{"id":4065,"date":"2024-12-21T15:34:06","date_gmt":"2024-12-21T06:34:06","guid":{"rendered":"https:\/\/secondlife.lol\/?p=4065"},"modified":"2024-12-21T15:34:08","modified_gmt":"2024-12-21T06:34:08","slug":"drawing-multiple-boxplots-python","status":"publish","type":"post","link":"https:\/\/secondlife.lol\/ja\/drawing-multiple-boxplots-python\/","title":{"rendered":"Python\u3067\u8907\u6570\u306eBoxplot\u3092\u63cf\u304f\uff1a\u30c7\u30fc\u30bf\u5206\u5e03\u3092\u53ef\u8996\u5316\u3059\u308b"},"content":{"rendered":"<p>\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3057\u3066\u3044\u308b\u3068\u3001\u8907\u6570\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u3084\u30b0\u30eb\u30fc\u30d7\u306e\u5206\u5e03\u3092\u4e00\u76ee\u3067\u6bd4\u8f03\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002 \u3053\u306e\u6642\u3001\u6700\u3082\u52b9\u679c\u7684\u306a\u65b9\u6cd5\u306e\u4e00\u3064\u304c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002 <a href=\"http:\/\/python.org\" target=\"_blank\" rel=\"noopener\">\u30d1\u30a4\u30bd\u30f3<\/a> boxplot\u3092\u8907\u6570\u63cf\u304d\u307e\u3059\u3002<\/p>\n\n\n<style>.kb-image4065_c72969-6a .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image4065_c72969-6a img.kb-img, .kb-image4065_c72969-6a .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image4065_c72969-6a\"><figure class=\"aligncenter size-medium_large\"><img decoding=\"async\" width=\"768\" height=\"461\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/boxplot_stripplot-768x461.jpg\" alt=\"\ud30c\uc774\uc36c boxplot \uc5ec\ub7ec\uac1c \uadf8\ub9ac\uae30 \uadf8\ub9bc\" class=\"kb-img wp-image-4066\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/boxplot_stripplot-768x461.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/boxplot_stripplot-300x180.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/boxplot_stripplot-600x360.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/boxplot_stripplot-18x12.jpg 18w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/boxplot_stripplot.jpg 1000w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption>( Python boxplot\u306e\u8907\u6570\u63cf\u753b\u306e\u53ef\u8996\u5316 )<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8(Boxplot)\u306f\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u3068\u4e2d\u5fc3\u50be\u5411\u3092\u8981\u7d04\u3059\u308b\u306e\u306b\u4fbf\u5229\u3067\u3001Seaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3046\u3068\u7c21\u5358\u306b\u63cf\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4eca\u56de\u306e\u30dd\u30b9\u30c8\u3067\u306f <strong>\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u3068\u30b9\u30c8\u30ea\u30c3\u30d7\u30d7\u30ed\u30c3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u30c7\u30fc\u30bf\u5206\u5e03\u3092\u53ef\u8996\u5316\u3059\u308b<\/strong>\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n<style>.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title-wrap{color:var(--global-palette2, #2B6CB0);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{color:var(--global-palette2, #2B6CB0);font-size:28px;font-weight:regular;font-style:normal;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap .kb-table-of-content-list{color:var(--global-palette1, #3182CE);line-height:2em;font-weight:regular;font-style:normal;margin-top:var(--global-kb-spacing-sm, 1.5rem);margin-right:0px;margin-bottom:0px;margin-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap .kb-table-of-content-list .kb-table-of-contents__entry:hover{color:var(--global-palette6, #718096);}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);}}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{font-size:28px;}}@media all and (max-width: 767px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{font-size:28px;}}<\/style>\n\n\n<h2 class=\"wp-block-heading\">Boxplot\u3068Stripplot\u3068\u306f\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u7fa9<\/strong>\u3092\u8868\u793a\u3057\u307e\u3059\uff1a\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u3068\u4e2d\u5fc3\u5024\uff08\u4e2d\u592e\u5024\u3001\u56db\u5206\u4f4d\uff09\u3092\u8996\u899a\u7684\u306b\u8868\u73fe\u3059\u308b\u30dc\u30c3\u30af\u30b9\u56f3\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4e3b\u306a\u7279\u5fb4<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u30dc\u30c3\u30af\u30b9\u306fIQR(Interquartile Range\u3001\u56db\u5206\u4f4d\u7bc4\u56f2)\u3092\u8868\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d2\u30b2(whisker)\u306fIQR\u306e\u7bc4\u56f2\u5916\u306e\u5024\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7570\u5e38\u5024(outlier)\u306f\u500b\u5225\u70b9\u3068\u3057\u3066\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6d3b\u7528<\/strong>\uff1a\u30c7\u30fc\u30bf\u306e\u4e2d\u5fc3\u50be\u5411\u3068\u5206\u6563\u3092\u628a\u63e1\u3059\u308b\u306e\u306b\u4fbf\u5229\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.Stripplot<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u7fa9<\/strong>\u3092\u8868\u793a\u3057\u307e\u3059\uff1a\u30c7\u30fc\u30bf\u306e\u500b\u3005\u306e\u5024\u3092\u70b9\u3068\u3057\u3066\u8868\u3059\u6563\u5e03\u56f3\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4e3b\u306a\u7279\u5fb4<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Boxplot\u304c\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u3092\u793a\u3059\u306e\u306b\u5bfe\u3057\u3001Stripplot\u306f\u5404\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306e\u4f4d\u7f6e\u3092\u6b63\u78ba\u306b\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Boxplot\u3068\u4f75\u7528\u3059\u308b\u3068 <strong>\u30c7\u30fc\u30bf\u5206\u5e03\u3068\u500b\u5225\u5024<\/strong>\u3092\u540c\u6642\u306b\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Python\u3067\u8907\u6570\u306eBoxplot\u3092\u63cf\u304f<\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u306fPython\u306eSeaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066 <strong>\u66dc\u65e5\u5225\u5408\u8a08\u91d1\u984d\u30c7\u30fc\u30bf<\/strong>\u3092\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u3067\u53ef\u8996\u5316\u3059\u308b\u4f8b\u3067\u3059\u3002 \u307e\u305f\u3001Stripplot\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5404\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u4e00\u76ee\u3067\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>import seaborn as sns\nmatplotlib.pyplot as plt\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ntips = sns.load_dataset('tips')\n\n# \u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u3068\u30b9\u30c8\u30ea\u30c3\u30d7\u30d7\u30ed\u30c3\u30c8\u306e\u7d44\u307f\u5408\u308f\u305b\nplt.figure(figsize=(10, 6))\nsns.boxplot(x='day', y='total_bill', data=tips, palette='Set2') #\u306e\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u751f\u6210\nsns.stripplot(x='day', y='total_bill', data=tips, color='.25') # \u30b9\u30c8\u30ea\u30c3\u30d7\u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\n\n# \u30b0\u30e9\u30d5\u30b9\u30bf\u30a4\u30ea\u30f3\u30b0\nplt.title(\"Drawing Multiple Boxplots in Python: Total Bill by Day\", fontsize=15)\nplt.xlabel(\"Day of the Week\", fontsize=12)\nplt.ylabel(\"Total Bill ($)\", fontsize=12)\n\n# \u30b0\u30e9\u30d5\u51fa\u529b\nplt.tight_layout()\nplt.show()\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30fc\u30c9\u306e\u7c21\u5358\u306a\u89e3\u8aac<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u30ed\u30fc\u30c9<\/strong>\n<ul class=\"wp-block-list\">\n<li><code>sns.load_dataset('tips')<\/code>\u3092\u4f7f\u7528\u3057\u3066\u30ec\u30b9\u30c8\u30e9\u30f3\u306e\u30c1\u30c3\u30d7\u30c7\u30fc\u30bf\u3092\u547c\u3073\u51fa\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u4f5c\u6210<\/strong>\n<ul class=\"wp-block-list\">\n<li><code>sns.boxplot()<\/code>\u3092\u4f7f\u7528\u3057\u3066\u5404\u66dc\u65e5\u306e\u5408\u8a08\u91d1\u984d(<code>total_bill<\/code>)\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30b9\u30c8\u30ea\u30c3\u30d7\u30d7\u30ed\u30c3\u30c8\u7d50\u5408<\/strong>\n<ul class=\"wp-block-list\">\n<li><code>sns.stripplot()<\/code>\u3092\u4f7f\u7528\u3057\u3066\u3001\u500b\u3005\u306e\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u4e0a\u306b\u91cd\u306d\u3066\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30b0\u30e9\u30d5\u30b9\u30bf\u30a4\u30ea\u30f3\u30b0<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u30bf\u30a4\u30c8\u30eb\u3068\u8ef8\u30e9\u30d9\u30eb\u3092\u8ffd\u52a0\u3057\u3066\u3001\u30b0\u30e9\u30d5\u3092\u898b\u3084\u3059\u304f\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u3068\u30b9\u30c8\u30ea\u30c3\u30d7\u30d7\u30ed\u30c3\u30c8\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u306e\u5f79\u5272<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5404\u66dc\u65e5\u306e\u30c7\u30fc\u30bf\u5206\u5e03\u3068\u4e2d\u5fc3\u50be\u5411\uff08\u4e2d\u592e\u5024\u3001IQR\uff09\u3092\u660e\u78ba\u306b\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u7570\u5e38\u5024\u3092\u8996\u899a\u7684\u306b\u5f37\u8abf\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30b9\u30c8\u30ea\u30c3\u30d7\u30d7\u30ed\u30c3\u30c8\u306e\u5f79\u5272<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u304c\u8981\u7d04\u3057\u305f\u30c7\u30fc\u30bf\u5206\u5e03\u3092\u88dc\u5b8c\u3057\u3001\u500b\u3005\u306e\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u3092\u3088\u308a\u7cbe\u5bc6\u306b\u5206\u6790\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7d50\u5408\u52b9\u679c<\/strong>\n<ul class=\"wp-block-list\">\n<li>2\u3064\u306e\u30d7\u30ed\u30c3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u5168\u4f53\u7684\u306a\u5206\u5e03\u3068\u500b\u3005\u306e\u30c7\u30fc\u30bf\u9593\u306e\u95a2\u4fc2\u3092\u540c\u6642\u306b\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u30b0\u30e9\u30d5\u304b\u3089\u5f97\u3089\u308c\u308b\u30a4\u30f3\u30b5\u30a4\u30c8<\/h2>\n\n\n<style>.kb-image4065_72b53a-1a .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image4065_72b53a-1a img.kb-img, .kb-image4065_72b53a-1a .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image4065_72b53a-1a\"><figure class=\"aligncenter size-medium_large\"><img decoding=\"async\" width=\"768\" height=\"554\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-1-19-768x554.jpg\" alt=\"\ud30c\uc774\uc36c Boxplot \uc5ec\ub7ec\uac1c \uadf8\ub9ac\uae30 \uacb0\uacfc \ubd84\uc11d \uadf8\ub9bc\" class=\"kb-img wp-image-4073\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-1-19-768x554.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-1-19-300x216.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-1-19-600x433.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-1-19-18x12.jpg 18w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-1-19.jpg 1200w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption>( Python Boxplot\u306e\u8907\u6570\u63cf\u753b\u7d50\u679c\u306e\u5206\u6790 )<\/figcaption><\/figure><\/div>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u66dc\u65e5\u5225\u5206\u5e03\u306e\u9055\u3044<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u9031\u672b(\u571f\u66dc\u65e5\u3001\u65e5\u66dc\u65e5)\u306f\u3001\u5408\u8a08\u91d1\u984d\u306e\u4e2d\u592e\u5024\u304c\u4ed6\u306e\u66dc\u65e5\u3088\u308a\u9ad8\u3044\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7570\u5e38\u5024\u78ba\u8a8d<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u571f\u66dc\u65e5\u306f\u5408\u8a08\u91d1\u984d\u304c$50\u4ee5\u4e0a\u306e\u6975\u7aef\u306a\u5024(outliers)\u304c\u76ee\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u500b\u5225\u30c7\u30fc\u30bf\u78ba\u8a8d<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u30b9\u30c8\u30ea\u30c3\u30d7\u30d7\u30ed\u30c3\u30c8\u306e\u304a\u304b\u3052\u3067\u3001\u5404\u66dc\u65e5\u306e\u30c7\u30fc\u30bf\u304c\u5b9f\u969b\u306b\u3069\u306e\u3088\u3046\u306b\u5206\u5e03\u3057\u3066\u3044\u308b\u304b\u3092\u77e5\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4ed5\u4e0a\u3052<\/strong><\/h2>\n\n\n\n<p>\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u306f <strong>Python\u306eboxplot\u3092\u8907\u6570\u63cf\u3044\u3066\u307f\u3066\u3001\u30b9\u30c8\u30ea\u30c3\u30d7\u30d7\u30ed\u30c3\u30c8\u3092\u7d50\u5408\u3059\u308b<\/strong>\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u3088\u308a\u8c4a\u304b\u306b\u53ef\u8996\u5316\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6d3b\u7528\u306e\u30d2\u30f3\u30c8<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\uff1a\u30c7\u30fc\u30bf\u306e\u5168\u4f53\u7684\u306a\u5206\u5e03\u3092\u7d20\u65e9\u304f\u78ba\u8a8d\u3059\u308b\u969b\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b9\u30c8\u30ea\u30c3\u30d7\u30d7\u30ed\u30c3\u30c8\uff1a\u500b\u3005\u306e\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u8ffd\u52a0\u7684\u306b\u5206\u6790\u3059\u308b\u969b\u306b\u7d50\u5408\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u7528\u3057\u3001\u30ab\u30c6\u30b4\u30ea\u30fc\u5225\u306e\u6bd4\u8f03\u3092\u660e\u78ba\u306b\u8868\u73fe\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u76f4\u63a5\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3001\u3053\u306e\u65b9\u6cd5\u3092\u3042\u306a\u305f\u306e\u30c7\u30fc\u30bf\u306b\u9069\u7528\u3057\u3066\u3001\u65b0\u3057\u3044\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u767a\u898b\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff01\u305d\u3057\u3066 <a href=\"https:\/\/secondlife.lol\/ja\/warren-buffett-bond-investment-python-barchart-2024\/\" data-type=\"post\" data-id=\"3723\">22\u5e74\u3076\u308a\u306e\u5909\u5316\uff1a\u30a6\u30a9\u30fc\u30ec\u30f3\u30d0\u30d5\u30a7\u30c3\u30c8\u50b5\u5238\u6295\u8cc7\u306b\u96a0\u3055\u308c\u305f\u79d8\u5bc6(feat.Python\u68d2\u30b0\u30e9\u30d5)<\/a> \u30dd\u30b9\u30c8\u3092\u901a\u3057\u3066Python\u306e\u8996\u899a\u5316\u306e\u57fa\u672c\u3092\u56fa\u3081\u3066\u307f\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#\u30b3\u30fc\u30c9\u8a73\u7d30\u89e3\u8aac<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<h5 class=\"wp-block-heading\">1.\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f<\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>import seaborn as sns\nimport matplotlib.pyplot as plt\ntips = sns.load_dataset('tips')  \n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30b7\u30fc\u30dc\u30fc\u30f3<\/strong>\u3092\u4f7f\u7528\u3057\u307e\u3059\uff1a\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u3068\u30b9\u30c8\u30ea\u30c3\u30d7\u30d7\u30ed\u30c3\u30c8\u3092\u751f\u6210\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>Matplotlib<\/strong>:\u30b0\u30e9\u30d5\u306e\u30b9\u30bf\u30a4\u30ea\u30f3\u30b0\u3068\u51fa\u529b\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong><code>\u30d2\u30f3\u30c8<\/code> \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong>:\u30ec\u30b9\u30c8\u30e9\u30f3\u306e\u66dc\u65e5\u3054\u3068\u306e\u5408\u8a08\u91d1\u984d\u30c7\u30fc\u30bf\u3092\u542b\u3080\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2.\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u4f5c\u6210<\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>sns.boxplot(x='day', y='total_bill', data=tips, palette='Set2')  \n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><code>x='day'<\/code><\/strong>X \u8ef8\u306b\u66dc\u65e5\u30c7\u30fc\u30bf\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong><code>y='total_bill'<\/code><\/strong>Y\u8ef8\u306b\u5408\u8a08\u91d1\u984d\u30c7\u30fc\u30bf\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong><code>palette='Set2'<\/code><\/strong>: Seaborn\u306eSet2\u30d1\u30ec\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u30b0\u30e9\u30d5\u306e\u8272\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3.\u30b9\u30c8\u30ea\u30c3\u30d7\u30d7\u30ed\u30c3\u30c8\u306e\u4f5c\u6210<\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>sns.stripplot(x='day', y='total_bill', data=tips, color='.25')  \n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><code>color='.25'<\/code><\/strong>\u70b9\u7dda\u306e\u8272\u3092\u8584\u3044\u30b0\u30ec\u30fc\u306b\u8a2d\u5b9a\u3057\u3001\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u3068\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u3092\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u306e\u4e0a\u306b\u91cd\u306d\u3066\u3001\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u8ffd\u52a0\u3067\u53ef\u8996\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">4.\u30b0\u30e9\u30d5\u306e\u30b9\u30bf\u30a4\u30ea\u30f3\u30b0\u3068\u51fa\u529b<\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>plt.title(\"Python\u3067\u8907\u6570\u306e\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u3092\u63cf\u304f: \u65e5\u3054\u3068\u306e\u5408\u8a08\u8acb\u6c42\u66f8\", fontsize=15)\nplt.xlabel(\"Day of the Week\", fontsize=12)\nplt.ylabel(\"Total Bill ($)\", fontsize=12)\nplt.tight_layout()\nplt.show()\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><code>plt.title()<\/code><\/strong>: \u30b0\u30e9\u30d5\u30bf\u30a4\u30c8\u30eb\u3092\u8ffd\u52a0\u3057\u3066\u3001\u8996\u899a\u5316\u306e\u76ee\u7684\u3092\u660e\u78ba\u306b\u8868\u73fe\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong><code>tight_layout()<\/code><\/strong>: \u30b0\u30e9\u30d5\u306e\u4f59\u767d\u3092\u81ea\u52d5\u7684\u306b\u8abf\u6574\u3057\u3001\u5404\u8981\u7d20\u304c\u91cd\u306a\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">#Tips\u30c7\u30fc\u30bf\u306e\u8aac\u660e<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><code>\u30d2\u30f3\u30c8<\/code> \u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306fSeaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u63d0\u4f9b\u3059\u308b\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3067\u3001\u30ec\u30b9\u30c8\u30e9\u30f3\u3067\u9867\u5ba2\u304c\u652f\u6255\u3063\u305f\u91d1\u984d\u3068\u30c1\u30c3\u30d7\u3001\u305d\u3057\u3066\u3044\u304f\u3064\u304b\u306e\u95a2\u9023\u60c5\u5831\u3092\u542b\u3093\u3067\u3044\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3068\u53ef\u8996\u5316\u306e\u7df4\u7fd2\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u3001Python boxplot\u306e\u63cf\u753b\u306b\u3082\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u6982\u8981<\/h5>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u30ab\u30e9\u30e0\u540d<\/strong><\/th><th><strong>\u8aac\u660e<\/strong><\/th><th><strong>\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7<\/strong><\/th><\/tr><\/thead><tbody><tr><td><code>total_bill<\/code><\/td><td>\u7dcf\u652f\u6255\u984d\uff08\u30c9\u30eb\uff09<\/td><td>\u6570\u5024\u578b (float)<\/td><\/tr><tr><td><code>\u30d2\u30f3\u30c8<\/code><\/td><td>\u30c1\u30c3\u30d7\u91d1\u984d\uff08\u30c9\u30eb\uff09<\/td><td>\u6570\u5024\u578b (float)<\/td><\/tr><tr><td><code>\u30bb\u30c3\u30af\u30b9<\/code><\/td><td>\u304a\u5ba2\u69d8\u306e\u6027\u5225 ('Male', 'Female')<\/td><td>\u30ab\u30c6\u30b4\u30ea\u578b (string)<\/td><\/tr><tr><td><code>\u55ab\u7159\u8005<\/code><\/td><td>\u55ab\u7159\u306e\u6709\u7121 ('Yes', 'No')<\/td><td>\u30ab\u30c6\u30b4\u30ea\u578b (string)<\/td><\/tr><tr><td><code>\u65e5<\/code><\/td><td>\u8a2a\u554f\u66dc\u65e5 ('Thur', 'Fri', 'Sat', 'Sun')<\/td><td>\u30ab\u30c6\u30b4\u30ea\u578b (string)<\/td><\/tr><tr><td><code>\u6642\u9593<\/code><\/td><td>\u8a2a\u554f\u6642\u9593 ('Lunch', 'Dinner')<\/td><td>\u30ab\u30c6\u30b4\u30ea\u578b (string)<\/td><\/tr><tr><td><code>\u30b5\u30a4\u30ba<\/code><\/td><td>\u98df\u4e8b\u4eba\u6570<\/td><td>\u6570\u5024\u578b (int)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u8aac\u660e<\/h5>\n\n\n\n<h5 class=\"wp-block-heading\">1. total_bill<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u304a\u5ba2\u69d8\u304c\u652f\u6255\u3063\u305f\u5408\u8a08\u91d1\u984d\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u5358\u4f4d\u306f\u30c9\u30eb($)\u3067\u3001\u30c1\u30c3\u30d7\u3068\u98f2\u98df\u4ee3\u3092\u542b\u307f\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30dc\u30c3\u30af\u30b9\u30d7\u30ed\u30c3\u30c8\u3067\u306f\u3001\u3053\u306e\u30ab\u30e9\u30e0\u3092\u4f7f\u7528\u3057\u3066\u66dc\u65e5\u3054\u3068\u306e\u5408\u8a08\u91d1\u984d\u306e\u5206\u5e03\u3092\u8996\u899a\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2.\u30d2\u30f3\u30c8<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u304a\u5ba2\u69d8\u304c\u652f\u6255\u3063\u305f\u30c1\u30c3\u30d7\u306e\u91d1\u984d\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u5408\u8a08\u91d1\u984d\u306b\u5bfe\u3059\u308b\u30c1\u30c3\u30d7\u306e\u5272\u5408\u3092\u8a08\u7b97\u3057\u3001\u30c1\u30c3\u30d7\u6587\u5316\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u3088\u304f\u4f7f\u308f\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3.\u6027\u5225<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u304a\u5ba2\u69d8\u306e\u6027\u5225\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306f'Male'(\u7537\u6027)\u3068'Female'(\u5973\u6027)\u306b\u5206\u304b\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6027\u5225\u306b\u3088\u308b\u30c1\u30c3\u30d7\u984d\u306e\u9055\u3044\u3092\u6bd4\u8f03\u3057\u305f\u308a\u3001\u6027\u5225\u5225\u306e\u652f\u51fa\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">4.\u55ab\u7159\u8005<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u304a\u5ba2\u69d8\u306e\u55ab\u7159\u306e\u6709\u7121\u3092\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u55ab\u7159\u5ba2('Yes')\u3068\u975e\u55ab\u7159\u5ba2('No')\u306b\u5206\u304b\u308c\u3066\u304a\u308a\u3001\u55ab\u7159\u306e\u6709\u7121\u304c\u30c1\u30c3\u30d7\u306e\u91d1\u984d\u3084\u652f\u51fa\u30d1\u30bf\u30fc\u30f3\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u304b\u3069\u3046\u304b\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">5.\u65e5<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u304a\u5ba2\u69d8\u304c\u8a2a\u308c\u305f\u66dc\u65e5\u3067\u3059\u3002<\/li>\n\n\n\n<li>Thur\uff08\u6728\u66dc\u65e5\uff09\u3001Fri\uff08\u91d1\u66dc\u65e5\uff09\u3001Sat\uff08\u571f\u66dc\u65e5\uff09\u3001Sun\uff08\u65e5\u66dc\u65e5\uff09\u3068\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u66dc\u65e5\u3054\u3068\u306e\u5408\u8a08\u91d1\u984d\u3084\u30c1\u30c3\u30d7\u984d\u306e\u9055\u3044\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">6.\u6642\u9593<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a2a\u554f\u6642\u9593\u304c\u300cLunch\u300d\uff08\u663c\u98df\uff09\u304b\u300cDinner\u300d\uff08\u5915\u98df\uff09\u304b\u3092\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6642\u9593\u5e2f\u5225\u306e\u652f\u51fa\u30d1\u30bf\u30fc\u30f3\u3092\u6bd4\u8f03\u3057\u305f\u308a\u3001\u30c1\u30c3\u30d7\u306e\u5272\u5408\u306e\u9055\u3044\u3092\u5206\u6790\u3059\u308b\u306e\u306b\u4fbf\u5229\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">7.\u30b5\u30a4\u30ba<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u98df\u4e8b\u306e\u4eba\u6570\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30b0\u30eb\u30fc\u30d7\u306e\u898f\u6a21\u304c\u7dcf\u984d\u3084\u30c1\u30c3\u30d7\u306e\u91d1\u984d\u306b\u3069\u306e\u3088\u3046\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u304b\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/blockquote>","protected":false},"excerpt":{"rendered":"<p>\ub370\uc774\ud130 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