{"id":724,"date":"2022-11-11T13:51:02","date_gmt":"2023-12-13T12:53:06","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/index.php\/2023\/11\/30\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/"},"modified":"2025-08-03T05:07:26","modified_gmt":"2025-08-02T21:07:26","slug":"seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/","title":{"rendered":"\u638c\u63e1Seaborn Distplot\uff1aPython\u6570\u636e\u5206\u5e03\u56fe\u7ed8\u5236\u5b8c\u5168\u6307\u5357"},"content":{"rendered":"<p>\u563f\uff0c\u5927\u5bb6\u597d\uff01\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u4ecb\u7ecdSeaborn Distplot\u3002<\/p>\n<hr \/>\n<h2>\u4ec0\u4e48\u662f Seaborn Distplot\uff1f<\/h2>\n<p>\u4e00\u4e2aDistplot\u6216\u5206\u5e03\u56fe\u8868\u793a\u6570\u636e\u5206\u5e03\u7684\u53d8\u5316\u3002Seaborn\u7684Distplot\u8868\u793a\u8fde\u7eed\u6570\u636e\u53d8\u91cf\u7684\u6574\u4f53\u5206\u5e03\u3002<\/p>\n<p>\u4f7f\u7528Seaborn\u5e93\u548cMatplotlib\u5e93\u6765\u7ed8\u5236\u5177\u6709\u4e0d\u540c\u53d8\u5316\u7684distplot\u3002Distplot\u901a\u8fc7\u76f4\u65b9\u56fe\u548c\u4e0e\u4e4b\u7ec4\u5408\u7684\u7ebf\u6765\u63cf\u8ff0\u6570\u636e\u3002<\/p>\n<hr \/>\n<h2>\u521b\u5efa\u4e00\u4e2aSeaborn Distplot<\/h2>\n<p>Python Seaborn\u6a21\u5757\u5305\u542b\u591a\u79cd\u51fd\u6570\uff0c\u53ef\u7528\u4e8e\u7ed8\u5236\u6570\u636e\u5e76\u63cf\u8ff0\u6570\u636e\u7684\u53d8\u5316\u60c5\u51b5\u3002seaborn.distplot()\u51fd\u6570\u7528\u4e8e\u7ed8\u5236distplot\u3002distplot\u8868\u793a\u6570\u636e\u7684\u5355\u53d8\u91cf\u5206\u5e03\uff0c\u5373\u53d8\u91cf\u5206\u5e03\u4e0e\u5bc6\u5ea6\u5206\u5e03\u4e4b\u95f4\u7684\u6570\u636e\u5206\u5e03\u3002<\/p>\n<p>\u8bed\u6cd5\uff1a<\/p>\n<pre class=\"post-pre\"><code>seaborn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>seaborn.distplot()\u51fd\u6570\u63a5\u53d7\u6570\u636e\u53d8\u91cf\u4f5c\u4e3a\u53c2\u6570\uff0c\u5e76\u8fd4\u56de\u5e26\u6709\u5bc6\u5ea6\u5206\u5e03\u7684\u56fe\u8868\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sn\r\n<span class=\"token keyword\">import<\/span> matplotlib<span class=\"token punctuation\">.<\/span>pyplot <span class=\"token keyword\">as<\/span> plt\r\n\r\ndata <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>random<span class=\"token punctuation\">.<\/span>randn<span class=\"token punctuation\">(<\/span><span class=\"token number\">200<\/span><span class=\"token punctuation\">)<\/span>\r\nres <span class=\"token operator\">=<\/span> sn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span>\r\nplt<span class=\"token punctuation\">.<\/span>show<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u6211\u4eec\u4f7f\u7528\u4e86numpy.random.randn()\u51fd\u6570\u6765\u751f\u6210\u968f\u673a\u6570\u636e\u503c\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u4e86pyplot.show()\u51fd\u6570\u6765\u663e\u793a\u7ed8\u56fe\u3002<\/p>\n<p>\u8f93\u51fa\u7ed3\u679c\uff1a<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/656480afa4b2f92e6c72e921\/15-0.png\" alt=\"\u521b\u5efa\u4e00\u4e2a\u5206\u5e03\u56fe\" \/><\/div>\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u4f7f\u7528\u771f\u5b9e\u6570\u636e\u96c6\u7684\u4f8b\u5b50\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sn\r\n<span class=\"token keyword\">import<\/span> matplotlib<span class=\"token punctuation\">.<\/span>pyplot <span class=\"token keyword\">as<\/span> plt\r\n<span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd\r\n\r\ndata_set <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span>read_csv<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"C:\/mtcars.csv\"<\/span><span class=\"token punctuation\">)<\/span>\r\ndata <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">(<\/span>data_set<span class=\"token punctuation\">[<\/span><span class=\"token string\">'mpg'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\r\nres <span class=\"token operator\">=<\/span> sn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span>\r\nplt<span class=\"token punctuation\">.<\/span>show<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>pandas.read_csv() \u51fd\u6570\u5c06\u6570\u636e\u96c6\u52a0\u8f7d\u5230Python\u73af\u5883\u4e2d\u3002<\/p>\n<p>\u8f93\u51fa\uff1a<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/656480afa4b2f92e6c72e921\/20-0.png\" alt=\"\u4f7f\u7528\u6570\u636e\u96c6\u521b\u5efa\u5206\u5e03\u56fe\" \/><\/div>\n<hr \/>\n<h2>\u5728DistPlot\u4e2d\u7ed9\u8f74\u6dfb\u52a0\u6807\u7b7e<\/h2>\n<p>\u901a\u8fc7\u4f7f\u7528\u4e0b\u9762\u7684\u8bed\u6cd5\uff0cSeaborn Distplot \u80fd\u591f\u5c06\u6570\u636e\u503c\u8f6c\u6362\u4e3a Pandas Series \u5e76\u4e3a\u8f74\u63d0\u4f9b\u6807\u7b7e\u3002<\/p>\n<p>\u8bed\u6cd5\uff1a<\/p>\n<pre class=\"post-pre\"><code>pandas<span class=\"token punctuation\">.<\/span>Series<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span>name<span class=\"token operator\">=<\/span><span class=\"token string\">'name'<\/span><span class=\"token punctuation\">)<\/span>\r\nseaborn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u718a\u732b\u7cfb\u5217\uff08Pandas Series\uff09\u5305\u542b\u4e00\u4e2a\u53c2\u6570&#8217;name&#8217;\uff0c\u7528\u4e8e\u8bbe\u7f6e\u6570\u636e\u8f74\u7684\u6807\u7b7e\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sn\r\n<span class=\"token keyword\">import<\/span> matplotlib<span class=\"token punctuation\">.<\/span>pyplot <span class=\"token keyword\">as<\/span> plt\r\n\r\ndata <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>random<span class=\"token punctuation\">.<\/span>randn<span class=\"token punctuation\">(<\/span><span class=\"token number\">200<\/span><span class=\"token punctuation\">)<\/span>\r\nres <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span>Series<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span>name<span class=\"token operator\">=<\/span><span class=\"token string\">\"Range\"<\/span><span class=\"token punctuation\">)<\/span>\r\nplot <span class=\"token operator\">=<\/span> sn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span>res<span class=\"token punctuation\">)<\/span>\r\nplt<span class=\"token punctuation\">.<\/span>show<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u8f93\u51fa\uff1a<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/656480afa4b2f92e6c72e921\/30-0.png\" alt=\"\u4f7f\u7528Series\u521b\u5efaDistPlot\" \/><\/p>\n<hr \/>\n<\/div>\n<h2>Seaborn\u5206\u5e03\u56fe\u4e0e\u6838\u5bc6\u5ea6\u4f30\u8ba1\u56fe<\/h2>\n<p>Seaborn\u7684Distplot\u8fd8\u53ef\u4ee5\u4e0e\u6838\u5bc6\u5ea6\u4f30\u8ba1\u56fe\uff08Kernel Density Estimate Plot\uff09\u4e00\u8d77\u4f7f\u7528\uff0c\u4ee5\u4f30\u8ba1\u8fde\u7eed\u53d8\u91cf\u5728\u4e0d\u540c\u6570\u636e\u503c\u4e0a\u7684\u5206\u5e03\u6982\u7387\u3002<\/p>\n<p>\u8bed\u6cd5\uff1a<\/p>\n<pre class=\"post-pre\"><code>seaborn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span>kde<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u5c06kde\u53c2\u6570\u8bbe\u7f6e\u4e3aTrue\uff0c\u4ee5\u5728distplot\u4e0a\u542f\u7528\u6838\u5bc6\u5ea6\u4f30\u8ba1\u56fe\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sn\r\n<span class=\"token keyword\">import<\/span> matplotlib<span class=\"token punctuation\">.<\/span>pyplot <span class=\"token keyword\">as<\/span> plt\r\n\r\ndata <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>random<span class=\"token punctuation\">.<\/span>randn<span class=\"token punctuation\">(<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span>\r\nres <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span>Series<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span>name<span class=\"token operator\">=<\/span><span class=\"token string\">\"Range\"<\/span><span class=\"token punctuation\">)<\/span>\r\nplot <span class=\"token operator\">=<\/span> sn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span>res<span class=\"token punctuation\">,<\/span>kde<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\r\nplt<span class=\"token punctuation\">.<\/span>show<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u8f93\u51fa\uff1a<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/656480afa4b2f92e6c72e921\/40-0.png\" alt=\"\u5e26KDE\u7684DistPlot\" \/><\/p>\n<hr \/>\n<\/div>\n<h2>\u4f7f\u7528Seaborn\u7684DistPlot\u548cRug Plot\u5bf9\u6570\u636e\u8fdb\u884c\u53ef\u89c6\u5316<\/h2>\n<p>\u6211\u4eec\u53ef\u4ee5\u5c06Seaborn Distplot\u4e0eRug Plot\u7ed3\u5408\u4f7f\u7528\uff0c\u4ee5\u63cf\u7ed8\u5355\u53d8\u91cf\u6570\u636e\u53d8\u91cf\u5728\u5404\u4e2a\u533a\u95f4\u7684\u5206\u5e03\u60c5\u51b5\u3002Rug Plot\u4ee5\u533a\u95f4\u5f62\u5f0f\u5c06\u6570\u636e\u5206\u5e03\u53ef\u89c6\u5316\u3002<\/p>\n<p>\u53e5\u6cd5\uff1a<\/p>\n<pre class=\"post-pre\"><code>seaborn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span> rug<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> hist<span class=\"token operator\">=<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u9700\u8981\u5c06\u201crug\u201d\u53c2\u6570\u8bbe\u7f6e\u4e3aTrue\u4ee5\u542f\u7528\u5730\u6bef\u56fe\u5206\u5e03\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sn\r\n<span class=\"token keyword\">import<\/span> matplotlib<span class=\"token punctuation\">.<\/span>pyplot <span class=\"token keyword\">as<\/span> plt\r\n\r\ndata <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>random<span class=\"token punctuation\">.<\/span>randn<span class=\"token punctuation\">(<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span>\r\nres <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span>Series<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span>name<span class=\"token operator\">=<\/span><span class=\"token string\">\"Range\"<\/span><span class=\"token punctuation\">)<\/span>\r\nplot <span class=\"token operator\">=<\/span> sn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span>res<span class=\"token punctuation\">,<\/span>rug<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>hist<span class=\"token operator\">=<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span>\r\nplt<span class=\"token punctuation\">.<\/span>show<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u8f93\u51fa\u7ed3\u679c\uff1a<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/656480afa4b2f92e6c72e921\/50-0.png\" alt=\"DistPlot With Rug Plot\" \/><\/p>\n<hr \/>\n<h2>\u5728\u5782\u76f4\u8f74\u4e0a\u7ed8\u5236Seaborn Distplot\u7684\u56fe\u8868\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u8bed\u6cd5\u5c06\u6574\u4e2a Distplot \u7ed8\u5236\u5728 y \u8f74\u4e0a\uff1a<\/p>\n<p>\u53e5\u6cd5\uff1a\u8bed\u6cd5\u89c4\u5219\u7684\u7cfb\u7edf\u6027\u548c\u7ed3\u6784\u6027\u5316\u63cf\u8ff0\u3002<\/p>\n<pre class=\"post-pre\"><code>seaborn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span>vertical<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u4e3a\u4e86\u5728y\u8f74\u4e0a\u7ed8\u5236distplot\uff0c\u9700\u8981\u5c06\u201cvertical\u201d\u53c2\u6570\u8bbe\u7f6e\u4e3aTrue\u3002<\/p>\n<p>\u793a\u4f8b\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sn\r\n<span class=\"token keyword\">import<\/span> matplotlib<span class=\"token punctuation\">.<\/span>pyplot <span class=\"token keyword\">as<\/span> plt\r\n\r\ndata <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>random<span class=\"token punctuation\">.<\/span>randn<span class=\"token punctuation\">(<\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\nplot <span class=\"token operator\">=<\/span> sn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span>vertical<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\nplt<span class=\"token punctuation\">.<\/span>show<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u8f93\u51fa\uff1a<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/656480afa4b2f92e6c72e921\/60-0.png\" alt=\"DistPlot With Vertical Axis\" \/><\/p>\n<hr \/>\n<h2>\u4f7f\u7528seaborn.set()\u51fd\u6570\u6765\u8bbe\u7f6e\u4e0d\u540c\u7684\u6837\u5f0f<\/p>\n<p>Seaborn\u5185\u7f6e\u4e86\u4e00\u4e9b\u51fd\u6570\uff0c\u53ef\u4ee5\u4e3a\u7ed8\u56fe\u6dfb\u52a0\u989d\u5916\u7684\u80cc\u666f\u7279\u6027\u3002seaborn.set()\u51fd\u6570\u7528\u4e8e\u4e3a\u5206\u5e03\u56fe\u8bbe\u7f6e\u4e0d\u540c\u7684\u80cc\u666f\u6837\u5f0f\u3002<\/p>\n<p>\u8bed\u6cd5\uff1a<\/p>\n<pre class=\"post-pre\"><code>seaborn<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">set<\/span><span class=\"token punctuation\">(<\/span>style<span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sn\r\n<span class=\"token keyword\">import<\/span> matplotlib<span class=\"token punctuation\">.<\/span>pyplot <span class=\"token keyword\">as<\/span> plt\r\nsn<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">set<\/span><span class=\"token punctuation\">(<\/span>style<span class=\"token operator\">=<\/span><span class=\"token string\">'dark'<\/span><span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">)<\/span>\r\ndata <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>random<span class=\"token punctuation\">.<\/span>randn<span class=\"token punctuation\">(<\/span><span class=\"token number\">500<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\nplot <span class=\"token operator\">=<\/span> sn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span>\r\n\r\nplt<span class=\"token punctuation\">.<\/span>show<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u8f93\u51fa\uff1a<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/656480afa4b2f92e6c72e921\/69-0.png\" alt=\"DistPlot With Different Background\" \/><\/div>\n<hr \/>\n<h2>\u81ea\u5b9a\u4e49Seaborn DistPlot\u7684\u989c\u8272<\/h2>\n<p>\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528seaborn.distplot()\u51fd\u6570\u7684&#8217;color&#8217;\u53c2\u6570\u4e3adistplot\u8bbe\u7f6e\u4e0d\u540c\u7684\u989c\u8272\uff0c\u4ee5\u589e\u5f3a\u6570\u636e\u7684\u53ef\u89c6\u5316\u6548\u679c\u3002<\/p>\n<p>\u8bed\u6cd5\uff1a<\/p>\n<pre class=\"post-pre\"><code>seaborn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span> color<span class=\"token operator\">=<\/span><span class=\"token string\">'color'<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sn\r\n<span class=\"token keyword\">import<\/span> matplotlib<span class=\"token punctuation\">.<\/span>pyplot <span class=\"token keyword\">as<\/span> plt\r\n\r\nsn<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">set<\/span><span class=\"token punctuation\">(<\/span>style<span class=\"token operator\">=<\/span><span class=\"token string\">'dark'<\/span><span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">)<\/span>\r\ndata <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>random<span class=\"token punctuation\">.<\/span>randn<span class=\"token punctuation\">(<\/span><span class=\"token number\">500<\/span><span class=\"token punctuation\">)<\/span>\r\nplot <span class=\"token operator\">=<\/span> sn<span class=\"token punctuation\">.<\/span>distplot<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span>color<span class=\"token operator\">=<\/span><span class=\"token string\">'purple'<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\nplt<span class=\"token punctuation\">.<\/span>show<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u8f93\u51fa\u7ed3\u679c\uff1a<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/656480afa4b2f92e6c72e921\/78-0.png\" alt=\"DistPlot With Different Color\" \/><\/div>\n<hr \/>\n<h2>\u7ed3\u8bba<\/h2>\n<p>\u56e0\u6b64\uff0cSeaborn\u6a21\u5757\u4e0eMatplotlib\u6a21\u5757\u6709\u52a9\u4e8e\u6570\u636e\u53ef\u89c6\u5316\uff0c\u5e76\u5c55\u793a\u6570\u636e\u7684\u5206\u5e03\u60c5\u51b5\u3002<\/p>\n<p>\u6211\u5f3a\u70c8\u63a8\u8350\u6240\u6709\u8bfb\u8005\u9605\u8bfbPython\u7684Matplotlib\u6a21\u5757\u76f8\u5173\u6587\u6863\uff0c\u4ee5\u4e86\u89e3\u6570\u636e\u53ef\u89c6\u5316\u7684\u57fa\u7840\u77e5\u8bc6\u3002<\/p>\n<hr \/>\n<h2>\u53c2\u8003\u8d44\u6599<\/h2>\n<ul class=\"post-ul\">\n<li>Seaborn distplot() function \u2013 Documentation\uff08\u6587\u6863\uff09<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u563f\uff0c\u5927\u5bb6\u597d\uff01\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u4ecb\u7ecdSeaborn Distplot\u3002 \u4ec0\u4e48\u662f Seaborn Distp [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1993,1992,1995,787,1994],"class_list":["post-724","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-distplot","tag-python","tag-seaborn","tag-1994"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u638c\u63e1Seaborn Distplot\uff1aPython\u6570\u636e\u5206\u5e03\u56fe\u7ed8\u5236\u5b8c\u5168\u6307\u5357 - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" content=\"\u672c\u6587\u5168\u9762\u4ecb\u7ecdSeaborn\u5e93\u4e2d\u7684Distplot\u51fd\u6570\uff0c\u6559\u4f60\u5982\u4f55\u4f7f\u7528Python\u7ed8\u5236\u6570\u636e\u5206\u5e03\u56fe\u3002\u5305\u542b\u8be6\u7ec6\u53c2\u6570\u8bf4\u660e\u3001\u5b9e\u4f8b\u4ee3\u7801\u548c\u53ef\u89c6\u5316\u6280\u5de7\uff0c\u5e2e\u52a9\u4f60\u638c\u63e1\u6570\u636e\u5206\u5e03\u5206\u6790\u3002\u9002\u5408Python\u6570\u636e\u79d1\u5b66\u521d\u5b66\u8005\u548c\u8fdb\u9636\u7528\u6237\u53c2\u8003\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.silicloud.com\/zh\/blog\/seaborn-distplot-\u4e00\u4e2a\u5168\u9762\u6307\u5357\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u638c\u63e1Seaborn Distplot\uff1aPython\u6570\u636e\u5206\u5e03\u56fe\u7ed8\u5236\u5b8c\u5168\u6307\u5357\" \/>\n<meta property=\"og:description\" content=\"\u672c\u6587\u5168\u9762\u4ecb\u7ecdSeaborn\u5e93\u4e2d\u7684Distplot\u51fd\u6570\uff0c\u6559\u4f60\u5982\u4f55\u4f7f\u7528Python\u7ed8\u5236\u6570\u636e\u5206\u5e03\u56fe\u3002\u5305\u542b\u8be6\u7ec6\u53c2\u6570\u8bf4\u660e\u3001\u5b9e\u4f8b\u4ee3\u7801\u548c\u53ef\u89c6\u5316\u6280\u5de7\uff0c\u5e2e\u52a9\u4f60\u638c\u63e1\u6570\u636e\u5206\u5e03\u5206\u6790\u3002\u9002\u5408Python\u6570\u636e\u79d1\u5b66\u521d\u5b66\u8005\u548c\u8fdb\u9636\u7528\u6237\u53c2\u8003\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-\u4e00\u4e2a\u5168\u9762\u6307\u5357\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-12-13T12:53:06+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-02T21:07:26+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/656480afa4b2f92e6c72e921\/15-0.png\" \/>\n<meta name=\"author\" content=\"\u5b87, \u534e\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u5b87, \u534e\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/\",\"name\":\"\u638c\u63e1Seaborn Distplot\uff1aPython\u6570\u636e\u5206\u5e03\u56fe\u7ed8\u5236\u5b8c\u5168\u6307\u5357 - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-12-13T12:53:06+00:00\",\"dateModified\":\"2025-08-02T21:07:26+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458\"},\"description\":\"\u672c\u6587\u5168\u9762\u4ecb\u7ecdSeaborn\u5e93\u4e2d\u7684Distplot\u51fd\u6570\uff0c\u6559\u4f60\u5982\u4f55\u4f7f\u7528Python\u7ed8\u5236\u6570\u636e\u5206\u5e03\u56fe\u3002\u5305\u542b\u8be6\u7ec6\u53c2\u6570\u8bf4\u660e\u3001\u5b9e\u4f8b\u4ee3\u7801\u548c\u53ef\u89c6\u5316\u6280\u5de7\uff0c\u5e2e\u52a9\u4f60\u638c\u63e1\u6570\u636e\u5206\u5e03\u5206\u6790\u3002\u9002\u5408Python\u6570\u636e\u79d1\u5b66\u521d\u5b66\u8005\u548c\u8fdb\u9636\u7528\u6237\u53c2\u8003\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/zh\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u638c\u63e1Seaborn Distplot\uff1aPython\u6570\u636e\u5206\u5e03\u56fe\u7ed8\u5236\u5b8c\u5168\u6307\u5357\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458\",\"name\":\"\u5b87, \u534e\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"caption\":\"\u5b87, \u534e\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u638c\u63e1Seaborn Distplot\uff1aPython\u6570\u636e\u5206\u5e03\u56fe\u7ed8\u5236\u5b8c\u5168\u6307\u5357 - Blog - Silicon Cloud","description":"\u672c\u6587\u5168\u9762\u4ecb\u7ecdSeaborn\u5e93\u4e2d\u7684Distplot\u51fd\u6570\uff0c\u6559\u4f60\u5982\u4f55\u4f7f\u7528Python\u7ed8\u5236\u6570\u636e\u5206\u5e03\u56fe\u3002\u5305\u542b\u8be6\u7ec6\u53c2\u6570\u8bf4\u660e\u3001\u5b9e\u4f8b\u4ee3\u7801\u548c\u53ef\u89c6\u5316\u6280\u5de7\uff0c\u5e2e\u52a9\u4f60\u638c\u63e1\u6570\u636e\u5206\u5e03\u5206\u6790\u3002\u9002\u5408Python\u6570\u636e\u79d1\u5b66\u521d\u5b66\u8005\u548c\u8fdb\u9636\u7528\u6237\u53c2\u8003\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-\u4e00\u4e2a\u5168\u9762\u6307\u5357\/","og_locale":"zh_CN","og_type":"article","og_title":"\u638c\u63e1Seaborn Distplot\uff1aPython\u6570\u636e\u5206\u5e03\u56fe\u7ed8\u5236\u5b8c\u5168\u6307\u5357","og_description":"\u672c\u6587\u5168\u9762\u4ecb\u7ecdSeaborn\u5e93\u4e2d\u7684Distplot\u51fd\u6570\uff0c\u6559\u4f60\u5982\u4f55\u4f7f\u7528Python\u7ed8\u5236\u6570\u636e\u5206\u5e03\u56fe\u3002\u5305\u542b\u8be6\u7ec6\u53c2\u6570\u8bf4\u660e\u3001\u5b9e\u4f8b\u4ee3\u7801\u548c\u53ef\u89c6\u5316\u6280\u5de7\uff0c\u5e2e\u52a9\u4f60\u638c\u63e1\u6570\u636e\u5206\u5e03\u5206\u6790\u3002\u9002\u5408Python\u6570\u636e\u79d1\u5b66\u521d\u5b66\u8005\u548c\u8fdb\u9636\u7528\u6237\u53c2\u8003\u3002","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-\u4e00\u4e2a\u5168\u9762\u6307\u5357\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-12-13T12:53:06+00:00","article_modified_time":"2025-08-02T21:07:26+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/656480afa4b2f92e6c72e921\/15-0.png"}],"author":"\u5b87, \u534e","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u5b87, \u534e","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/","name":"\u638c\u63e1Seaborn Distplot\uff1aPython\u6570\u636e\u5206\u5e03\u56fe\u7ed8\u5236\u5b8c\u5168\u6307\u5357 - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2023-12-13T12:53:06+00:00","dateModified":"2025-08-02T21:07:26+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458"},"description":"\u672c\u6587\u5168\u9762\u4ecb\u7ecdSeaborn\u5e93\u4e2d\u7684Distplot\u51fd\u6570\uff0c\u6559\u4f60\u5982\u4f55\u4f7f\u7528Python\u7ed8\u5236\u6570\u636e\u5206\u5e03\u56fe\u3002\u5305\u542b\u8be6\u7ec6\u53c2\u6570\u8bf4\u660e\u3001\u5b9e\u4f8b\u4ee3\u7801\u548c\u53ef\u89c6\u5316\u6280\u5de7\uff0c\u5e2e\u52a9\u4f60\u638c\u63e1\u6570\u636e\u5206\u5e03\u5206\u6790\u3002\u9002\u5408Python\u6570\u636e\u79d1\u5b66\u521d\u5b66\u8005\u548c\u8fdb\u9636\u7528\u6237\u53c2\u8003\u3002","breadcrumb":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/zh\/blog\/"},{"@type":"ListItem","position":2,"name":"\u638c\u63e1Seaborn Distplot\uff1aPython\u6570\u636e\u5206\u5e03\u56fe\u7ed8\u5236\u5b8c\u5168\u6307\u5357"}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website","url":"https:\/\/www.silicloud.com\/zh\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458","name":"\u5b87, \u534e","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","caption":"\u5b87, \u534e"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/seaborn-distplot-%e4%b8%80%e4%b8%aa%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/724","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=724"}],"version-history":[{"count":4,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/724\/revisions"}],"predecessor-version":[{"id":110568,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/724\/revisions\/110568"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=724"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=724"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=724"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}