{"id":830,"date":"2023-07-28T15:02:39","date_gmt":"2023-07-28T15:02:39","guid":{"rendered":"https:\/\/statorials.org\/cn\/python-%e5%8d%8f%e6%96%b9%e5%b7%ae%e7%9f%a9%e9%98%b5\/"},"modified":"2023-07-28T15:02:39","modified_gmt":"2023-07-28T15:02:39","slug":"python-%e5%8d%8f%e6%96%b9%e5%b7%ae%e7%9f%a9%e9%98%b5","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/python-%e5%8d%8f%e6%96%b9%e5%b7%ae%e7%9f%a9%e9%98%b5\/","title":{"rendered":"\u5982\u4f55\u5728 python \u4e2d\u521b\u5efa\u534f\u65b9\u5dee\u77e9\u9635"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u534f\u65b9\u5dee<\/strong>\u662f\u8861\u91cf\u4e00\u4e2a\u53d8\u91cf\u7684\u53d8\u5316\u4e0e\u7b2c\u4e8c\u4e2a\u53d8\u91cf\u7684\u53d8\u5316\u5982\u4f55\u5173\u8054\u7684\u6307\u6807\u3002\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u5b83\u662f\u4e24\u4e2a\u53d8\u91cf\u7ebf\u6027\u76f8\u5173\u7a0b\u5ea6\u7684\u5ea6\u91cf\u3002<\/span><\/p>\n<p class=\"has-text-color\"><span style=\"color: #000000;\"><strong>\u534f\u65b9\u5dee\u77e9\u9635<\/strong>\u662f\u4e00\u4e2a\u65b9\u9635\uff0c\u663e\u793a\u8bb8\u591a\u4e0d\u540c\u53d8\u91cf\u4e4b\u95f4\u7684\u534f\u65b9\u5dee\u3002\u8fd9\u662f\u4e86\u89e3\u6570\u636e\u96c6\u4e2d\u4e0d\u540c\u53d8\u91cf\u5982\u4f55\u5173\u8054\u7684\u6709\u7528\u65b9\u6cd5\u3002<\/span><\/p>\n<p class=\"has-text-color\"><span style=\"color: #000000;\">\u4ee5\u4e0b\u793a\u4f8b\u6f14\u793a\u5982\u4f55\u5728 Python \u4e2d\u521b\u5efa\u534f\u65b9\u5dee\u77e9\u9635\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5982\u4f55\u5728 Python \u4e2d\u521b\u5efa\u534f\u65b9\u5dee\u77e9\u9635<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4f7f\u7528\u4ee5\u4e0b\u6b65\u9aa4\u5728 Python \u4e2d\u521b\u5efa\u534f\u65b9\u5dee\u77e9\u9635\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6b65\u9aa4 1\uff1a\u521b\u5efa\u6570\u636e\u96c6\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u9996\u5148\uff0c\u6211\u4eec\u5c06\u521b\u5efa\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b 10 \u540d\u4e0d\u540c\u5b66\u751f\u5728\u6570\u5b66\u3001\u79d1\u5b66\u548c\u5386\u53f2\u8fd9\u4e09\u4e2a\u79d1\u76ee\u4e2d\u7684\u8003\u8bd5\u6210\u7ee9\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n\nmath = [84, 82, 81, 89, 73, 94, 92, 70, 88, 95]\nscience = [85, 82, 72, 77, 75, 89, 95, 84, 77, 94]\nhistory = [97, 94, 93, 95, 88, 82, 78, 84, 69, 78]\n\ndata = np.array([math, science, history])\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u6b65\u9aa4 2\uff1a\u521b\u5efa\u534f\u65b9\u5dee\u77e9\u9635\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4f7f\u7528 numpy <strong>cov()<\/strong>\u51fd\u6570\u521b\u5efa\u8be5\u6570\u636e\u96c6\u7684\u534f\u65b9\u5dee\u77e9\u9635\uff0c\u5e76\u6307\u5b9a<strong>bias = True<\/strong> \uff0c\u4ee5\u4fbf\u6211\u4eec\u53ef\u4ee5\u8ba1\u7b97\u603b\u4f53\u534f\u65b9\u5dee\u77e9\u9635\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>np.cov(data, bias= <span style=\"color: #107d3f;\">True<\/span> )\n\narray([[ 64.96, 33.2, -24.44],\n       [33.2, 56.4, -24.1],\n       [-24.44, -24.1, 75.56]])\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u6b65\u9aa4 3\uff1a\u89e3\u91ca\u534f\u65b9\u5dee\u77e9\u9635\u3002<\/strong><\/span><\/p>\n<p class=\"has-text-color\"><span style=\"color: #000000;\">\u77e9\u9635\u5bf9\u89d2\u7ebf\u4e0a\u7684\u503c\u5c31\u662f\u6bcf\u4e2a\u53d7\u8bd5\u8005\u7684\u65b9\u5dee\u3002\u4f8b\u5982\uff1a<\/span><\/p>\n<ul class=\"has-text-color\">\n<li><span style=\"color: #000000;\">\u6570\u5b66\u6210\u7ee9\u7684\u65b9\u5dee\u4e3a 64.96<\/span><\/li>\n<li><span style=\"color: #000000;\">\u79d1\u5b66\u5206\u6570\u7684\u65b9\u5dee\u4e3a 56.4<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5386\u53f2\u5206\u6570\u65b9\u5dee\u4e3a 75.56<\/span><\/li>\n<\/ul>\n<p class=\"has-text-color\"><span style=\"color: #000000;\">\u77e9\u9635\u7684\u5176\u4ed6\u503c\u4ee3\u8868\u4e0d\u540c\u4e3b\u4f53\u4e4b\u95f4\u7684\u534f\u65b9\u5dee\u3002\u4f8b\u5982\uff1a<\/span><\/p>\n<ul class=\"has-text-color\">\n<li><span style=\"color: #000000;\">\u6570\u5b66\u548c\u79d1\u5b66\u5206\u6570\u4e4b\u95f4\u7684\u534f\u65b9\u5dee\u4e3a 33.2\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u6570\u5b66\u548c\u5386\u53f2\u5206\u6570\u4e4b\u95f4\u7684\u534f\u65b9\u5dee\u4e3a-24.44\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u79d1\u5b66\u548c\u5386\u53f2\u5206\u6570\u4e4b\u95f4\u7684\u534f\u65b9\u5dee\u4e3a-24.1\u3002<\/span><\/li>\n<\/ul>\n<p class=\"has-text-color\"><span style=\"color: #000000;\">\u534f\u65b9\u5dee\u4e3a<strong>\u6b63\u6570<\/strong>\u8868\u793a\u4e24\u4e2a\u53d8\u91cf\u503e\u5411\u4e8e\u540c\u65f6\u589e\u52a0\u6216\u51cf\u5c11\u3002\u4f8b\u5982\uff0c\u6570\u5b66\u548c\u79d1\u5b66\u5177\u6709\u6b63\u534f\u65b9\u5dee (33.2)\uff0c\u8868\u660e\u6570\u5b66\u5f97\u5206\u9ad8\u7684\u5b66\u751f\u4e5f\u5f80\u5f80\u5728\u79d1\u5b66\u5f97\u5206\u9ad8\u3002\u76f8\u53cd\uff0c\u6570\u5b66\u6210\u7ee9\u4e0d\u4f73\u7684\u5b66\u751f\u5728\u79d1\u5b66\u65b9\u9762\u4e5f\u5f80\u5f80\u8868\u73b0\u4e0d\u4f73\u3002<\/span><\/p>\n<p class=\"has-text-color\"><span style=\"color: #000000;\"><strong>\u534f\u65b9\u5dee\u4e3a\u8d1f\u6570<\/strong>\u8868\u793a\u968f\u7740\u4e00\u4e2a\u53d8\u91cf\u7684\u589e\u52a0\uff0c\u7b2c\u4e8c\u4e2a\u53d8\u91cf\u8d8b\u4e8e\u51cf\u5c11\u3002\u4f8b\u5982\uff0c\u6570\u5b66\u548c\u5386\u53f2\u5177\u6709\u8d1f\u534f\u65b9\u5dee\uff08-24.44\uff09\uff0c\u8868\u660e\u6570\u5b66\u5f97\u5206\u9ad8\u7684\u5b66\u751f\u5f80\u5f80\u5728\u5386\u53f2\u5f97\u5206\u8f83\u4f4e\u3002\u76f8\u53cd\uff0c\u6570\u5b66\u6210\u7ee9\u4f4e\u7684\u5b66\u751f\u5f80\u5f80\u5386\u53f2\u6210\u7ee9\u9ad8\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6b65\u9aa4 4\uff1a\u53ef\u89c6\u5316\u534f\u65b9\u5dee\u77e9\u9635\uff08\u53ef\u9009\uff09\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u60a8\u53ef\u4ee5\u4f7f\u7528seaborn\u5305\u7684<strong>heatmap()<\/strong>\u51fd\u6570\u53ef\u89c6\u5316\u534f\u65b9\u5dee\u77e9\u9635\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> seaborn <span style=\"color: #107d3f;\">as<\/span> sns\n<span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\ncov = np.cov(data, bias=True)\nlabs = ['math', 'science', 'history']\n\nsns.heatmap(cov, annot=True, fmt='g', xticklabels=labs, yticklabels=labs)\nplt.show()\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9191 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/covariancematrixpython2.png\" alt=\"Python \u4e2d\u7684\u534f\u65b9\u5dee\u77e9\u9635\" width=\"384\" height=\"274\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u60a8\u8fd8\u53ef\u4ee5\u901a\u8fc7\u6307\u5b9a<strong>cmap<\/strong>\u53c2\u6570\u6765\u66f4\u6539\u8c03\u8272\u677f\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>sns.heatmap(cov, annot=True, fmt='g', xticklabels=labs, yticklabels=labs, cmap=' <span style=\"color: #800080;\">YlGnBu<\/span> ')\nplt.show()<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9192 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/covariancematrixpython3.png\" alt=\"Python \u4e2d\u7684\u534f\u65b9\u5dee\u77e9\u9635\" width=\"398\" height=\"274\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\"><em>\u6709\u5173\u5982\u4f55\u8bbe\u7f6e\u6b64\u70ed\u56fe\u6837\u5f0f\u7684\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605<a href=\"https:\/\/seaborn.pydata.org\/generated\/seaborn.heatmap.html\" target=\"_blank\" rel=\"noopener\">seaborn \u6587\u6863<\/a>\u3002<\/em><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u534f\u65b9\u5dee\u662f\u8861\u91cf\u4e00\u4e2a\u53d8\u91cf\u7684\u53d8\u5316\u4e0e\u7b2c\u4e8c\u4e2a\u53d8\u91cf\u7684\u53d8\u5316\u5982\u4f55\u5173\u8054\u7684\u6307\u6807\u3002\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u5b83\u662f\u4e24\u4e2a\u53d8\u91cf\u7ebf\u6027\u76f8\u5173\u7a0b\u5ea6\u7684\u5ea6\u91cf\u3002 \u534f\u65b9 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-830","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5982\u4f55\u5728 Python \u4e2d\u521b\u5efa\u534f\u65b9\u5dee\u77e9\u9635 - Statorials<\/title>\n<meta name=\"description\" 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