{"id":61017,"date":"2018-06-26T22:30:31","date_gmt":"2018-06-26T13:30:31","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=61017"},"modified":"2024-05-06T11:49:00","modified_gmt":"2024-05-06T02:49:00","slug":"seaborn","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/61017","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\uff01seaborn\u3067\u4fbf\u5229\u3067\u304b\u3063\u3053\u3044\u3044\u30b0\u30e9\u30d5\u3092\u7c21\u5358\u306bplot\uff01"},"content":{"rendered":"<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u8a71\u984c\u306e\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u300cseaborn\u300d\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u30c7\u30fc\u30bf\u89e3\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306f\u975e\u5e38\u306b\u91cd\u8981<\/strong>\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u5168\u4f53\u50cf\u304c\u308f\u304b\u3089\u306a\u3044\u3068\u89e3\u6790\u306e\u4f7f\u7528\u304c\u7121\u3044\u3067\u3059\u3057\u3001\u5b66\u7fd2\u306e\u7d50\u679c\u3092\u4eba\u306b\u3046\u307e\u304f\u4f1d\u3048\u308b\u305f\u3081\u306b\u3082\u30b9\u30de\u30fc\u30c8\u306a\u30b0\u30e9\u30d5\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<br \/>\n<div class=\"box01\"><\/p>\n<ul>\n<li><b>seaborn\u3068\u306f<\/b><\/li>\n<li><b>seaborn\u306e\u4f7f\u3044\u65b9<\/b><\/li>\n<\/ul>\n<\/div>\n<p>\u306b\u3064\u3044\u3066\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001\u4f7f\u3044\u65b9\u3067\u306f\u7279\u306b<br \/>\n<div class=\"box01\"><\/p>\n<ul>\n<li><b>pairplot<\/b><\/li>\n<li><b>jointplot<\/b><\/li>\n<li><b>clustermap<\/b><\/li>\n<\/ul>\n<\/div>\n<p>\u3068\u3044\u3046\u95a2\u6570\u3092\u91cd\u70b9\u7684\u306b\u7d39\u4ecb\u3057\u307e\u3059\uff01\u3000\u3053\u306e\u8a18\u4e8b\u3067seaborn\u306e\u4e16\u754c\u306b\u98db\u3073\u8fbc\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n<h2>seaborn\u3068\u306f<\/h2>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-61074\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns21-640x360.png\" alt=\"sns21\" width=\"640\" height=\"360\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns21-640x360.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns21-150x84.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns21-300x169.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns21-810x456.png 810w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns21-1140x641.png 1140w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns21.png 1280w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p><strong>seaborn\u306fPython\u3067\u30b0\u30e9\u30d5\u3092\u4f5c\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea<\/strong>\u3067\u3059\u3002matplotlib\u3067\u4f5c\u308c\u308b\u30b0\u30e9\u30d5\u3092\u66f4\u306b\u304b\u3063\u3053\u3088\u304f\u3057\u3066\u304f\u308c\u308b\u6a5f\u80fd\u3082\u3042\u308a\u3001\u4eca\u307e\u3067matplotlib\u3092\u4f7f\u3063\u3066\u3044\u305f\u4eba\u305f\u3061\u306b\u30aa\u30b9\u30b9\u30e1\u3067\u3059\u3002<\/p>\n<p>\u624b\u8efd\u306b\u7f8e\u3057\u3044\u30b0\u30e9\u30d5\u3092\u63cf\u753b\u3067\u304d\u308b\u6a5f\u80fd\u304c\u6ca2\u5c71\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001matplotlib\u3067\u9811\u5f35\u3063\u3066\u4f5c\u3063\u3066\u3044\u305f\u3088\u3046\u306a\u30b0\u30e9\u30d5\u3082\u3001\u3082\u3057\u304b\u3057\u305f\u3089seaborn\u306e\u95a2\u6570\u4e00\u500b\u3067\u3067\u304d\u3066\u3057\u307e\u3046\u304b\u3082\u77e5\u308c\u307e\u305b\u3093\u3002\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f conda\u304bpip\u304b\u3089\u884c\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:default decode:true\">pip install seaborn\nconda install seaborn<\/pre>\n<h2>seaborn\u306e\u4f7f\u3044\u65b9<\/h2>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-61075\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns22-640x360.png\" alt=\"sns22\" width=\"640\" height=\"360\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns22-640x360.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns22-150x84.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns22-300x169.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns22-810x456.png 810w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns22-1140x641.png 1140w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns22.png 1280w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u3053\u306e\u7ae0\u3067\u306fseaborn\u3092\u4f7f\u3063\u3066\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u3066\u3044\u304d\u307e\u3059\uff01\u3000\u4ee5\u4e0b\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306f\u3059\u3079\u3066Jupyter Notebook\/Lab\u3067\u52d5\u4f5c\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\u305c\u3072\u5b9f\u969b\u306b\u8a66\u3057\u306a\u304c\u3089\u8aad\u307f\u9032\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3>seaborn\u3067matplotlib\u306e\u30b0\u30e9\u30d5\u3092\u304b\u3063\u3053\u3088\u304f\u3067\u304d\u308b<\/h3>\n<p>seaborn\u306b\u306f\u69d8\u3005\u306a\u4fbf\u5229\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u308c\u3089\u3092\u899a\u3048\u306a\u304f\u3066\u3082\u7c21\u5358\u306bseaborn\u306e\u304b\u3063\u3053\u3044\u3044\u30b0\u30e9\u30d5\u304c\u4f5c\u308c\u3061\u3083\u3044\u307e\u3059\u3002\u5b9f\u969b\u306b\u3069\u3093\u306a\u30b0\u30e9\u30d5\u304c\u3067\u304d\u308b\u304b\u3001\u5143\u306ematplotlib\u306e\u30b0\u30e9\u30d5\u3068\u6bd4\u8f03\u3057\u3066\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u307e\u305a\u306f\u30e9\u30a4\u30d6\u30e9\u30ea\u306eimport\u3002<\/p>\n<pre class=\"lang:python decode:true\">import seaborn as sns\nimport matplotlib.pyplot as plt\nimport numpy as np<\/pre>\n<p>numpy\u3067\u30c8\u30a4\u30c7\u30fc\u30bf\u3092\u4f5c\u3063\u3066\u7c21\u5358\u306a\u30b0\u30e9\u30d5\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">x = np.linspace(1,100)\n\n# matplotlib\u305d\u306e\u307e\u307e\u3067\u30b0\u30e9\u30d5\u4f5c\u6210\nplt.plot(x)<\/pre>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-61061\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns1.png\" alt=\"sns1\" width=\"378\" height=\"252\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns1.png 378w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns1-150x100.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns1-300x200.png 300w\" sizes=\"(max-width: 378px) 100vw, 378px\" \/><\/p>\n<p>\u3053\u308c\u3092seaborn\u30d1\u30ef\u30fc\u3067\u304b\u3063\u3053\u3044\u3044\u30b0\u30e9\u30d5\u306b\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n<pre class=\"lang:python decode:true\"># seaborn\u3067\u30b9\u30bf\u30a4\u30eb\u3092\u5909\u66f4\n\nsns.set()\nplt.plot(x)<\/pre>\n<p>\u91cd\u8981\u306a\u306e\u306fsns.set()\u3002\u3053\u308c\u3060\u3051\u3067\u3059\u3002\u3053\u308c\u3060\u3051\u3067\u4e0b\u306e\u3088\u3046\u306a\u30b0\u30e9\u30d5\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-61072\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns2.png\" alt=\"sns2\" width=\"372\" height=\"247\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns2.png 372w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns2-150x100.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns2-300x199.png 300w\" sizes=\"(max-width: 372px) 100vw, 372px\" \/><\/p>\n<p>\u3069\u3046\u3067\u3059\u304b\uff1f\u3000\u304b\u3063\u3053\u3088\u304f\u306a\u3044\u3067\u3059\u304b\uff1f\u3000matplotlib\u304c\u65e2\u306b\u308f\u304b\u3063\u3066\u3044\u308b\u306a\u3089\u3001seaborn\u306e\u30b3\u30fc\u30c9\u3092\u4e00\u884c\u8ffd\u52a0\u3059\u308b\u3060\u3051\u3067\u6d3b\u7528\u3067\u304d\u307e\u3059\uff01<\/p>\n<h3>seaborn\u3067\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8aad\u307f\u8fbc\u3080<\/h3>\n<p><strong>seaborn\u306b\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8aad\u307f\u8fbc\u3080\u6a5f\u80fd<\/strong>\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3092\u4f7f\u3063\u3066\u6709\u540d\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092pandas\u306eDataFrame\u5f62\u5f0f\u3067\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true \"># sns\u3067\u4f7f\u3048\u308b\u30c7\u30fc\u30bf\u4e00\u89a7\n\nsns.get_dataset_names()<\/pre>\n<p>[\u51fa\u529b\u7d50\u679c]<\/p>\n<pre class=\"lang:default decode:true\">['anscombe',\n 'attention',\n 'brain_networks',\n 'car_crashes',\n 'dots',\n 'exercise',\n 'flights',\n 'fmri',\n 'gammas',\n 'iris',\n 'planets',\n 'tips',\n 'titanic']<\/pre>\n<p>iris\u306f\u8a00\u308f\u305a\u3082\u304c\u306a\u3001titanic\u306a\u3069\u306f\u3001kaggle\u3067\u3082\u4f7f\u308f\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3067\u3059\u306d\u3002\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u306fsns.load_data(&#8220;\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8&#8221;)\u306e\u4e00\u884c\u3067OK\u3002<\/p>\n<pre class=\"lang:python decode:true\">iris = sns.load_data(\"iris\")          # iris\u3092\u8aad\u307f\u8fbc\u307f\ndata = sns.load_dataset(\"attention\")  # attention\u3092\u8aad\u307f\u8fbc\u307f\n\niris.head()<\/pre>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-61071\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns3.png\" alt=\"sns3\" width=\"558\" height=\"196\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns3.png 558w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns3-150x53.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns3-300x105.png 300w\" sizes=\"(max-width: 558px) 100vw, 558px\" \/><\/p>\n<h3>\u4fbf\u5229\u3067\u304b\u3063\u3053\u3044\u3044\u30b0\u30e9\u30d5\u3092\u4f5c\u6210<\/h3>\n<p>\u8aad\u307f\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u3092\u4f7f\u3044\u3001seaborn\u3067\u30b0\u30e9\u30d5\u3092\u4f5c\u3063\u3066\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n<h4>pairplot\uff1a\u5168\u3066\u306e\u5909\u6570\u306e\u7d44\u307f\u5408\u308f\u305b\u3054\u3068\u306b\u30c7\u30fc\u30bf\u306e\u6563\u5e03\u56f3\u3092\u4f5c\u308b<\/h4>\n<p>seaborn\u3068\u3044\u3063\u305f\u3089pairplot\u95a2\u6570\uff01\u3000\u3053\u306e\u95a2\u6570\u306f\u30c7\u30fc\u30bf\u306e\u5168\u3066\u306e\u5909\u6570\uff08\u7279\u5fb4\uff09\u3092\uff12\u3064\u305a\u3064\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3057\u3066\u3001\u305d\u308c\u305e\u308c\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u6563\u5e03\u56f3\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true \">sns.pairplot(iris)<\/pre>\n<p>\u5b9f\u884c\u30b3\u30fc\u30c9\u306f\u3053\u308c\u3060\u3051\u3002<strong>pairplot\u95a2\u6570\u306e\u5f15\u6570\u306fDataFrame<\/strong>\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-61070\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns4-640x646.png\" alt=\"sns4\" width=\"640\" height=\"646\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns4-640x646.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns4-150x150.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns4-297x300.png 297w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns4.png 698w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u305d\u306e\u7d50\u679c\u3067\u304d\u305f\u30b0\u30e9\u30d5\u304c\u3053\u308c\u3067\u3059\u3002\u975e\u5e38\u306b\u7c21\u5358\u3067\u3059\u306d\u3002<\/p>\n<p>\u307e\u305f\u3001\u30af\u30e9\u30b9\u3054\u3068\u306b\u30c7\u30fc\u30bf\u306e\u8272\u3092\u5909\u3048\u305f\u3044\u5834\u5408\u306f\u3001<strong>hue\u5f15\u6570\u306b\u30af\u30e9\u30b9\u306b\u76f8\u5f53\u3059\u308bDataFrame\u306e\u30ab\u30e9\u30e0\u3092\u6307\u5b9a<\/strong>\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\"># hue\u306b\u6307\u5b9a\u3057\u305fcolumn\u3092\u57fa\u6e96\u306b\u30c7\u30fc\u30bf\u3092\u8272\u5206\u3051\n\nsns.pairplot(iris, hue=\"species\")<\/pre>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-61069\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns5-640x571.png\" alt=\"sns5\" width=\"640\" height=\"571\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns5-640x571.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns5-150x134.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns5-300x268.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns5.png 790w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u3053\u306e\u65b9\u304c\u898b\u3084\u3059\u3044\u3067\u3059\u306d\u3002\u3069\u306e\u30ab\u30e9\u30e0\u304c\u30af\u30e9\u30b9\u306b\u76f8\u5f53\u3059\u308b\u306e\u304b\u306f\u3001DataFrame\u3092\u30d7\u30ea\u30f3\u30c8\u3059\u308b\u306a\u3069\u3057\u3066\u78ba\u8a8d\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u306d\u3002<\/p>\n<h4>jointplot\uff1a\u7279\u5b9a\u306e\u7279\u5fb4\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u6563\u5e03\u56f3<\/h4>\n<p>\u5148\u7a0b\u306f\u5168\u3066\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u6563\u5e03\u56f3\u3092\u4e00\u6c17\u306b\u51fa\u3059\u95a2\u6570\u3067\u3057\u305f\u304c\u3001\u4e00\u90e8\u3060\u3051\u78ba\u8a8d\u3057\u305f\u3044\u3053\u3068\u3082\u591a\u3044\u3067\u3059\u3088\u306d\u3002\u305d\u3093\u306a\u6642\u306fjointplot\u95a2\u6570\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<p>sns.jointplot(&#8220;x\u8ef8\u306b\u76f8\u5f53\u3059\u308b\u30ab\u30e9\u30e0&#8221;, &#8220;y\u8ef8\u306b\u76f8\u5f53\u3059\u308b\u30ab\u30e9\u30e0&#8221;, data=\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0<strong><span style=\"color: #008000;\">)<\/span><\/strong>\u306e\u3088\u3046\u306b\u3057\u3066\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true \">sns.jointplot('sepal_width', 'petal_length', data=iris)<\/pre>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-61066\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns8.png\" alt=\"sns8\" width=\"412\" height=\"420\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns8.png 412w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns8-147x150.png 147w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns8-294x300.png 294w\" sizes=\"(max-width: 412px) 100vw, 412px\" \/><\/p>\n<p>\u307e\u305f\u3001\u6563\u5e03\u56f3\u306e\u90e8\u5206\u306f\u3044\u308d\u3044\u308d\u306a\u30b0\u30e9\u30d5\u3067\u4ee3\u7528\u3067\u304d\u307e\u3059\u3002kind\u5f15\u6570\u306b\u30b0\u30e9\u30d5\u306e\u540d\u524d\u3092\u6307\u5b9a\u3057\u3066\u3042\u3052\u308c\u3070\u8a66\u305b\u308b\u306e\u3067\u3001\u3084\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:python decode:true\"># \u8868\u793a\u3092\u516d\u89d2\u5f62\u3067\u304b\u3063\u3053\u3088\u304f\u5909\u66f4\nsns.jointplot('sepal_width', 'petal_length', data=iris, kind=\"hex\")<\/pre>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-61065\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns9.png\" alt=\"sns9\" width=\"412\" height=\"420\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns9.png 412w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns9-147x150.png 147w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns9-294x300.png 294w\" sizes=\"(max-width: 412px) 100vw, 412px\" \/><\/p>\n<pre class=\"lang:python decode:true \"># \u7b49\u9ad8\u7dda\u3067\u5bc6\u5ea6\u3092\u8868\u793a\nsns.jointplot('petal_width', 'petal_length',data=iris, kind=\"kde\")<\/pre>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-61064\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns10.png\" alt=\"sns10\" width=\"412\" height=\"420\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns10.png 412w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns10-147x150.png 147w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns10-294x300.png 294w\" sizes=\"(max-width: 412px) 100vw, 412px\" \/><\/p>\n<pre class=\"lang:python decode:true \"># \u7dda\u5f62\u56de\u5e30\u3082\u3067\u304d\u308b\nsns.jointplot('petal_width', 'petal_length', data=iris, kind=\"reg\")<\/pre>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-61063\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns11.png\" alt=\"sns11\" width=\"412\" height=\"420\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns11.png 412w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns11-147x150.png 147w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns11-294x300.png 294w\" sizes=\"(max-width: 412px) 100vw, 412px\" \/><\/p>\n<h4>clustermap\uff1a\u76f8\u95a2\u95a2\u4fc2\u306e\u53ef\u8996\u5316\u3068\u30c7\u30f3\u30c9\u30ed\u30b0\u30e9\u30e0\u306e\u4f5c\u6210<\/h4>\n<p>\u30c7\u30fc\u30bf\u306e\u5909\u6570\u540c\u58eb\u306e\u76f8\u95a2\u95a2\u4fc2\u3092\u53ef\u8996\u5316\u3057\u305f\u308a\u3001\u5909\u6570\u540c\u58eb\u306e\u985e\u4f3c\u5ea6\u3092\u30c7\u30f3\u30c9\u30ed\u30b0\u30e9\u30e0\uff08\u968e\u5c64\u578b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3067\u4f5c\u308c\u308b\u30b0\u30e9\u30d5\u3067\u3059\uff09\u3067\u78ba\u8a8d\u3057\u305f\u3044\u5834\u5408\u306f\u7d50\u69cb\u591a\u3044\u3067\u3059\u3002<\/p>\n<p>\u3053\u3093\u306a\u3068\u304d\u306b\u4e00\u56de\u306b\u3053\u308c\u3089\u3092\u3084\u3063\u3066\u304f\u308c\u308b\u95a2\u6570\u304cclustermap\u3067\u3059\u3002clustermap\u306e\u5f15\u6570\u306b\u306f\u76f8\u95a2\u884c\u5217\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092\u6e21\u3057\u3066\u3042\u3052\u308c\u3070OK\u3067\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true \">sns.clustermap(iris.corr())<\/pre>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-61062\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns12.png\" alt=\"sns12\" width=\"588\" height=\"577\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns12.png 588w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns12-150x147.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/sns12-300x294.png 300w\" sizes=\"(max-width: 588px) 100vw, 588px\" \/><\/p>\n<p>\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u3067\u76f8\u95a2\u304c\u4e00\u76ee\u77ad\u7136\u3067\u3059\u3057\u3001\u30c7\u30f3\u30c9\u30ed\u30b0\u30e9\u30e0\u3082\u6709\u7528\u6027\u304c\u9ad8\u305d\u3046\u3067\u3059\u306d\u3002<\/p>\n<h2>\u3082\u3063\u3068\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306b\u3064\u3044\u3066\u5b66\u3073\u305f\u3044<\/h2>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-60805\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/samurai_eye-640x360.png\" alt=\"samurai_eye\" width=\"640\" height=\"360\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/samurai_eye-640x360.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/samurai_eye-150x84.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/samurai_eye-300x169.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/samurai_eye-810x456.png 810w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/samurai_eye-1140x641.png 1140w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/samurai_eye.png 1280w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306f\u6a5f\u68b0\u5b66\u7fd2\u3084\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u5206\u91ce\u3067\u306f\u91cd\u8981\u306a\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306fseaborn\u3068\u3044\u3046\u30af\u30fc\u30eb\u306a\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3044\u307e\u3057\u305f\u304c\u3001<br \/>\n<div class=\"box01\"><\/p>\n<ul>\n<li><b>\u4f55\u3092\u53ef\u8996\u5316\u3059\u3079\u304d\u306a\u306e\u304b<\/b><\/li>\n<li><b>\u3069\u3046\u53ef\u8996\u5316\u3059\u308b\u3079\u304d\u304b<\/b><\/li>\n<\/ul>\n<\/div>\n<p>\u306a\u3069\u3092\u8003\u3048\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4e0a\u624b\u3044\u30b0\u30e9\u30d5\u306f\u30c7\u30fc\u30bf\u306e\u5168\u4f53\u50cf\u3092\u628a\u63e1\u3059\u308b\u306e\u306b\u5f79\u306b\u7acb\u3061\u307e\u3059\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u3092\u77e5\u3089\u306a\u3044\u4eba\u305f\u3061\u306b\u30d7\u30ec\u30bc\u30f3\u3059\u308b\u3068\u304d\u306b\u3082\u8aac\u5f97\u529b\u304c\u51fa\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u3064\u3044\u3066\u66f4\u306b\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u5834\u5408\u306f\u3001<strong>\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30de\u30f3\u30fb\u30c4\u30fc\u30fb\u30de\u30f3\u30ec\u30c3\u30b9\u30f3\u304c\u30aa\u30b9\u30b9\u30e1<\/strong>\u3067\u3059\u3002\u751f\u5f92\u3055\u3093\u4e00\u4eba\u3072\u3068\u308a\u306b\u5bfe\u3057\u3066\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u304c\u4f5c\u3089\u308c\u308b\u306e\u3067\u3001\u3042\u306a\u305f\u306e\u8208\u5473\u304c\u3042\u308b\u5206\u91ce\u3092\u66f4\u306b\u6df1\u304f\u77e5\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff01<\/p>\n<p>[su_button url=&#8221;https:\/\/lp.sejuku.net\/lp1_blog_01\/?cid=ai_btn1_61017&#8243; target=&#8221;blank&#8221; background=&#8221;#409fdf&#8221; color=&#8221;#fff88f&#8221; size=&#8221;10&#8243; center=&#8221;yes&#8221; radius=&#8221;10&#8243; icon=&#8221;icon: external-link&#8221; icon_color=&#8221;#fff88f&#8221; text_shadow=&#8221;0px 0px 10px #808080&#8243;]<strong>\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\uff1f<br \/>\n\u8a73\u7d30\u306f\u3053\u3061\u3089\u304b\u3089<\/strong>[\/su_button]<\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306fPython\u306e\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30easeaborn\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u304b\u3063\u3053\u3044\u3044\u30b0\u30e9\u30d5\u3092\u4f5c\u308b\u306a\u3089seaborn\u304c\u624b\u8efd\u3067\u30aa\u30b9\u30b9\u30e1\u3067\u3059\u3002\u305c\u3072\u4f7f\u3063\u3066\u307f\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u8a71\u984c\u306e\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u300cseaborn\u300d\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u89e3\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u5168\u4f53\u50cf\u304c\u308f\u304b\u3089\u306a\u3044\u3068\u89e3\u6790\u306e\u4f7f\u7528\u304c\u7121\u3044\u3067\u3059\u3057\u3001\u5b66\u7fd2\u306e\u7d50\u679c\u3092\u4eba\u306b\u3046\u307e\u304f\u4f1d\u3048\u308b\u305f\u3081\u306b\u3082\u30b9\u30de\u30fc\u30c8 [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":61076,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"swell_btn_cv_data":"","footnotes":""},"categories":[1],"tags":[1281,49],"class_list":["post-61017","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-others","tag-ai","tag-python"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\uff01seaborn\u3067\u4fbf\u5229\u3067\u304b\u3063\u3053\u3044\u3044\u30b0\u30e9\u30d5\u3092\u7c21\u5358\u306bplot\uff01 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\uff01seaborn\u3067\u4fbf\u5229\u3067\u304b\u3063\u3053\u3044\u3044\u30b0\u30e9\u30d5\u3092\u7c21\u5358\u306bplot\uff01 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.sejuku.net\/blog\/61017\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\uff01seaborn\u3067\u4fbf\u5229\u3067\u304b\u3063\u3053\u3044\u3044\u30b0\u30e9\u30d5\u3092\u7c21\u5358\u306bplot\uff01 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\" \/>\n<meta property=\"og:description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\uff01seaborn\u3067\u4fbf\u5229\u3067\u304b\u3063\u3053\u3044\u3044\u30b0\u30e9\u30d5\u3092\u7c21\u5358\u306bplot\uff01 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002\" \/>\n<meta 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