\u3048\u3066\u3044\u308b\u305f\u3081\u3001\u6700\u5c0f\u9650\u306e\u30b3\u30fc\u30c9\u3067\u304d\u308c\u3044\u306a\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001seaborn\u306fmatplotlib\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u4e21\u8005\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3046\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002seaborn\u3067\u4f5c\u6210\u3057\u305f\u30b0\u30e9\u30d5\u3092matplotlib\u3067\u5fae\u8abf\u6574\u3059\u308b\u3068\u3044\u3063\u305f\u4f7f\u3044\u65b9\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u306f\u3001\u7d71\u8a08\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306b\u512a\u308c\u305f\u30b7\u30f3\u30d7\u30eb\u3067\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u7f8e\u3057\u3044\u30b0\u30e9\u30d5\u3092\u624b\u8efd\u306b\u4f5c\u6210\u3067\u304d\u308b\u5229\u70b9\u304b\u3089\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3001\u7814\u7a76\u8005\u306b\u5e83\u304f\u611b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6b21\u7ae0\u3067\u306f\u3001seaborn\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u3068\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-3\">seaborn\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u3092\u59cb\u3081\u308b\u306b\u306f\u3001\u307e\u305aseaborn\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u524d\u51e6\u7406\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001seaborn\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u304b\u3089\u3001\u57fa\u672c\u7684\u306a\u30d7\u30ed\u30c3\u30c8\u4f5c\u6210\u306e\u6d41\u308c\u307e\u3067\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-4\">seaborn\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u306fPyPI\u306b\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u306a\u306e\u3067\u3001pip\u3092\u4f7f\u3063\u3066\u7c21\u5358\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u3001seaborn\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\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=\"\">pip install seaborn<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eee\u60f3\u74b0\u5883\u3092\u4f7f\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u4e8b\u524d\u306b\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u30fb\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30c8\u3057\u3066\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u884c\u3046\u306e\u304c\u671b\u307e\u3057\u3044\u3067\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=\"\">python -m venv myenv\nsource myenv\/bin\/activate\npip install seaborn<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Anaconda\u3092\u4f7f\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001conda\u7d4c\u7531\u3067\u3082seaborn\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001Python\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u3084\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u4e0a\u3067seaborn\u3092import\u3057\u3066\u3001\u6b63\u3057\u304f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u305f\u3053\u3068\u3092\u78ba\u8a8d\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 seaborn as sns\nprint(sns.__version__)<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-5\">\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u524d\u51e6\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u3067\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3059\u308b\u306b\u306f\u3001pandas\u306eDataFrame\u3092\u4f7f\u3046\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002CSV\u3084TSV\u30d5\u30a1\u30a4\u30eb\u3001\u307e\u305f\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u8aad\u307f\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u3092DataFrame\u306b\u5909\u63db\u3057\u3001\u6b20\u640d\u5024\u306e\u51e6\u7406\u3001\u30c7\u30fc\u30bf\u578b\u306e\u5909\u63db\u3001\u7279\u5fb4\u91cf\u306e\u9078\u629e\u306a\u3069\u3001\u76ee\u7684\u306b\u5fdc\u3058\u305f\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u306b\u306f\u3001\u6709\u540d\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u3044\u304f\u3064\u304b\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u3092\u4f7f\u3048\u3070\u3001\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3067\u3059\u3050\u306b\u53ef\u8996\u5316\u3092\u8a66\u3059\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 seaborn as sns\nimport pandas as pd\n\n# \u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f\ntips = sns.load_dataset(\"tips\")\n\n# DataFrame\u306e\u6982\u8981\u3092\u78ba\u8a8d\nprint(tips.head())\nprint(tips.info())\n\n# \u5fc5\u8981\u306a\u5217\u306e\u9078\u629e\ntips = tips[['total_bill', 'tip', 'size', 'time', 'day']]\n\n# \u6b20\u640d\u5024\u306e\u78ba\u8a8d\u3068\u524a\u9664\nprint(tips.isnull().sum())\ntips = tips.dropna()<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-6\">\u57fa\u672c\u7684\u306a\u30d7\u30ed\u30c3\u30c8\u4f5c\u6210\u306e\u6d41\u308c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304c\u3067\u304d\u305f\u3089\u3001\u3044\u3088\u3044\u3088seaborn\u3092\u4f7f\u3063\u3066\u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002seaborn\u306e\u30d7\u30ed\u30c3\u30c8\u95a2\u6570\u306f\u3001\u30c7\u30fc\u30bf\u3068\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u7a2e\u985e\u3092\u6307\u5b9a\u3059\u308b\u3060\u3051\u3067\u3001\u7f8e\u3057\u3044\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3067\u304d\u308b\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u306b\u306f\u3001figure-level\u3068axes-level\u306e2\u7a2e\u985e\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002figure-level\u306f\u7c21\u6f54\u306b\u8a18\u8ff0\u3067\u304d\u307e\u3059\u304c\u878d\u901a\u304c\u5229\u304d\u307e\u305b\u3093\u3002\u4e00\u65b9\u3001axes-level\u306f\u5197\u9577\u3067\u3059\u304c\u3001\u30b0\u30e9\u30d5\u306e\u7d30\u304b\u306a\u8abf\u6574\u304c\u53ef\u80fd\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 seaborn as sns\nimport matplotlib.pyplot as plt\n\n# figure-level\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\nsns.relplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"day\", kind=\"scatter\")\nplt.show()\n\n# axes-level\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\nfig, ax = plt.subplots(figsize=(8, 6))\nsns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"day\", ax=ax)\nax.set_title(\"Scatter plot of total bill vs. tip\")\nplt.show()<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30c3\u30c8\u95a2\u6570\u306e\u5f15\u6570\u3067\u3001\u4f7f\u7528\u3059\u308b\u5909\u6570\u3084\u30b0\u30e9\u30d5\u306e\u898b\u305f\u76ee\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u307e\u3059\u3002\u4f5c\u6210\u3057\u305f\u30b0\u30e9\u30d5\u3092\u8868\u793a\u3059\u308b\u306b\u306f\u3001matplotlib\u306eplt.show()\u3092\u547c\u3073\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3001\u57fa\u672c\u7684\u306a\u30d7\u30ed\u30c3\u30c8\u4f5c\u6210\u306e\u6d41\u308c\u3092\u62bc\u3055\u3048\u305f\u3068\u3053\u308d\u3067\u3001\u6b21\u306f\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c6\u30af\u30cb\u30c3\u30af\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u6b21\u7ae0\u3067\u306f\u3001seaborn\u3092\u4f7f\u3063\u305f\u69d8\u3005\u306a\u30b0\u30e9\u30d5\u306e\u4f5c\u308a\u65b9\u3092\u3001\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3068\u3068\u3082\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-7\">10\u306e\u5b9f\u4f8b\u3067\u5b66\u3076\uff01seaborn\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c6\u30af\u30cb\u30c3\u30af<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u306f\u3001\u7d71\u8a08\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306b\u7279\u5316\u3057\u305f\u591a\u5f69\u306a\u30d7\u30ed\u30c3\u30c8\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u4e00\u5909\u6570\u3084\u4e8c\u5909\u6570\u306e\u5206\u5e03\u3001\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u306e\u6bd4\u8f03\u3001\u5909\u6570\u9593\u306e\u95a2\u4fc2\u6027\u306e\u53ef\u8996\u5316\u306a\u3069\u3001\u69d8\u3005\u306a\u5834\u9762\u3067\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u30d7\u30ed\u30c3\u30c8\u306e\u7a2e\u985e\u306b\u3088\u3063\u3066\u3001\u4f7f\u3044\u5206\u3051\u306e\u30dd\u30a4\u30f3\u30c8\u3084\u8868\u73fe\u3067\u304d\u308b\u60c5\u5831\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u305f\u5177\u4f53\u7684\u306a\u30b3\u30fc\u30c9\u4f8b\u3092\u901a\u3057\u3066\u3001\u5404\u30d7\u30ed\u30c3\u30c8\u306e\u7279\u5fb4\u3068\u4f7f\u3044\u65b9\u3092\u7406\u89e3\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u30c7\u30fc\u30bf\u306e\u50be\u5411\u3084\u8ab2\u984c\u304c\u4e00\u76ee\u3067\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306a\u3001\u308f\u304b\u308a\u3084\u3059\u3044\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-8\">\u6563\u5e03\u56f3\u306e\u4f5c\u6210\u3068\u56de\u5e30\u76f4\u7dda\u306e\u8868\u793a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6563\u5e03\u56f3\u306f\u30012\u3064\u306e\u9023\u7d9a\u5909\u6570\u306e\u95a2\u4fc2\u6027\u3092\u53ef\u8996\u5316\u3059\u308b\u306e\u306b\u9069\u3057\u305f\u30d7\u30ed\u30c3\u30c8\u3067\u3059\u3002seaborn\u306escatterplot()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u7c21\u5358\u306b\u6563\u5e03\u56f3\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002hue\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u306b\u57fa\u3065\u3044\u3066\u8272\u5206\u3051\u3067\u304d\u307e\u3059\u3002lm\u30d1\u30e9\u30e1\u30fc\u30bf\u3092True\u306b\u3059\u308b\u3068\u3001\u7dda\u5f62\u56de\u5e30\u76f4\u7dda\u3092\u91cd\u306d\u3066\u8868\u793a\u3067\u304d\u307e\u3059\u3002\u76f8\u95a2\u95a2\u4fc2\u306e\u5f37\u3055\u3084\u5916\u308c\u5024\u306e\u5b58\u5728\u306a\u3069\u3001\u5909\u6570\u9593\u306e\u95a2\u4fc2\u6027\u3092\u8996\u899a\u7684\u306b\u628a\u63e1\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 seaborn as sns\nimport matplotlib.pyplot as plt\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f\ntips = sns.load_dataset(\"tips\")\n\n# \u6563\u5e03\u56f3\u306e\u4f5c\u6210\nsns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"time\")\nplt.title(\"Relationship between total bill and tip\")\nplt.show()\n\n# \u56de\u5e30\u76f4\u7dda\u306e\u8868\u793a\nsns.lmplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"time\")\nplt.title(\"Relationship between total bill and tip with regression lines\")\nplt.show()<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-9\">\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3068\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u3092\u8996\u899a\u5316\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u30d7\u30ed\u30c3\u30c8\u3067\u3059\u3002seaborn\u306ehistplot()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u30d3\u30f3\u5e45\u3092\u81ea\u52d5\u8abf\u6574\u3057\u305f\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002kde\u30d1\u30e9\u30e1\u30fc\u30bf\u3092True\u306b\u3059\u308b\u3068\u3001\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a\u66f2\u7dda\u3092\u91cd\u306d\u3066\u8868\u793a\u3067\u304d\u307e\u3059\u3002\u8907\u6570\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u91cd\u306d\u3066\u8868\u793a\u3059\u308b\u3053\u3068\u3067\u3001\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5206\u5e03\u306e\u9055\u3044\u3092\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002\u5206\u5e03\u306e\u5f62\u72b6\u3001\u6b6a\u5ea6\u3001\u8907\u6570\u306e\u30d4\u30fc\u30af\u306e\u5b58\u5728\u306a\u3069\u3001\u30c7\u30fc\u30bf\u306e\u7279\u6027\u3092\u8996\u899a\u7684\u306b\u6349\u3048\u3089\u308c\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 seaborn as sns\nimport matplotlib.pyplot as plt\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f\ntips = sns.load_dataset(\"tips\")\n\n# \u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306e\u4f5c\u6210\nsns.histplot(data=tips, x=\"total_bill\", kde=True)\nplt.title(\"Distribution of total bill\")\nplt.show()\n\n# \u8907\u6570\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306e\u6bd4\u8f03\nsns.histplot(data=tips, x=\"total_bill\", hue=\"time\", kde=True, multiple=\"stack\")\nplt.title(\"Distribution of total bill by time\")\nplt.show()<\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"893\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.40.51-1024x893.png\" alt=\"\" class=\"wp-image-702\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.40.51-1024x893.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.40.51-300x262.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.40.51-768x670.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.40.51-940x820.png 940w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.40.51.png 1504w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"978\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.40.32-1024x978.png\" alt=\"\" class=\"wp-image-703\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.40.32-1024x978.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.40.32-300x286.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.40.32-768x733.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.40.32-940x898.png 940w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.40.32.png 1416w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-10\">\u68d2\u30b0\u30e9\u30d5\u3068\u30a8\u30e9\u30fc\u30d0\u30fc\u306e\u8868\u793a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u68d2\u30b0\u30e9\u30d5\u306f\u3001\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u306e\u5024\u3054\u3068\u306e\u96c6\u8a08\u7d50\u679c\u3092\u6bd4\u8f03\u3059\u308b\u306e\u306b\u9069\u3057\u305f\u30d7\u30ed\u30c3\u30c8\u3067\u3059\u3002seaborn\u306ebarplot()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u30ab\u30c6\u30b4\u30ea\u5225\u306e\u5e73\u5747\u5024\u3084\u5408\u8a08\u5024\u3092\u68d2\u30b0\u30e9\u30d5\u3067\u8868\u793a\u3067\u304d\u307e\u3059\u3002ci\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u4fe1\u983c\u533a\u9593\u3084\u6a19\u6e96\u504f\u5dee\u3092\u30a8\u30e9\u30fc\u30d0\u30fc\u3068\u3057\u3066\u8868\u793a\u3067\u304d\u307e\u3059\u3002hue\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u306b\u57fa\u3065\u3044\u3066\u8272\u5206\u3051\u3067\u304d\u307e\u3059\u3002\u30ab\u30c6\u30b4\u30ea\u9593\u306e\u5927\u5c0f\u95a2\u4fc2\u3084\u9806\u4f4d\u3001\u30a8\u30e9\u30fc\u30d0\u30fc\u306e\u5927\u304d\u3055\u304b\u3089\u7d71\u8a08\u7684\u6709\u610f\u6027\u3092\u8996\u899a\u7684\u306b\u8a55\u4fa1\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 seaborn as sns\nimport matplotlib.pyplot as plt\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f\ntips = sns.load_dataset(\"tips\")\n\n# \u68d2\u30b0\u30e9\u30d5\u306e\u4f5c\u6210\nsns.barplot(data=tips, x=\"day\", y=\"total_bill\", ci=\"sd\")\nplt.title(\"Average total bill by day\")\nplt.show()\n\n# hue\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6307\u5b9a\nsns.barplot(data=tips, x=\"day\", y=\"total_bill\", hue=\"sex\", ci=\"sd\")\nplt.title(\"Average total bill by day and sex\")\nplt.show()<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-11\">\u7bb1\u3072\u3052\u56f3\u3067\u5206\u5e03\u3092\u6bd4\u8f03<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7bb1\u3072\u3052\u56f3\u306f\u3001\u8907\u6570\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u5206\u5e03\u3092\u6bd4\u8f03\u3059\u308b\u306e\u306b\u9069\u3057\u305f\u30d7\u30ed\u30c3\u30c8\u3067\u3059\u3002seaborn\u306eboxplot()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u30b0\u30eb\u30fc\u30d7\u3054\u3068\u306e\u56db\u5206\u4f4d\u70b9\u3001\u4e2d\u592e\u5024\u3001\u5916\u308c\u5024\u3092\u8868\u793a\u3067\u304d\u307e\u3059\u3002hue\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u306b\u57fa\u3065\u3044\u3066\u8272\u5206\u3051\u3067\u304d\u307e\u3059\u3002\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u4e2d\u592e\u5024\u306e\u5dee\u7570\u3001\u5206\u6563\u306e\u5927\u304d\u3055\u3001\u5916\u308c\u5024\u306e\u5b58\u5728\u306a\u3069\u3001\u5206\u5e03\u306e\u7279\u5fb4\u3092\u8996\u899a\u7684\u306b\u6bd4\u8f03\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 seaborn as sns\nimport matplotlib.pyplot as plt\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f\ntips = sns.load_dataset(\"tips\")\n\n# \u7bb1\u3072\u3052\u56f3\u306e\u4f5c\u6210\nsns.boxplot(data=tips, x=\"day\", y=\"total_bill\")\nplt.title(\"Distribution of total bill by day\")\nplt.show()\n\n# hue\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6307\u5b9a\nsns.boxplot(data=tips, x=\"day\", y=\"total_bill\", hue=\"sex\")\nplt.title(\"Distribution of total bill by day and sex\")\nplt.show()<\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"885\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.41.51-1024x885.png\" alt=\"\" class=\"wp-image-704\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.41.51-1024x885.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.41.51-300x259.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.41.51-768x664.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.41.51-940x813.png 940w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.41.51.png 1416w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"893\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.42.18-1024x893.png\" alt=\"\" class=\"wp-image-705\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.42.18-1024x893.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.42.18-300x262.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.42.18-768x670.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.42.18-940x820.png 940w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.42.18.png 1504w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-12\">\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u3067\u5909\u6570\u9593\u306e\u76f8\u95a2\u3092\u53ef\u8996\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u306f\u3001\u8907\u6570\u306e\u5909\u6570\u9593\u306e\u76f8\u95a2\u4fc2\u6570\u3092\u8272\u306e\u6fc3\u6de1\u3067\u8868\u73fe\u3059\u308b\u30d7\u30ed\u30c3\u30c8\u3067\u3059\u3002seaborn\u306eheatmap()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u76f8\u95a2\u884c\u5217\u3092\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u3067\u53ef\u8996\u5316\u3067\u304d\u307e\u3059\u3002annot=True\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u30bb\u30eb\u5185\u306b\u76f8\u95a2\u4fc2\u6570\u306e\u5024\u3092\u8868\u793a\u3067\u304d\u307e\u3059\u3002cmap\u5f15\u6570\u3067\u30ab\u30e9\u30fc\u30de\u30c3\u30d7\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u8272\u306e\u898b\u3048\u65b9\u3092\u8abf\u6574\u3067\u304d\u307e\u3059\u3002\u5909\u6570\u9593\u306e\u6b63\u8ca0\u306e\u76f8\u95a2\u95a2\u4fc2\u3001\u5f37\u3044\u76f8\u95a2\u3092\u6301\u3064\u5909\u6570\u306e\u30da\u30a2\u306a\u3069\u3092\u8996\u899a\u7684\u306b\u628a\u63e1\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 seaborn as sns\nimport matplotlib.pyplot as plt\n\n# Load the dataset\niris = sns.load_dataset(\"iris\")\n\n# Select only the numeric columns\nnumeric_columns = iris.select_dtypes(include=['float64', 'int64']).columns\niris_numeric = iris[numeric_columns]\n\n# Calculate the correlation matrix\ncorr = iris_numeric.corr()\n\n# Create the heatmap\nsns.heatmap(corr, annot=True, cmap=\"coolwarm\", vmin=-1, vmax=1)\nplt.title(\"Correlation Heatmap of Iris Dataset\")\nplt.show()<\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"893\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.43.45-1024x893.png\" alt=\"\" class=\"wp-image-706\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.43.45-1024x893.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.43.45-300x262.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.43.45-768x670.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.43.45-940x820.png 940w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.43.45.png 1504w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-13\">\u30da\u30a2\u30d7\u30ed\u30c3\u30c8\u3067\u5909\u6570\u9593\u306e\u95a2\u4fc2\u3092\u63a2\u7d22<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30da\u30a2\u30d7\u30ed\u30c3\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u8907\u6570\u306e\u5909\u6570\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u6563\u5e03\u56f3\u884c\u5217\u3092\u4f5c\u6210\u3059\u308b\u30d7\u30ed\u30c3\u30c8\u3067\u3059\u3002seaborn\u306epairplot()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u5bfe\u89d2\u7dda\u4e0a\u306b\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3001\u975e\u5bfe\u89d2\u8981\u7d20\u306b\u6563\u5e03\u56f3\u3092\u914d\u7f6e\u3057\u305f\u30da\u30a2\u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002hue\u5f15\u6570\u3067\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u8272\u5206\u3051\u3055\u308c\u305f\u6563\u5e03\u56f3\u884c\u5217\u3092\u8868\u793a\u3067\u304d\u307e\u3059\u3002\u8907\u6570\u306e\u5909\u6570\u9593\u306e\u95a2\u4fc2\u6027\u3092\u4e00\u5ea6\u306b\u4fef\u77b0\u3067\u304d\u3001\u8208\u5473\u6df1\u3044\u95a2\u4fc2\u6027\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u767a\u898b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\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 seaborn as sns\nimport matplotlib.pyplot as plt\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f\niris = sns.load_dataset(\"iris\")\n\n# \u30da\u30a2\u30d7\u30ed\u30c3\u30c8\u306e\u4f5c\u6210\nsns.pairplot(iris, hue=\"species\", diag_kind=\"hist\")\nplt.show()<\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"980\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.13-1024x980.png\" alt=\"\" class=\"wp-image-708\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.13-1024x980.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.13-300x287.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.13-768x735.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.13-1536x1470.png 1536w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.13-2048x1960.png 2048w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.13-940x899.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-14\">\u30d0\u30a4\u30aa\u30ea\u30f3\u30d7\u30ed\u30c3\u30c8\u3067\u5206\u5e03\u5f62\u72b6\u3092\u6bd4\u8f03<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d0\u30a4\u30aa\u30ea\u30f3\u30d7\u30ed\u30c3\u30c8\u306f\u3001\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a\u3092\u7528\u3044\u3066\u30b0\u30eb\u30fc\u30d7\u3054\u3068\u306e\u30c7\u30fc\u30bf\u5206\u5e03\u3092\u8868\u73fe\u3059\u308b\u30d7\u30ed\u30c3\u30c8\u3067\u3059\u3002seaborn\u306eviolinplot()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u8907\u6570\u306e\u30ab\u30c6\u30b4\u30ea\u306e\u5206\u5e03\u3092\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002\u5185\u90e8\u306b\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u3092\u8868\u793a\u3059\u308b\u3053\u3068\u3067\u3001\u56db\u5206\u4f4d\u70b9\u3084\u4e2d\u592e\u5024\u3082\u540c\u6642\u306b\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002hue\u5f15\u6570\u3067\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u8272\u5206\u3051\u3055\u308c\u305f\u5206\u5e03\u3092\u91cd\u306d\u3066\u8868\u793a\u3067\u304d\u307e\u3059\u3002\u5206\u5e03\u306e\u5f62\u72b6\u3001\u8907\u6570\u306e\u30d4\u30fc\u30af\u306e\u5b58\u5728\u3001\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5dee\u7570\u306a\u3069\u3092\u8996\u899a\u7684\u306b\u6349\u3048\u3089\u308c\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 seaborn as sns\nimport matplotlib.pyplot as plt\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f\ntips = sns.load_dataset(\"tips\")\n\n# \u30d0\u30a4\u30aa\u30ea\u30f3\u30d7\u30ed\u30c3\u30c8\u306e\u4f5c\u6210\nsns.violinplot(data=tips, x=\"day\", y=\"total_bill\", inner=\"box\")\nplt.title(\"Distribution of total bill by day\")\nplt.show()\n\n# hue\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6307\u5b9a\nsns.violinplot(data=tips, x=\"day\", y=\"total_bill\", hue=\"sex\", inner=\"box\")\nplt.title(\"Distribution of total bill by day and sex\")\nplt.show()<\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"893\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.33-1024x893.png\" alt=\"\" class=\"wp-image-710\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.33-1024x893.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.33-300x262.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.33-768x670.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.33-940x820.png 940w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.33.png 1504w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"893\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.53-1024x893.png\" alt=\"\" class=\"wp-image-711\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.53-1024x893.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.53-300x262.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.53-768x670.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.53-940x820.png 940w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.44.53.png 1504w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-15\">\u30b9\u30a6\u30a9\u30fc\u30e0\u30d7\u30ed\u30c3\u30c8\u3067\u30ab\u30c6\u30b4\u30ea\u5225\u306e\u30c7\u30fc\u30bf\u5206\u5e03\u3092\u8868\u793a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b9\u30a6\u30a9\u30fc\u30e0\u30d7\u30ed\u30c3\u30c8\u306f\u3001\u30ab\u30c6\u30b4\u30ea\u5225\u306b\u30c7\u30fc\u30bf\u70b9\u3092\u91cd\u306a\u3089\u306a\u3044\u3088\u3046\u306b\u914d\u7f6e\u3057\u3066\u5206\u5e03\u3092\u8868\u73fe\u3059\u308b\u30d7\u30ed\u30c3\u30c8\u3067\u3059\u3002seaborn\u306eswarmplot()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u8907\u6570\u306e\u30ab\u30c6\u30b4\u30ea\u306e\u30c7\u30fc\u30bf\u5206\u5e03\u3092\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002hue\u5f15\u6570\u3067\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u8272\u5206\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u70b9\u3092\u8868\u793a\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u70b9\u306e\u5bc6\u5ea6\u3001\u5e83\u304c\u308a\u3001\u5916\u308c\u5024\u306e\u5b58\u5728\u306a\u3069\u3092\u8996\u899a\u7684\u306b\u628a\u63e1\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 seaborn as sns\nimport matplotlib.pyplot as plt\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f\ntips = sns.load_dataset(\"tips\")\n\n# \u30b9\u30a6\u30a9\u30fc\u30e0\u30d7\u30ed\u30c3\u30c8\u306e\u4f5c\u6210\nsns.swarmplot(data=tips, x=\"day\", y=\"total_bill\")\nplt.title(\"Distribution of total bill by day\")\nplt.show()\n\n# hue\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6307\u5b9a\nsns.swarmplot(data=tips, x=\"day\", y=\"total_bill\", hue=\"sex\")\nplt.title(\"Distribution of total bill by day and sex\")\nplt.show()<\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"893\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.11-1024x893.png\" alt=\"\" class=\"wp-image-712\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.11-1024x893.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.11-300x262.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.11-768x670.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.11-940x820.png 940w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.11.png 1504w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"893\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.16-1024x893.png\" alt=\"\" class=\"wp-image-713\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.16-1024x893.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.16-300x262.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.16-768x670.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.16-940x820.png 940w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.16.png 1504w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-16\">\u30d5\u30a1\u30bb\u30c3\u30c8\u30b0\u30ea\u30c3\u30c9\u3067\u591a\u5909\u6570\u30c7\u30fc\u30bf\u3092\u4fef\u77b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30bb\u30c3\u30c8\u30b0\u30ea\u30c3\u30c9\u306f\u3001\u30b0\u30ea\u30c3\u30c9\u72b6\u306b\u8907\u6570\u306e\u30b5\u30d6\u30d7\u30ed\u30c3\u30c8\u3092\u914d\u7f6e\u3057\u3066\u3001\u591a\u5909\u6570\u30c7\u30fc\u30bf\u3092\u4fef\u77b0\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30c3\u30c8\u3067\u3059\u3002seaborn\u306eFacetGrid()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u884c\u3068\u5217\u306b\u7570\u306a\u308b\u5909\u6570\u3092\u5272\u308a\u5f53\u3066\u305f\u30b0\u30ea\u30c3\u30c9\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002map()\u30e1\u30bd\u30c3\u30c9\u3067\u30d7\u30ed\u30c3\u30c8\u95a2\u6570\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5404\u30b5\u30d6\u30d7\u30ed\u30c3\u30c8\u306b\u30b0\u30e9\u30d5\u3092\u63cf\u753b\u3067\u304d\u307e\u3059\u3002\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u306e\u7d44\u307f\u5408\u308f\u305b\u3054\u3068\u306b\u30c7\u30fc\u30bf\u306e\u50be\u5411\u3092\u6bd4\u8f03\u3067\u304d\u3001\u4ea4\u4e92\u4f5c\u7528\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u767a\u898b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\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 seaborn as sns\nimport matplotlib.pyplot as plt\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f\ntips = sns.load_dataset(\"tips\")\n\n# \u30d5\u30a1\u30bb\u30c3\u30c8\u30b0\u30ea\u30c3\u30c9\u306e\u4f5c\u6210\ng = sns.FacetGrid(tips, col=\"day\", row=\"smoker\")\ng.map(sns.scatterplot, \"total_bill\", \"tip\")\nplt.show()<\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"606\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.36-1024x606.png\" alt=\"\" class=\"wp-image-714\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.36-1024x606.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.36-300x177.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.36-768x454.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.36-1536x908.png 1536w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.36-2048x1211.png 2048w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.36-940x556.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-17\">\u30ab\u30b9\u30bf\u30e0\u30b9\u30bf\u30a4\u30eb\u306e\u9069\u7528\u3068\u30c7\u30b6\u30a4\u30f3\u8abf\u6574<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u3067\u306f\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30b9\u30bf\u30a4\u30eb\u3092\u5909\u66f4\u3057\u3066\u30b0\u30e9\u30d5\u306e\u30c7\u30b6\u30a4\u30f3\u3092\u8abf\u6574\u3067\u304d\u307e\u3059\u3002sns.set_style()\u95a2\u6570\u3067\u30d7\u30ed\u30c3\u30c8\u306e\u80cc\u666f\u30b9\u30bf\u30a4\u30eb\u3092\u5909\u66f4\u3057\u305f\u308a\u3001sns.set_palette()\u95a2\u6570\u3067\u30ab\u30e9\u30fc\u30d1\u30ec\u30c3\u30c8\u3092\u5909\u66f4\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001matplotlib API\u3092\u4f7f\u3063\u3066\u3001\u30bf\u30a4\u30c8\u30eb\u3001\u8ef8\u30e9\u30d9\u30eb\u3001\u51e1\u4f8b\u306a\u3069\u306e\u30c7\u30b6\u30a4\u30f3\u8981\u7d20\u3092\u7d30\u304b\u304f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u307e\u3059\u3002\u76ee\u7684\u306b\u5fdc\u3058\u3066\u30c7\u30b6\u30a4\u30f3\u3092\u8abf\u6574\u3057\u3001\u308f\u304b\u308a\u3084\u3059\u304f\u7f8e\u3057\u3044\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\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 seaborn as sns\nimport matplotlib.pyplot as plt\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8aad\u307f\u8fbc\u307f\ntips = sns.load_dataset(\"tips\")\n\n# \u30b9\u30bf\u30a4\u30eb\u306e\u8a2d\u5b9a\nsns.set_style(\"whitegrid\")\nsns.set_palette(\"Set2\")\n\n# \u6563\u5e03\u56f3\u306e\u4f5c\u6210\nplt.figure(figsize=(8, 6))\nsns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\", size=\"size\", sizes=(20, 200), hue=\"day\")\nplt.title(\"Relationship between total bill and tip\", fontsize=16)\nplt.xlabel(\"Total bill\", fontsize=12)\nplt.ylabel(\"Tip\", fontsize=12)\nplt.legend(title=\"Day\", loc=\"upper left\", fontsize=12)\nplt.show()<\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"871\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.54-1024x871.png\" alt=\"\" class=\"wp-image-715\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.54-1024x871.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.54-300x255.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.54-768x653.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.54-1536x1307.png 1536w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.54-940x800.png 940w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-05-21.45.54.png 1824w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u306e\u30d7\u30ed\u30c3\u30c8\u3092\u4f7f\u3044\u3053\u306a\u3059\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3084\u50be\u5411\u3092\u8996\u899a\u7684\u306b\u8868\u73fe\u3057\u3001\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u30d7\u30ed\u30c3\u30c8\u3092\u9078\u629e\u3057\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30fc\u30ea\u30fc\u3092\u52b9\u679c\u7684\u306b\u4f1d\u3048\u308b\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3057\u3087\u3046\u3002\u6b21\u7ae0\u3067\u306f\u3001seaborn\u3092\u4f7f\u3044\u3053\u306a\u3059\u305f\u3081\u306e\u30b3\u30c4\u3068\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-18\">\u307e\u3068\u3081\uff1aseaborn\u3092\u4f7f\u3044\u3053\u306a\u3059\u30b3\u30c4\u3068\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u306f\u3001\u7f8e\u3057\u304f\u6d17\u7df4\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u624b\u8efd\u306b\u4f5c\u6210\u3067\u304d\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u4e00\u65b9\u3067\u3001seaborn\u3092\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u7684\u306b\u4f7f\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u305d\u306e\u4ed5\u7d44\u307f\u3084\u7279\u6027\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3092\u9069\u5207\u306b\u8868\u73fe\u3067\u304d\u308b\u30d7\u30ed\u30c3\u30c8\u3092\u9078\u629e\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u76ee\u7684\u3092\u660e\u78ba\u306b\u3057\u3001\u4f1d\u3048\u305f\u3044\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u7d5e\u308a\u8fbc\u3080\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30c7\u30b6\u30a4\u30f3\u306e\u4e00\u8cab\u6027\u3001\u30b7\u30f3\u30d7\u30eb\u3055\u3001\u8aad\u307f\u3084\u3059\u3055\u306b\u914d\u616e\u3057\u3001\u30ce\u30a4\u30ba\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u307e\u3057\u3087\u3046\u3002\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u64cd\u4f5c\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u63a2\u7d22\u306e\u5e45\u3092\u5e83\u3052\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b0\u30e9\u30d5\u3092\u9069\u5207\u306b\u30e9\u30d9\u30ea\u30f3\u30b0\u3057\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u904e\u4e0d\u8db3\u306a\u304f\u63d0\u793a\u3059\u308b\u3053\u3068\u3082\u5fd8\u308c\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002\u8272\u4f7f\u3044\u306b\u6c17\u3092\u3064\u3051\u3001\u8272\u899a\u591a\u69d8\u6027\u306b\u3082\u914d\u616e\u3057\u307e\u3057\u3087\u3046\u3002\u3055\u3089\u306b\u3001\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u901a\u3057\u3066\u5f97\u3089\u308c\u305f\u77e5\u898b\u3092\u8a00\u8a9e\u5316\u3057\u3001\u30b9\u30c8\u30fc\u30ea\u30fc\u3092\u4f1d\u3048\u308b\u529b\u3092\u990a\u3046\u3053\u3068\u3082\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-19\">seaborn\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8\u3068\u6ce8\u610f\u70b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">seaborn\u306f\u3001\u9ad8\u54c1\u8cea\u306e\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u30b7\u30f3\u30d7\u30eb\u306a\u30b3\u30fc\u30c9\u3067\u5b9f\u73fe\u3067\u304d\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u8a2d\u5b9a\u304c\u6d17\u7df4\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u521d\u5fc3\u8005\u3067\u3082\u7f8e\u3057\u3044\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\u7d71\u8a08\u89e3\u6790\u306b\u7279\u5316\u3057\u305f\u30d7\u30ed\u30c3\u30c8\u304c\u8c4a\u5bcc\u3067\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u30bf\u30b9\u30af\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30b0\u30e9\u30d5\u306e\u30c7\u30b6\u30a4\u30f3\u3092\u67d4\u8edf\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u3001\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u8abf\u6574\u304c\u53ef\u80fd\u3067\u3059\u3002\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u5145\u5b9f\u3057\u3066\u304a\u308a\u3001\u4f53\u7cfb\u7684\u306b\u5b66\u7fd2\u3067\u304d\u308b\u306e\u3082\u9b45\u529b\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3067\u3001seaborn\u306f\u9ad8\u30ec\u30d9\u30eb\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u305f\u3081\u3001\u7d30\u304b\u306a\u5236\u5fa1\u306f\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30b9\u30bf\u30a4\u30eb\u306b\u983c\u308a\u3059\u304e\u308b\u3068\u3001\u753b\u4e00\u7684\u306a\u5370\u8c61\u3092\u4e0e\u3048\u308b\u304a\u305d\u308c\u3082\u3042\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u3001seaborn\u306e\u5185\u90e8\u52d5\u4f5c\u3092\u7406\u89e3\u305b\u305a\u306b\u4f7f\u3046\u3068\u3001\u30b0\u30e9\u30d5\u306e\u610f\u5473\u3092\u8aa4\u89e3\u3059\u308b\u5371\u967a\u6027\u3082\u3042\u308b\u306e\u3067\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-20\">\u9b45\u529b\u7684\u3067\u8aac\u5f97\u529b\u306e\u3042\u308b\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u30dd\u30a4\u30f3\u30c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9b45\u529b\u7684\u3067\u8aac\u5f97\u529b\u306e\u3042\u308b\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u62bc\u3055\u3048\u3066\u304a\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u307e\u305a\u3001\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u76ee\u7684\u3092\u660e\u78ba\u306b\u3057\u3001\u305d\u306e\u76ee\u7684\u306b\u6cbf\u3063\u305f\u30b0\u30e9\u30d5\u3092\u9078\u629e\u3057\u307e\u3057\u3087\u3046\u3002\u30c7\u30fc\u30bf\u306e\u7279\u6027\u3084\u69cb\u9020\u3092\u7406\u89e3\u3057\u3001\u9069\u5207\u306a\u524d\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u3082\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b0\u30e9\u30d5\u306e\u7a2e\u985e\u3084\u8a2d\u5b9a\u3092\u541f\u5473\u3057\u3001\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3092\u52b9\u679c\u7684\u306b\u8868\u73fe\u3057\u307e\u3057\u3087\u3046\u3002\u30b7\u30f3\u30d7\u30eb\u3067\u76f4\u611f\u7684\u306a\u30c7\u30b6\u30a4\u30f3\u3092\u5fc3\u304c\u3051\u3001\u4e0d\u8981\u306a\u88c5\u98fe\u306f\u63a7\u3048\u3081\u306b\u3057\u307e\u3059\u3002\u8272\u4f7f\u3044\u306b\u610f\u5473\u3092\u6301\u305f\u305b\u3001\u914d\u8272\u306e\u30d0\u30e9\u30f3\u30b9\u306b\u3082\u914d\u616e\u304c\u5fc5\u8981\u3067\u3059\u3002\u30bf\u30a4\u30c8\u30eb\u3001\u8ef8\u30e9\u30d9\u30eb\u3001\u51e1\u4f8b\u306a\u3069\u3092\u9069\u5207\u306b\u8a2d\u5b9a\u3057\u3001\u30b0\u30e9\u30d5\u3092\u81ea\u5df1\u8aac\u660e\u7684\u306b\u3059\u308b\u3053\u3068\u3082\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u6027\u3092\u53d6\u308a\u5165\u308c\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u80fd\u52d5\u7684\u306a\u30c7\u30fc\u30bf\u63a2\u7d22\u3092\u4fc3\u3059\u306e\u3082\u52b9\u679c\u7684\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u6587\u8108\u3084\u80cc\u666f\u60c5\u5831\u3082\u63d0\u4f9b\u3057\u3001\u30b9\u30c8\u30fc\u30ea\u30fc\u3092\u4f1d\u3048\u308b\u3053\u3068\u3092\u610f\u8b58\u3057\u307e\u3057\u3087\u3046\u3002\u5e38\u306b\u5ba2\u89b3\u7684\u306a\u8996\u70b9\u3092\u4fdd\u3061\u3001\u30c7\u30fc\u30bf\u3092\u8aa0\u5b9f\u306b\u6271\u3046\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u5b66\u3073\u3001\u7d99\u7d9a\u7684\u306b\u6280\u8853\u3092\u78e8\u304f\u3053\u3068\u3082\u91cd\u8981\u3067\u3059\u3002seaborn\u3092\u9069\u5207\u306b\u6d3b\u7528\u3057\u3001\u305d\u306e\u30e1\u30ea\u30c3\u30c8\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u306a\u304c\u3089\u3001\u9b45\u529b\u7684\u3067\u8aac\u5f97\u529b\u306e\u3042\u308b\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001Python\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30easeaborn\u306b\u3064\u3044\u3066\u3001\u305d\u306e\u6982\u8981\u3084\u7279\u5fb4\u3001\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u304b\u3089\u3001\u5b9f\u8df5\u7684\u306a\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c6\u30af\u30cb\u30c3\u30af\u307e\u3067\u5e45\u5e83\u304f\u89e3\u8aac\u3057\u3066\u304d\u307e\u3057\u305f\u3002seaborn\u3092\u4f7f\u3044\u3053\u306a\u3059\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u6301\u3064\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u52b9\u679c\u7684\u306b\u4f1d\u3048\u308b\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001seaborn\u306f\u3042\u304f\u307e\u3067\u30c4\u30fc\u30eb\u306e\u4e00\u3064\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u771f\u306e\u76ee\u7684\u306f\u3001\u30c7\u30fc\u30bf\u304b\u3089\u4fa1\u5024\u3042\u308b\u77e5\u898b\u3092\u5f15\u304d\u51fa\u3057\u3001\u305d\u308c\u3092\u9069\u5207\u306b\u4f1d\u3048\u308b\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002seaborn\u3092\u6d3b\u7528\u3057\u306a\u304c\u3089\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u539f\u5247\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u5e38\u306b\u610f\u8b58\u3057\u3001\u63a2\u7d22\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3068\u8aac\u5f97\u529b\u306e\u3042\u308b\u30b9\u30c8\u30fc\u30ea\u30fc\u30c6\u30ea\u30f3\u30b0\u3092\u5b9f\u8df5\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python\u3067\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u3092\u3059\u308b\u969b\u3001seaborn\u306f\u5f37\u529b\u3067\u4f7f\u3044\u3084\u3059\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001seaborn\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u304b\u3089\u5b9f\u8df5\u7684\u306a\u30c6\u30af\u30cb\u30c3\u30af\u307e\u3067\u3001\u5b9f\u4f8b\u3092\u4ea4\u3048\u306a\u304c\u3089\u6bb5\u968e\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u304b\u3089\u30a4\u30f3\u30b5\u30a4 &#8230; <\/p>\n","protected":false},"author":1,"featured_media":477,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-215","post","type-post","status-publish","format-standard","has-post-thumbnail","category-python"],"_links":{"self":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts\/215","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=215"}],"version-history":[{"count":11,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts\/215\/revisions"}],"predecessor-version":[{"id":716,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts\/215\/revisions\/716"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/media\/477"}],"wp:attachment":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=215"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=215"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=215"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}