{"id":3336,"date":"2020-07-11T18:46:21","date_gmt":"2020-07-11T09:46:21","guid":{"rendered":"https:\/\/analysis-navi.com\/?p=3336"},"modified":"2025-06-08T18:38:34","modified_gmt":"2025-06-08T09:38:34","slug":"python%e3%81%ab%e3%82%88%e3%82%8b%e7%b6%ba%e9%ba%97%e3%81%aa%e6%95%a3%e5%b8%83%e5%9b%b3%e3%81%ae%e4%bd%9c%e6%88%90%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/analysis-navi.com\/?p=3336","title":{"rendered":"Python\u306b\u3088\u308b\u7dba\u9e97\u306a\u6563\u5e03\u56f3\u306e\u4f5c\u6210\u65b9\u6cd5"},"content":{"rendered":"\n<p>Python\u3092\u4f7f\u3063\u3066\u3001\u7dba\u9e97\u306a\u6563\u5e03\u56f3\u3092\u4f5c\u308b\u65b9\u6cd5\u3067\u3059\u3002<br>\nseaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u3001scatterplot\u3001jointplot\u3001pairplot\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f7f\u7528\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f<\/h2>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u4ee5\u4e0b\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001\u69d8\u3005\u306a\u30d1\u30bf\u30fc\u30f3\u306e\u6563\u5e03\u56f3\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3059\u3002<br>\n<img decoding=\"async\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/06\/dc78f06baa05e53ef3060974c6bd96fe.png\" alt=\"\" width=\"532\" height=\"457\" class=\"alignnone size-full wp-image-3352\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/06\/dc78f06baa05e53ef3060974c6bd96fe.png 1064w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/06\/dc78f06baa05e53ef3060974c6bd96fe-466x400.png 466w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/06\/dc78f06baa05e53ef3060974c6bd96fe-300x258.png 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/06\/dc78f06baa05e53ef3060974c6bd96fe-768x660.png 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/06\/dc78f06baa05e53ef3060974c6bd96fe-1024x880.png 1024w\" sizes=\"(max-width: 532px) 100vw, 532px\" \/><\/p>\n\n\n\n<p>\u307e\u305a\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306bread_csv\u3092\u7528\u3044\u3066\u3053\u306e\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307e\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import pandas as pd\nimport seaborn as sns\ndf_score = pd.read_csv(\"test_score.csv\",index_col=\"\u540d\u524d\")<\/pre>\n\n\n\n<p>\u3053\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u3001\u30b0\u30e9\u30d5\u3092\u66f8\u304f\u305f\u3081\u306eseaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u3082import\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">scatterplot\u306b\u3088\u308b\u6563\u5e03\u56f3\u306e\u63cf\u753b<\/h2>\n\n\n\n<p>\u307e\u305a\u306f\u5e73\u9762\u5ea7\u6a19\u4e0a\u3067\u5909\u65702\u3064\u306e\u95a2\u4fc2\u6027\u3092\u793a\u3059\u3001\u3044\u308f\u3070&#8221;\u4e00\u822c\u7684\u306a\u6563\u5e03\u56f3&#8221;\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">sns.scatterplot(data=df_score,x=\"\u56fd\u8a9e\",y=\"\u7b97\u6570\")<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"397\" height=\"268\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sampu1.png\" alt=\"\" class=\"wp-image-3360\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sampu1.png 397w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sampu1-300x203.png 300w\" sizes=\"(max-width: 397px) 100vw, 397px\" \/><\/figure>\n\n\n\n\n\n\n\n<p>\u3053\u308c\u3060\u3051\u3067\u3059\u3002\u7c21\u5358\u3067\u3059\u306d\u3002<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001\u30af\u30e9\u30b9\u3084\u6027\u5225\u3067\u70b9\u306e\u7a2e\u985e\u3092\u5909\u3048\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<br>\n\u5f15\u6570\u306b<strong>\u300chue\u300d<\/strong>\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u8272\u5206\u3051\u3001<strong>\u300cstyle\u300d<\/strong>\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u70b9\u306e\u5f62\u306e\u5909\u66f4\u3001<strong>\u300csize\u300d<\/strong>\u3067\u70b9\u306e\u5927\u304d\u3055\u3092\u5909\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3067\u306f\u8a66\u3057\u306b\u30011\u7d44\/2\u7d44\u3067\u70b9\u306e\u8272\u3092\u5909\u3048\u3001\u7537\u6027\/\u5973\u6027\u3067\u70b9\u306e\u5f62\u3092\u5909\u3048\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">sns.scatterplot(data=df_score,x=\"\u56fd\u8a9e\",y=\"\u7b97\u6570\",hue=\"\u30af\u30e9\u30b9\",style=\"\u6027\u5225\")<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"397\" height=\"268\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sampu2.png\" alt=\"\" class=\"wp-image-3361\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sampu2.png 397w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sampu2-300x203.png 300w\" sizes=\"(max-width: 397px) 100vw, 397px\" \/><\/figure>\n\n\n\n\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u70b9\u306e\u7a2e\u985e\u3092\u4f7f\u3044\u5206\u3051\u308c\u3070\u3001\u3055\u3089\u306b\u5206\u304b\u308a\u3084\u3059\u3044\u56f3\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">jointplot\u306b\u3088\u308b\u6563\u5e03\u56f3\u306e\u63cf\u753b<\/h2>\n\n\n\n<p>jointplot\u3092\u4f7f\u3046\u3068\u3001\u300c<a href=\"https:\/\/analysis-navi.com\/?p=3333\">\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0<\/a>\u300d\u4ed8\u304d\u306e\u6563\u5e03\u56f3\u3092\u4f5c\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">sns.jointplot(data=df_score,x=\"\u56fd\u8a9e\",y=\"\u7b97\u6570\")<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"424\" height=\"420\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sampu3.png\" alt=\"\" class=\"wp-image-3362\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sampu3.png 424w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sampu3-404x400.png 404w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sampu3-300x297.png 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sampu3-150x150.png 150w\" sizes=\"(max-width: 424px) 100vw, 424px\" \/><\/figure>\n\n\n\n\n\n\n\n<p>\u6563\u5e03\u56f3\u3060\u3051\u3060\u3068\u3001<strong><span style=\"background-color:#87cefa;\">\u70b9\u306e\u4f4d\u7f6e\u304c\u5168\u304f\u540c\u3058\u30c7\u30fc\u30bf\u304c\u305f\u304f\u3055\u3093\u3042\u308b\u3068\u305d\u308c\u304c\u898b\u3048\u306a\u3044<\/span><\/strong>\u306e\u3067\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u304c\u4ed8\u3044\u3066\u3044\u308b\u3053\u3068\u3067\u3088\u308a\u72b6\u6cc1\u304c\u5206\u304b\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306e\u672c\u6570\u3092\u5909\u3048\u305f\u3051\u308c\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5f15\u6570\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">sns.jointplot(data=df_score,x=\"\u56fd\u8a9e\",y=\"\u7b97\u6570\",marginal_kws={\"bins\":10})<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"424\" height=\"420\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sanpu4.png\" alt=\"\" class=\"wp-image-3363\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sanpu4.png 424w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sanpu4-404x400.png 404w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sanpu4-300x297.png 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sanpu4-150x150.png 150w\" sizes=\"(max-width: 424px) 100vw, 424px\" \/><\/figure>\n\n\n\n\n\n\n\n<p>\u6700\u9069\u306a\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306e\u672c\u6570\u306f\u3001\u3082\u3063\u3068\u3082\u89e3\u91c8\u3057\u3084\u3059\u3044\u3082\u306e\u3092\u9069\u5b9c\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">pairplot\u306b\u3088\u308b\u6563\u5e03\u56f3\u306e\u63cf\u753b<\/h2>\n\n\n\n<p>\u6700\u5f8c\u306fpairplot\u3067\u3059\u3002<br>\n\u3053\u3061\u3089\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5168\u3066\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u6563\u5e03\u56f3\u3092\u4e00\u6c17\u306b\u66f8\u3044\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">sns.pairplot(data=df_score)<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"890\" height=\"884\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sanpu5.png\" alt=\"\" class=\"wp-image-3364\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sanpu5.png 890w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sanpu5-403x400.png 403w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sanpu5-300x298.png 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sanpu5-768x763.png 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2020\/07\/sanpu5-150x150.png 150w\" sizes=\"(max-width: 890px) 100vw, 890px\" \/><\/figure>\n\n\n\n\n\n\n\n<p>\u3053\u3046\u3059\u308b\u3068\u3001\u3059\u3079\u3066\u306e2\u5909\u6570\u9593\u306e\u6563\u5e03\u56f3\u3092\u4e00\u6c17\u306b\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br>\n\u307e\u305a\u3001\u30c7\u30fc\u30bf\u306e\u5168\u4f53\u50cf\u3092\u3056\u3063\u3068\u628a\u63e1\u3057\u305f\u3044\u6642\u306a\u3069\u306b\u4fbf\u5229\u3067\u3059\u3002<br>\n\u3061\u306a\u307f\u306b\u3001<strong><span style=\"background-color:#87cefa;\">\u5bfe\u89d2\u7dda\u4e0a\u306b\u51fa\u3066\u3044\u308b\u306e\u306f\u30c7\u30fc\u30bf\u3054\u3068\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3060\u3057\u3001\u6563\u5e03\u56f3\u3092\u305f\u304f\u3055\u3093\u66f8\u304f\u4ee5\u4e0a\u3001\u30c7\u30fc\u30bf\u304c\u591a\u3051\u308c\u3070\u591a\u3044\u307b\u3069\u51e6\u7406\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u306e\u3067\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0a\u3001Python\u306eseaborn\u3092\u7528\u3044\u305f\u6563\u5e03\u56f3\u306e\u4f5c\u6210\u65b9\u6cd53\u7a2e\u3067\u3057\u305f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python\u3092\u4f7f\u3063\u3066\u3001\u7dba\u9e97\u306a\u6563\u5e03\u56f3\u3092\u4f5c\u308b\u65b9\u6cd5\u3067\u3059\u3002 seaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u3001scatterplot\u3001jointplot\u3001pairplot\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 \u4f7f\u7528\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f \u3053\u306e\u8a18\u4e8b\u3067\u306f\u4ee5\u4e0b\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001\u69d8\u3005\u306a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4974,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"swell_btn_cv_data":"","vkexunit_cta_each_option":"","footnotes":""},"categories":[129],"tags":[131,134],"class_list":["post-3336","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-study","tag-stats","tag-python"],"_links":{"self":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/3336","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3336"}],"version-history":[{"count":7,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/3336\/revisions"}],"predecessor-version":[{"id":5024,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/3336\/revisions\/5024"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/media\/4974"}],"wp:attachment":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3336"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3336"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3336"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}