{"id":205,"date":"2022-11-03T23:17:45","date_gmt":"2024-01-11T14:48:09","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/index.php\/2023\/11\/30\/seaborn%e6%8a%98%e7%ba%bf%e5%9b%be%e7%9a%84%e6%95%b0%e6%8d%ae%e5%8f%af%e8%a7%86%e5%8c%96\/"},"modified":"2025-08-01T02:21:54","modified_gmt":"2025-07-31T18:21:54","slug":"seaborn%e6%8a%98%e7%ba%bf%e5%9b%be%e7%9a%84%e6%95%b0%e6%8d%ae%e5%8f%af%e8%a7%86%e5%8c%96","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/seaborn%e6%8a%98%e7%ba%bf%e5%9b%be%e7%9a%84%e6%95%b0%e6%8d%ae%e5%8f%af%e8%a7%86%e5%8c%96\/","title":{"rendered":"Seaborn\u6298\u7ebf\u56fe\uff1aPython\u6570\u636e\u53ef\u89c6\u5316\u4e0e\u8d8b\u52bf\u5206\u6790"},"content":{"rendered":"<p>\u5927\u5bb6\u597d\uff01\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u7ee7\u7eed\u6df1\u5165\u5b66\u4e60Seaborn\uff0c\u5e76\u91cd\u70b9\u63a2\u8ba8\u5982\u4f55\u4f7f\u7528Seaborn\u7ed8\u5236\u6298\u7ebf\u56fe\u3002\u5982\u679c\u60a8\u5bf9Seaborn\u70ed\u529b\u56fe\u611f\u5174\u8da3\uff0c\u53ef\u4ee5\u67e5\u9605\u6211\u4eec\u4e4b\u524d\u7684\u76f8\u5173\u6587\u7ae0\u3002<\/p>\n<hr \/>\n<h2>\u4ec0\u4e48\u662f\u6298\u7ebf\u56fe\uff1f\u4f7f\u7528Seaborn\u8fdb\u884c\u6570\u636e\u53ef\u89c6\u5316<\/h2>\n<p>\u6298\u7ebf\u56fe\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u5b83\u80fd\u591f\u6e05\u6670\u5730\u5c55\u793a\u6570\u636e\u968f\u65f6\u95f4\u6216\u8fde\u7eed\u53d8\u91cf\u7684\u53d8\u5316\u8d8b\u52bf\u3002\u901a\u8fc7Seaborn\u5e93\uff0c\u6211\u4eec\u53ef\u4ee5\u8f7b\u677e\u5730\u4ece\u6570\u636e\u96c6\u4e2d\u9884\u6d4b\u7ed3\u679c\uff0c\u5e76\u5206\u6790\u6570\u636e\u7684\u52a8\u6001\u53d8\u5316\u3002<\/p>\n<p>Seaborn\u6298\u7ebf\u56fe\u64c5\u957f\u8868\u73b0\u8fde\u7eed\u503c\u548c\u5206\u7c7b\u503c\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4ee5\u8fde\u7eed\u6570\u636e\u70b9\u7684\u5f62\u5f0f\u76f4\u89c2\u5448\u73b0\u6570\u636e\u8d70\u52bf\u3002<\/p>\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u4ee5\u4e0b\u6570\u636e\u96c6\u6765\u6f14\u793a\u5982\u4f55\u64cd\u4f5c\u6570\u636e\u5e76\u751f\u6210\u6298\u7ebf\u56fe\u3002\u8bf7\u5728\u7ee7\u7eed\u9605\u8bfb\u524d\uff0c\u5148\u67e5\u770b\u4e0b\u9762\u7684\u6570\u636e\u96c6\u5feb\u7167\u3002<\/p>\n<p>\u5728\u4e0b\u9762\u7684\u6570\u636e\u96c6\u4e2d\uff0c\u53d8\u91cf &#8216;cyl&#8217;\u3001&#8217;vs&#8217;\u3001&#8217;am&#8217;\u3001&#8217;gear&#8217; \u548c &#8216;carb&#8217; \u88ab\u89c6\u4e3a\u5206\u7c7b\u53d8\u91cf\uff0c\u56e0\u4e3a\u5b83\u4eec\u7684\u6240\u6709\u6570\u636e\u503c\u90fd\u5c5e\u4e8e\u7279\u5b9a\u7684\u7c7b\u522b\u6216\u503c\u8303\u56f4\u3002<\/p>\n<p>\u800c\u6570\u636e\u96c6\u4e2d\u5176\u4f59\u7684\u5217\u5219\u5c5e\u4e8e\u6574\u6570\/\u8fde\u7eed\u53d8\u91cf\uff0c\u5b83\u4eec\u627f\u8f7d\u7740\u79bb\u6563\u7684\u6574\u6570\u503c\u3002<\/p>\n<p>\u8f93\u5165\u7684\u6570\u636e\u96c6\uff1a<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"MTCARS Dataset\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65647613a4b2f92e6c72a772\/9-0.png\" alt=\"MTCARS Dataset\" \/><\/div>\n<hr \/>\n<h2>\u7ed8\u5236\u4f60\u7684\u7b2c\u4e00\u4e2aSeaborn\u6298\u7ebf\u56fe<\/h2>\n<p>\u8981\u5f00\u59cb\u4f7f\u7528\u6298\u7ebf\u56fe\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u5c06Seaborn\u5e93\u5b89\u88c5\u5e76\u5bfc\u5165\u5230Python\u73af\u5883\u4e2d\u3002\u8bf7\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<p><strong>\u8bed\u6cd5\uff1a<\/strong><\/p>\n<pre class=\"post-pre\"><code>pip install seaborn\r\n<\/code><\/pre>\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u5c06\u5e93\u5bfc\u5165\u5230\u5f53\u524d\u7684\u5de5\u4f5c\u73af\u5883\uff1a<\/p>\n<p><strong>\u8bed\u6cd5\uff1a<\/strong><\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> seaborn\r\n<\/code><\/pre>\n<p>\u5728\u6574\u4e2aSeaborn\u7cfb\u5217\u6559\u7a0b\u4e2d\uff0c\u6211\u4eec\u5c06\u4e0eMatplotlib\u5e93\u914d\u5408\u4f7f\u7528\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u7ed8\u5236\u548c\u5c55\u793a\u6570\u636e\u3002<\/p>\n<hr \/>\n<h3>\u4f7f\u7528Seaborn\u521b\u5efa\u5355\u4e2a\u6298\u7ebf\u56fe<\/h3>\n<p>\u6211\u4eec\u53ef\u4ee5\u63d0\u4f9b\u79bb\u6563\u503c\u6216\u4f7f\u7528\u5b8c\u6574\u6570\u636e\u96c6\u6765\u521b\u5efaSeaborn\u6298\u7ebf\u56fe\u3002<\/p>\n<p><strong>\u8bed\u6cd5\uff1a<\/strong><\/p>\n<pre class=\"post-pre\"><code>seaborn<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">,<\/span> y<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<ul class=\"post-ul\">\n<li><strong>x:<\/strong> \u7528\u4e8eX\u8f74\u7684\u6570\u636e\u53d8\u91cf<\/li>\n<li><strong>y:<\/strong> \u7528\u4e8eY\u8f74\u7684\u6570\u636e\u53d8\u91cf<\/li>\n<li><strong>data:<\/strong> \u6307\u5411\u6574\u4e2a\u6570\u636e\u96c6\u6216\u6570\u636e\u503c\u7684\u5bf9\u8c61<\/li>\n<\/ul>\n<p><strong>\u793a\u4f8b1\uff1a\u4f7f\u7528\u968f\u673a\u6570\u636e\u521b\u5efaSeaborn\u6298\u7ebf\u56fe\u3002<\/strong><\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sns\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\nYear <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">2012<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2014<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2016<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2020<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2021<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2022<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2018<\/span><span class=\"token punctuation\">]<\/span>\r\nProfit <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">80<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">75.8<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">74<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">65<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">99.5<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">19<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">33.6<\/span><span class=\"token punctuation\">]<\/span>\r\n\r\ndata_plot <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span>DataFrame<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">\"Year\"<\/span><span class=\"token punctuation\">:<\/span>Year<span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"Profit\"<\/span><span class=\"token punctuation\">:<\/span>Profit<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\nsns<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x <span class=\"token operator\">=<\/span> <span class=\"token string\">\"Year\"<\/span><span class=\"token punctuation\">,<\/span> y <span class=\"token operator\">=<\/span> <span class=\"token string\">\"Profit\"<\/span><span class=\"token punctuation\">,<\/span> data<span class=\"token operator\">=<\/span>data_plot<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>\u5728\u4e0b\u9762\u7684\u6298\u7ebf\u56fe\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230\u201c\u5e74\u4efd\u201d\u548c\u201c\u5229\u6da6\u201d\u8fd9\u4e24\u4e2a\u6570\u636e\u53d8\u91cf\u4e4b\u95f4\u7684\u7ebf\u6027\u5173\u7cfb\u3002<\/p>\n<p><strong>\u7ed3\u679c\uff1a<\/strong><\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"LinePlot Example 1\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65647613a4b2f92e6c72a772\/29-0.png\" alt=\"LinePlot Example 1\" \/><\/div>\n<h2>\u793a\u4f8b2\uff1a\u4f7f\u7528\u6570\u636e\u96c6\u521b\u5efa\u4e00\u6761\u7ebf\u56fe\uff0c\u5c55\u793a\u6570\u636e\u5217\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/h2>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sns\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> 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\ninfo <span class=\"token operator\">=<\/span> data<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span>\r\nsns<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x <span class=\"token operator\">=<\/span> <span class=\"token string\">\"drat\"<\/span><span class=\"token punctuation\">,<\/span> y <span class=\"token operator\">=<\/span> <span class=\"token string\">\"mpg\"<\/span><span class=\"token punctuation\">,<\/span>data<span class=\"token operator\">=<\/span>info<span class=\"token punctuation\">)<\/span>\r\nsns<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>\r\nplt<span class=\"token punctuation\">.<\/span>show<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<h3>\u8f93\u5165\u6570\u636e\u96c6\uff1a<\/h3>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65647613a4b2f92e6c72a772\/33-0.png\" alt=\"Seaborn\u6298\u7ebf\u56fe\u8f93\u5165\u6570\u636e\u96c6\" \/><\/div>\n<h3>\u7ed3\u679c\uff1a<\/h3>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65647613a4b2f92e6c72a772\/35-0.png\" alt=\"\u6298\u7ebf\u56fe\u793a\u4f8b2\" \/><\/div>\n<hr \/>\n<h2>\u591a\u4e2aSeaborn\u6298\u7ebf\u56fe<\/h2>\n<p>\u6211\u4eec\u53ef\u4ee5\u5728\u540c\u4e00\u7a7a\u95f4\u6216\u56fe\u8868\u4e2d\u521b\u5efa\u591a\u6761\u7ebf\u6765\u53ef\u89c6\u5316\u6570\u636e\u3002\u901a\u8fc7\u4f7f\u7528\u76f8\u540c\u6216\u591a\u4e2a\u6570\u636e\u5217\/\u53d8\u91cf\uff0c\u6211\u4eec\u53ef\u4ee5\u540c\u65f6\u63cf\u8ff0\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<h3>\u4f7f\u7528`hue`\u53c2\u6570\u4e3a\u591a\u4e2a\u6570\u636e\u70b9\u521b\u5efa\u989c\u8272\u8272\u8c03<\/h3>\n<p>\u53c2\u6570`hue`\u53ef\u7528\u4e8e\u5bf9\u6570\u636e\u96c6\u4e2d\u7684\u4e0d\u540c\u53d8\u91cf\u8fdb\u884c\u5206\u7ec4\uff0c\u5e76\u6709\u52a9\u4e8e\u63cf\u7ed8x\u8f74\u548cy\u8f74\u6570\u636e\u5217\u4e0e\u4f20\u9012\u7ed9\u8be5\u53c2\u6570\u7684\u5217\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<h4>\u8bed\u6cd5\uff1a<\/h4>\n<pre class=\"post-pre\"><code>seaborn<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">,<\/span>y<span class=\"token punctuation\">,<\/span>data<span class=\"token punctuation\">,<\/span>hue<span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u8bf7\u7ed9\u6211\u4e00\u676f\u6c34\uff0c\u597d\u5417\uff1f<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sns\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> 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\ninfo <span class=\"token operator\">=<\/span> data<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span>\r\nsns<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x <span class=\"token operator\">=<\/span> <span class=\"token string\">\"drat\"<\/span><span class=\"token punctuation\">,<\/span> y <span class=\"token operator\">=<\/span> <span class=\"token string\">\"mpg\"<\/span><span class=\"token punctuation\">,<\/span> data<span class=\"token operator\">=<\/span>info<span class=\"token punctuation\">,<\/span> hue<span class=\"token operator\">=<\/span><span class=\"token string\">\"cyl\"<\/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>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u4ee5\u4e0d\u540c\u7684\u989c\u8272\u65b9\u6848\u8868\u793a\u4e86\u2018drat\u2019\u3001\u2018mpg\u2019\u548c\u2018cyl\u2019\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<h3>\u8f93\u51fa\uff1a<\/h3>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65647613a4b2f92e6c72a772\/47-0.png\" alt=\"\u591a\u4e2aSeaborn\u6298\u7ebf\u56fe\" \/><\/div>\n<hr \/>\n<h3>\u4f7f\u7528`style`\u53c2\u6570\u6765\u7ed8\u5236\u4e0d\u540c\u7c7b\u578b\u7684\u7ebf\u6761\u3002<\/h3>\n<p>\u8fd9\u662f\u6587\u7ae0\u300aSeaborn\u6298\u7ebf\u56fe\u7684\u6570\u636e\u53ef\u89c6\u5316\u300b\u7684\u7b2c3\u90e8\u5206\uff08\u51715\u90e8\u5206\uff09\u3002<\/p>\n<p>\u5185\u5bb9\u7247\u6bb5: \u6211\u4eec\u53ef\u4ee5\u5c06<code>style<\/code>\u53c2\u6570\u8bbe\u7f6e\u4e3a\u6211\u4eec\u60f3\u8981\u5728x\u8f74\u548cy\u8f74\u4e0a\u663e\u793a\u7684\u503c\uff0c\u5e76\u4e14\u53ef\u4ee5\u6307\u5b9a\u4e0d\u540c\u7684\u7ebf\u6761\u7ed3\u6784\uff1a\u865a\u7ebf\u3001\u70b9\u7ebf\uff08\u6807\u8bb0\uff09\u7b49\u3002<\/p>\n<p>\u53e5\u6cd5:<\/p>\n<pre class=\"post-pre\"><code>seaborn.lineplot(x, y, data, style)\r\n<\/code><\/pre>\n<p>\u4f8b\u5b502\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sns\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> 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\ninfo <span class=\"token operator\">=<\/span> data<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span>\r\nsns<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x <span class=\"token operator\">=<\/span> <span class=\"token string\">\"drat\"<\/span><span class=\"token punctuation\">,<\/span> y <span class=\"token operator\">=<\/span> <span class=\"token string\">\"mpg\"<\/span><span class=\"token punctuation\">,<\/span> data<span class=\"token operator\">=<\/span>info<span class=\"token punctuation\">,<\/span> hue<span class=\"token operator\">=<\/span><span class=\"token string\">\"cyl\"<\/span><span class=\"token punctuation\">,<\/span> style<span class=\"token operator\">=<\/span><span class=\"token string\">\"cyl\"<\/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>\u5982\u56fe\u6240\u793a\uff0c\u901a\u8fc7\u4e0d\u540c\u7684\u7ebf\u6761\u7ed3\u6784\uff0c\u6e05\u6670\u5730\u5c55\u793a\u4e86\u6563\u70b9\u56fe\u4e2d\u201ccyl\u201d\u6570\u503c\u4e0e\u201cmpg\u201d\u548c\u201cdrat\u201d\u7684\u5173\u7cfb\uff0c\u5176\u4e2d\u5305\u62ec\u5b9e\u7ebf\u3001\u865a\u7ebf\u548c\u6807\u8bb0\u7b49\u4e0d\u540c\u7684\u7ebf\u6761\u5f62\u5f0f\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65647613a4b2f92e6c72a772\/57-0.png\" alt=\"\u4f7f\u7528style\u53c2\u6570\u7684\u6298\u7ebf\u56fe\" \/><\/div>\n<hr \/>\n<h3>\u4f7f\u7528Seaborn\u4e2d\u7684<code>size<\/code>\u53c2\u6570\u7ed8\u5236\u591a\u4e2a\u6298\u7ebf\u56fe<\/h3>\n<p>\u6211\u4eec\u751a\u81f3\u53ef\u4ee5\u4f7f\u7528<code>seaborn.lineplot()<\/code>\u51fd\u6570\u7684<code>size<\/code>\u53c2\u6570\u6765\u8868\u793a\u591a\u4e2a\u6570\u636e\u53d8\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5e76\u4f7f\u7528\u4e0d\u540c\u5927\u5c0f\u7684\u7ebf\u6765\u7ed8\u5236\u3002\u56e0\u6b64\uff0c\u5b83\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u5206\u7ec4\u53d8\u91cf\uff0c\u6839\u636e\u6570\u636e\u7684\u5927\u5c0f\u6765\u9009\u62e9\u4e0d\u540c\u7684\u7ebf\u6761\u7c97\u7ec6\u3002<\/p>\n<p>\u53e5\u6cd5:<\/p>\n<pre class=\"post-pre\"><code>seaborn<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">,<\/span> y<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">,<\/span> size<span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u4f8b\u5b503\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sns\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> 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\ninfo <span class=\"token operator\">=<\/span> data<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">]<\/span>\r\nsns<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x <span class=\"token operator\">=<\/span> <span class=\"token string\">\"drat\"<\/span><span class=\"token punctuation\">,<\/span> y <span class=\"token operator\">=<\/span> <span class=\"token string\">\"mpg\"<\/span><span class=\"token punctuation\">,<\/span> data<span class=\"token operator\">=<\/span>info<span class=\"token punctuation\">,<\/span> hue<span class=\"token operator\">=<\/span><span class=\"token string\">\"gear\"<\/span><span class=\"token punctuation\">,<\/span>style<span class=\"token operator\">=<\/span><span class=\"token string\">\"gear\"<\/span><span class=\"token punctuation\">,<\/span>size<span class=\"token operator\">=<\/span><span class=\"token string\">\"gear\"<\/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\u5165\u6570\u636e\u96c6\uff1a<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65647613a4b2f92e6c72a772\/66-0.png\" alt=\"\u591a\u6298\u7ebf\u56fe\u6570\u636e\u96c6\" \/><\/div>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65647613a4b2f92e6c72a772\/68-0.png\" alt=\"\u4f7f\u7528size\u53c2\u6570\u7684\u6298\u7ebf\u56fe\" \/><\/p>\n<hr \/>\n<h2>\u4f7f\u7528\u4e0d\u540c\u989c\u8272\u8c03\u8272\u677f\u7ed8\u5236Seaborn\u6298\u7ebf\u56fe<\/h2>\n<p>Seaborn\u7684\u8272\u56fe\u548c\u8c03\u8272\u677f\u5b9a\u4e49\u4e86\u53ef\u89c6\u5316\u6a21\u578b\u7684\u989c\u8272\u8303\u56f4\u3002\u53c2\u6570\u201c<code>palette<\/code>\u201d\u4ee5\u53ca\u201c<code>hue<\/code>\u201d\u53ef\u7528\u4e8e\u786e\u5b9a\u6570\u636e\u53d8\u91cf\u7684\u989c\u8272\u7f16\u7801\u65b9\u6848\u3002<\/p>\n<p>\u67e5\u770b\u66f4\u591a\u8c03\u8272\u677f\uff0c\u8bf7\u53c2\u8003\u4ee5\u4e0b\u94fe\u63a5\uff1a<a href=\"#\">\u8c03\u8272\u677f<\/a><\/p>\n<h3>\u8bed\u6cd5\uff1a<\/h3>\n<pre class=\"post-pre\"><code class=\"language-python\">seaborn<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">,<\/span> y<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">,<\/span> hue<span class=\"token punctuation\">,<\/span> palette<span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<h3>\u793a\u4f8b\uff1a<\/h3>\n<pre class=\"post-pre\"><code class=\"language-python\"><span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sns\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> 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\ninfo <span class=\"token operator\">=<\/span> data<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">]<\/span>\r\nsns<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x <span class=\"token operator\">=<\/span> <span class=\"token string\">\"drat\"<\/span><span class=\"token punctuation\">,<\/span> y <span class=\"token operator\">=<\/span> <span class=\"token string\">\"mpg\"<\/span><span class=\"token punctuation\">,<\/span> data<span class=\"token operator\">=<\/span>info<span class=\"token punctuation\">,<\/span> hue<span class=\"token operator\">=<\/span><span class=\"token string\">\"gear\"<\/span><span class=\"token punctuation\">,<\/span> palette <span class=\"token operator\">=<\/span> <span class=\"token string\">\"Set1\"<\/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\/65647613a4b2f92e6c72a772\/78-0.png\" alt=\"\u4f7f\u7528\u8c03\u8272\u677f\u7684\u6298\u7ebf\u56fe\" \/><\/p>\n<hr \/>\n<h2>\u7ed9Seaborn\u6298\u7ebf\u56fe\u6dfb\u52a0\u8bef\u5dee\u7ebf<\/h2>\n<p>\u53ef\u4ee5\u4f7f\u7528\u6298\u7ebf\u56fe\u6765\u5b9a\u4e49\u7f6e\u4fe1\u6c34\u5e73\/\u533a\u95f4\uff0c\u901a\u8fc7 <code>err_style<\/code> \u53c2\u6570\u6765\u63cf\u7ed8\u8bef\u5dee\u7387\u3002<\/p>\n<h3>\u8bed\u6cd5\uff1a<\/h3>\n<pre class=\"post-pre\"><code class=\"language-python\">seaborn<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">,<\/span> y<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">,<\/span> err_style<span class=\"token operator\">=<\/span><span class=\"token string\">\"bars\"<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<h3>\u793a\u4f8b\uff1a<\/h3>\n<pre class=\"post-pre\"><code class=\"language-python\"><span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sns\r\n<span class=\"token keyword\">import<\/span> matplotlib<span class=\"token punctuation\">.<\/span>pyplot <span class=\"token punctuation\">as<\/span> plt\r\n\r\ndata <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\ninfo <span class=\"token operator\">=<\/span> data<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">]<\/span>\r\nsns<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x <span class=\"token operator\">=<\/span> <span class=\"token string\">\"cyl\"<\/span><span class=\"token punctuation\">,<\/span> y <span class=\"token operator\">=<\/span> <span class=\"token string\">\"mpg\"<\/span><span class=\"token punctuation\">,<\/span> data<span class=\"token operator\">=<\/span>info<span class=\"token punctuation\">,<\/span> err_style<span class=\"token operator\">=<\/span><span class=\"token string\">\"bars\"<\/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>\u4ea7\u51fa\uff1a<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65647613a4b2f92e6c72a772\/87-0.png\" alt=\"\u5e26\u8bef\u5dee\u7ebf\u7684\u6298\u7ebf\u56fe\" \/><\/p>\n<hr \/>\n<h2>\u4f7f\u7528seaborn.set()\u51fd\u6570\u8bbe\u7f6e\u4e0d\u540c\u6837\u5f0f<\/h2>\n<\/div>\n<h2>5. \u4f7f\u7528 `seaborn.set()` \u51fd\u6570\u8bbe\u7f6e\u56fe\u8868\u6837\u5f0f<\/h2>\n<p>Python\u4e2d\u7684 `seaborn.set()` \u51fd\u6570\u53ef\u4ee5\u7528\u4e8e\u4ee5\u4e0d\u540c\u7684\u80cc\u666f\u6837\u5f0f\u663e\u793a\u56fe\u8868\uff0c\u4ece\u800c\u63d0\u5347\u89c6\u89c9\u6548\u679c\u3002<\/p>\n<h3>\u8bed\u6cd5\uff1a<\/h3>\n<pre class=\"post-pre\"><code>seaborn.set(style)<\/code><\/pre>\n<p>\u8bf7\u6ce8\u610f\uff0c`seaborn.set()` \u51fd\u6570\u5e94\u5728\u7ed8\u5236\u56fe\u8868\u4e4b\u524d\u8c03\u7528\uff0c\u4ee5\u786e\u4fdd\u6837\u5f0f\u8bbe\u7f6e\u751f\u6548\u3002<\/p>\n<h3>\u793a\u4f8b\u4ee3\u7801\uff1a<\/h3>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sns\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> 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\ninfo <span class=\"token operator\">=<\/span> data<span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">]<\/span>\r\n\r\nsns<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\">'darkgrid'<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token comment\"># \u8bbe\u7f6e\u56fe\u8868\u80cc\u666f\u6837\u5f0f\u4e3a 'darkgrid'<\/span>\r\nsns<span class=\"token punctuation\">.<\/span>lineplot<span class=\"token punctuation\">(<\/span>x <span class=\"token operator\">=<\/span> <span class=\"token string\">\"cyl\"<\/span><span class=\"token punctuation\">,<\/span> y <span class=\"token operator\">=<\/span> <span class=\"token string\">\"mpg\"<\/span><span class=\"token punctuation\">,<\/span>data<span class=\"token operator\">=<\/span>info<span class=\"token punctuation\">,<\/span>hue<span class=\"token operator\">=<\/span><span class=\"token string\">\"gear\"<\/span><span class=\"token punctuation\">)<\/span>\r\nplt<span class=\"token punctuation\">.<\/span>show<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<h3>\u8f93\u51fa\uff1a<\/h3>\n<div class=\"image-container\"><img decoding=\"async\" class=\"post-images\" title=\"\u4f7f\u7528 set() \u51fd\u6570\u7ed8\u5236\u7684\u6298\u7ebf\u56fe\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65647613a4b2f92e6c72a772\/96-0.png\" alt=\"\u4f7f\u7528 set() \u51fd\u6570\u7ed8\u5236\u7684\u6298\u7ebf\u56fe\" \/><\/div>\n<hr \/>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u81f3\u6b64\uff0c\u6211\u4eec\u5df2\u7ecf\u6df1\u5165\u7406\u89e3\u4e86Seaborn\u6298\u7ebf\u56fe\u7684\u7ed8\u5236\u65b9\u6cd5\u53ca\u5176\u5404\u79cd\u53d8\u5316\u548c\u9ad8\u7ea7\u7528\u6cd5\u3002\u5e0c\u671b\u672c\u6587\u80fd\u5e2e\u52a9\u60a8\u66f4\u597d\u5730\u8fdb\u884c\u6570\u636e\u53ef\u89c6\u5316\u3002<\/p>\n<p>\u6211\u5f3a\u70c8\u5efa\u8bae\u8bfb\u8005\u4eec\u901a\u8bfbPython Matplotlib\u6559\u7a0b\uff0c\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u6298\u7ebf\u56fe\u7684\u4f7f\u7528\u65b9\u6cd5\u548c\u66f4\u591a\u81ea\u5b9a\u4e49\u9009\u9879\u3002<\/p>\n<hr \/>\n<h2>\u53c2\u8003\u6587\u732e<\/h2>\n<ul class=\"post-ul\">\n<li><a href=\"https:\/\/seaborn.pydata.org\/generated\/seaborn.lineplot.html\" target=\"_blank\" rel=\"noopener\">Seaborn Line Plot \u2013 \u5b98\u65b9\u6587\u6863<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u5bb6\u597d\uff01\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u7ee7\u7eed\u6df1\u5165\u5b66\u4e60Seaborn\uff0c\u5e76\u91cd\u70b9\u63a2\u8ba8\u5982\u4f55\u4f7f\u7528Seaborn\u7ed8\u5236\u6298\u7ebf\u56fe\u3002\u5982\u679c\u60a8\u5bf9Sea [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[32,787,806,438,807],"class_list":["post-205","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-python","tag-seaborn","tag-806","tag-438","tag-807"],"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>Seaborn\u6298\u7ebf\u56fe\uff1aPython\u6570\u636e\u53ef\u89c6\u5316\u4e0e\u8d8b\u52bf\u5206\u6790 - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" 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