{"id":868,"date":"2023-07-28T12:03:55","date_gmt":"2023-07-28T12:03:55","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e4%b8%80%e4%ba%9bpython%e6%83%85%e8%8a%82\/"},"modified":"2023-07-28T12:03:55","modified_gmt":"2023-07-28T12:03:55","slug":"%e4%b8%80%e4%ba%9bpython%e6%83%85%e8%8a%82","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e4%b8%80%e4%ba%9bpython%e6%83%85%e8%8a%82\/","title":{"rendered":"\u5982\u4f55\u7528 python \u521b\u5efa qq \u56fe"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>QQ \u56fe<\/strong>\u662f\u201c\u5206\u4f4d\u6570-\u5206\u4f4d\u6570\u201d\u7684\u7f29\u5199\uff0c\u901a\u5e38\u7528\u4e8e\u8bc4\u4f30\u6570\u636e\u96c6\u662f\u5426\u53ef\u80fd\u6765\u81ea\u7406\u8bba\u5206\u5e03\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u8fd9\u79cd\u7c7b\u578b\u7684\u56fe\u7528\u4e8e\u786e\u5b9a\u6570\u636e\u96c6\u662f\u5426\u9075\u5faa<a href=\"https:\/\/statorials.org\/cn\/\u6b63\u6001\u5206\u5e03-1\/\" target=\"_blank\" rel=\"noopener\">\u6b63\u6001\u5206\u5e03<\/a>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u5728 Python \u4e2d\u4e3a\u6570\u636e\u96c6\u521b\u5efa QQ \u56fe\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1aPython \u4e2d\u7684 QQ \u56fe<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u6709\u4ee5\u4e0b\u5305\u542b 100 \u4e2a\u503c\u7684\u6570\u636e\u96c6\uff1a<\/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\n<span style=\"color: #008080;\">#create dataset with 100 values that follows a normal distribution\n<\/span>np.random.seed(0)\ndata = np.random.normal(0,1, 1000)\n\n<span style=\"color: #008080;\">#view first 10 values\n<\/span>data[:10] \n\narray([ 1.76405235, 0.40015721, 0.97873798, 2.2408932 , 1.86755799,\n       -0.97727788, 0.95008842, -0.15135721, -0.10321885, 0.4105985 ])<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u8981\u4e3a\u6b64\u6570\u636e\u96c6\u521b\u5efa QQ \u56fe\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 statsmodels \u5e93\u4e2d\u7684<a href=\"https:\/\/www.statsmodels.org\/stable\/generated\/statsmodels.graphics.gofplots.qqplot.html\" target=\"_blank\" rel=\"noopener\">qqplot() \u51fd\u6570<\/a>\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> statsmodels.api <span style=\"color: #107d3f;\">as<\/span> sm\n<span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#create QQ plot with 45-degree line added to plot<\/span>\nfig = sm.qqplot(data, line='45')\nplt.show()\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9410 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/qqplotpython1.png\" alt=\"Python \u4e2d\u7684 QQ \u7ed8\u56fe\" width=\"417\" height=\"275\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u5728 QQ \u56fe\u4e2d\uff0cx \u8f74\u663e\u793a<strong>\u7406\u8bba\u5206\u4f4d\u6570<\/strong>\u3002\u8fd9\u610f\u5473\u7740\u5b83\u4e0d\u4f1a\u663e\u793a\u60a8\u7684\u5b9e\u9645\u6570\u636e\uff0c\u800c\u662f\u8868\u793a\u6570\u636e\u5448\u6b63\u6001\u5206\u5e03\u65f6\u7684\u4f4d\u7f6e\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">Y \u8f74\u663e\u793a\u60a8<strong>\u5f53\u524d\u7684\u6570\u636e<\/strong>\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5982\u679c\u6570\u636e\u503c\u5927\u81f4\u9075\u5faa 45 \u5ea6\u89d2\u7684\u76f4\u7ebf\uff0c\u5219\u6570\u636e\u5448\u6b63\u6001\u5206\u5e03\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u5728\u4e0a\u9762\u7684 QQ \u56fe\u4e2d\u770b\u5230\uff0c\u6570\u636e\u503c\u5f80\u5f80\u7d27\u5bc6\u9075\u5faa 45 \u5ea6\uff0c\u8fd9\u610f\u5473\u7740\u6570\u636e\u53ef\u80fd\u5448\u6b63\u6001\u5206\u5e03\u3002\u8fd9\u5e94\u8be5\u4e0d\u8db3\u4e3a\u5947\uff0c\u56e0\u4e3a\u6211\u4eec\u4f7f\u7528<a href=\"https:\/\/numpy.org\/doc\/stable\/reference\/random\/generated\/numpy.random.normal.html\" target=\"_blank\" rel=\"noopener\">numpy.random.normal() \u51fd\u6570<\/a>\u751f\u6210\u4e86 100 \u4e2a\u6570\u636e\u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u76f8\u53cd\uff0c\u8003\u8651\u4e00\u4e0b\u6211\u4eec\u662f\u5426\u751f\u6210\u4e86\u5305\u542b 100 \u4e2a\u5747\u5300\u5206\u5e03\u503c\u7684\u6570\u636e\u96c6\u5e76\u4e3a\u8be5\u6570\u636e\u96c6\u521b\u5efa\u4e86 QQ \u56fe\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create dataset of 100 uniformly distributed values<\/span>\ndata = np.random.uniform(0,1, 1000)\n\n<span style=\"color: #008080;\">#generate QQ plot for the dataset\n<\/span>fig = sm.qqplot(data, line='45')\nplt.show()\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9412 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/qqplotpython2.png\" alt=\"\u4f7f\u7528 matplotlib \u5728 Python \u4e2d\u7ed8\u5236\u76f4\u7ebf Q-Q \u56fe\" width=\"418\" height=\"281\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u6570\u636e\u503c\u663e\u7136\u4e0d\u9075\u5faa45\u5ea6\u7ea2\u7ebf\uff0c\u8868\u660e\u5b83\u4eec\u4e0d\u9075\u5faa\u6b63\u6001\u5206\u5e03\u3002<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>QQ\u56fe\u7684\u6ce8\u610f\u4e8b\u9879<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u8bf7\u8bb0\u4f4f\u4ee5\u4e0b\u6709\u5173 QQ \u56fe\u7684\u6ce8\u610f\u4e8b\u9879\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u867d\u7136 QQ \u56fe\u4e0d\u662f\u6b63\u5f0f\u7684\u7edf\u8ba1\u6d4b\u8bd5\uff0c\u4f46\u5b83\u63d0\u4f9b\u4e86\u4e00\u79cd\u7b80\u5355\u7684\u65b9\u6cd5\u6765\u76f4\u89c2\u5730\u68c0\u67e5\u6570\u636e\u96c6\u662f\u5426\u5448\u6b63\u6001\u5206\u5e03\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\u4e0d\u8981\u5c06 QQ \u56fe\u4e0e<a href=\"https:\/\/en.wikipedia.org\/wiki\/P%E2%80%93P_plot\" target=\"_blank\" rel=\"noopener\">PP \u56fe<\/a>\u6df7\u6dc6\uff0c\u540e\u8005\u4e0d\u592a\u5e38\u7528\uff0c\u5bf9\u4e8e\u5206\u6790\u4f4d\u4e8e\u5206\u5e03\u5c3e\u90e8\u7684\u6570\u636e\u503c\u4e5f\u4e0d\u592a\u6709\u7528\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><em>\u60a8\u53ef\u4ee5<a href=\"https:\/\/statorials.org\/cn\/\u7edf\u8ba1\u5b66\u4ee5\u7b80\u5355\u76f4\u63a5\u7684\u65b9\u5f0f\u89e3\u91ca\u6982\u5ff5\uff0c\u6211\u4eec\u4f7f\u5b66\u4e60\u7edf\u8ba1\u53d8\u5f97\u66f4\u5bb9\u6613\/\">\u5728\u6b64\u5904<\/a>\u627e\u5230\u66f4\u591a Python \u6559\u7a0b\u3002<\/em><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>QQ \u56fe\u662f\u201c\u5206\u4f4d\u6570-\u5206\u4f4d\u6570\u201d\u7684\u7f29\u5199\uff0c\u901a\u5e38\u7528\u4e8e\u8bc4\u4f30\u6570\u636e\u96c6\u662f\u5426\u53ef\u80fd\u6765\u81ea\u7406\u8bba\u5206\u5e03\u3002 \u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u8fd9\u79cd\u7c7b\u578b\u7684\u56fe\u7528\u4e8e [&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-868","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 QQ \u56fe - Statorials<\/title>\n<meta name=\"description\" content=\"\u5173\u4e8e\u5982\u4f55\u7528 Python 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