{"id":831,"date":"2023-07-28T14:58:44","date_gmt":"2023-07-28T14:58:44","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e5%88%a0%e9%99%a4%e5%bc%82%e5%b8%b8%e5%80%bc-python\/"},"modified":"2023-07-28T14:58:44","modified_gmt":"2023-07-28T14:58:44","slug":"%e5%88%a0%e9%99%a4%e5%bc%82%e5%b8%b8%e5%80%bc-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e5%88%a0%e9%99%a4%e5%bc%82%e5%b8%b8%e5%80%bc-python\/","title":{"rendered":"\u5982\u4f55\u5728 python \u4e2d\u5220\u9664\u5f02\u5e38\u503c"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u5f02\u5e38\u503c<\/strong>\u662f\u4e0e\u6570\u636e\u96c6\u4e2d\u7684\u5176\u4ed6\u503c\u5f02\u5e38\u8fdc\u79bb\u7684\u89c2\u5bdf\u503c\u3002\u5f02\u5e38\u503c\u53ef\u80fd\u4f1a\u4ea7\u751f\u95ee\u9898\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f1a\u5f71\u54cd\u5206\u6790\u7ed3\u679c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u5728 Python \u4e2d\u8bc6\u522b\u548c\u5220\u9664\u5f02\u5e38\u503c\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5982\u4f55\u8bc6\u522b Python \u4e2d\u7684\u5f02\u5e38\u503c<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5728\u5220\u9664\u5f02\u5e38\u503c\u4e4b\u524d\uff0c\u60a8\u5fc5\u987b\u9996\u5148\u786e\u5b9a\u4ec0\u4e48\u662f\u5f02\u5e38\u503c\u3002\u6709\u4e24\u79cd\u5e38\u89c1\u7684\u65b9\u6cd5\u53ef\u4ee5\u505a\u5230\u8fd9\u4e00\u70b9\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u4f7f\u7528\u56db\u5206\u4f4d\u8ddd\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u56db\u5206\u4f4d\u8ddd (IQR) \u662f\u6570\u636e\u96c6\u4e2d\u7b2c 75 \u4e2a\u767e\u5206\u4f4d\u6570 (Q3) \u548c\u7b2c 25 \u4e2a\u767e\u5206\u4f4d\u6570 (Q1) \u4e4b\u95f4\u7684\u5dee\u503c\u3002\u5b83\u6d4b\u91cf\u5e73\u5747 50% \u503c\u7684\u5206\u5e03\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5982\u679c\u67d0\u4e2a\u89c2\u6d4b\u503c\u662f\u7b2c\u4e09\u4e2a\u56db\u5206\u4f4d (Q3) \u4e0a\u65b9\u56db\u5206\u4f4d\u8ddd\u7684 1.5 \u500d\u6216\u7b2c\u4e00\u4e2a\u56db\u5206\u4f4d (Q1) \u4e0b\u65b9\u56db\u5206\u4f4d\u8ddd\u7684 1.5 \u500d\uff0c\u5219\u53ef\u4ee5\u5c06\u5176\u5b9a\u4e49\u4e3a\u79bb\u7fa4\u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u79bb\u7fa4\u503c = \u89c2\u6d4b\u503c &gt; Q3 + 1.5*IQR \u6216 Q1 \u2013 1.5*IQR<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. \u4f7f\u7528 z \u5206\u6570\u3002<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/cn\/z-\u5206\u6570-python\/\" target=\"_blank\" rel=\"noopener\">z \u5206\u6570<\/a>\u544a\u8bc9\u60a8\u7ed9\u5b9a\u503c\u4e0e\u5e73\u5747\u503c\u7684\u6807\u51c6\u5dee\u6709\u591a\u5c11\u3002\u6211\u4eec\u4f7f\u7528\u4ee5\u4e0b\u516c\u5f0f\u6765\u8ba1\u7b97 z \u5206\u6570\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>z<\/strong> = (X \u2013 \u03bc) \/ \u03c3<\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\u5b50\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">X \u662f\u5355\u4e2a\u539f\u59cb\u6570\u636e\u503c<\/span><\/li>\n<li><span style=\"color: #000000;\">\u03bc \u662f\u603b\u4f53\u5e73\u5747\u503c<\/span><\/li>\n<li><span style=\"color: #000000;\">\u03c3 \u662f\u603b\u4f53\u6807\u51c6\u5dee<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u5982\u679c\u67d0\u4e2a\u89c2\u6d4b\u503c\u7684 z \u5f97\u5206\u5c0f\u4e8e -3 \u6216\u5927\u4e8e 3\uff0c\u5219\u53ef\u4ee5\u5c06\u5176\u5b9a\u4e49\u4e3a\u79bb\u7fa4\u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u79bb\u7fa4\u503c = z \u5206\u6570 &gt; 3 \u6216 &lt; -3 \u7684\u89c2\u6d4b\u503c<\/strong><\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5982\u4f55\u5728 Python \u4e2d\u5220\u9664\u5f02\u5e38\u503c<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4e00\u65e6\u786e\u5b9a\u4e86\u5f02\u5e38\u503c\uff0c\u60a8\u5c31\u53ef\u4ee5\u8bc6\u522b\u5b83\u4eec\u5e76\u5c06\u5176\u4ece\u6570\u636e\u96c6\u4e2d\u5220\u9664\u3002\u4e3a\u4e86\u8bf4\u660e\u5982\u4f55\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u4ee5\u4e0b pandas DataFrame\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<span style=\"color: #107d3f;\">import <span style=\"color: #000000;\">pandas<\/span> as <span style=\"color: #000000;\">pd<\/span> \nimport<\/span> scipy.stats <span style=\"color: #107d3f;\">as<\/span> stats\n\n<span style=\"color: #008080;\">#create dataframe with three columns 'A', 'B', 'C'<\/span>\nnp.random.seed(10)\ndata = pd.DataFrame(np.random.randint(0, 10, size=(100, 3)), columns=['A', 'B', 'C'])\n<span style=\"color: #008080;\">\n#view first 10 rows<\/span>\ndata[:10]\n\n           ABC\n0 13.315865 7.152790 -15.454003\n1 -0.083838 6.213360 -7.200856\n2 2.655116 1.085485 0.042914\n3 -1.746002 4.330262 12.030374\n4 -9.650657 10.282741 2.286301\n5 4.451376 -11.366022 1.351369\n6 14.845370 -10.798049 -19.777283\n7 -17.433723 2.660702 23.849673\n8 11.236913 16.726222 0.991492\n9 13.979964 -2.712480 6.132042\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7136\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 z \u5206\u6570\u65b9\u6cd5\u6216\u56db\u5206\u4f4d\u6570\u8303\u56f4\u65b9\u6cd5\u5b9a\u4e49\u548c\u5220\u9664\u5f02\u5e38\u503c\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Z\u5206\u6570\u65b9\u6cd5\uff1a<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find absolute value of z-score for each observation<\/span>\nz = np.abs(stats.zscore(data))\n\n<span style=\"color: #008080;\">#only keep rows in dataframe with all z-scores less than absolute value of 3<\/span> \ndata_clean = data[(z&lt;3).all(axis=1)]\n\n<span style=\"color: #008080;\">#find how many rows are left in the dataframe<\/span> \ndata_clean.shape\n\n(99.3)\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u56db\u5206\u4f4d\u8ddd\u6cd5\uff1a<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find Q1, Q3, and interquartile range for each column<\/span>\nQ1 = data.quantile(q=.25)\nQ3 = data.quantile(q=.75)\nIQR = data.apply(stats.iqr)\n\n<span style=\"color: #008080;\">#only keep rows in dataframe that have values within 1.5*IQR of Q1 and Q3<\/span>\ndata_clean = data[~((data &lt; (Q1-1.5*IQR)) | (data &gt; (Q3+1.5*IQR))).any(axis=1)]\n<span style=\"color: #008080;\">\n#find how many rows are left in the dataframe<\/span> \ndata_clean.shape\n\n(89.3)<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0cza \u8bc4\u5206\u65b9\u6cd5\u8bc6\u522b\u5e76\u5220\u9664\u4e86 1 \u4e2a\u89c2\u6d4b\u503c\u4f5c\u4e3a\u5f02\u5e38\u503c\uff0c\u800c\u56db\u5206\u4f4d\u8ddd\u65b9\u6cd5\u603b\u5171\u8bc6\u522b\u5e76\u5220\u9664\u4e86 11 \u4e2a\u89c2\u6d4b\u503c\u4f5c\u4e3a\u5f02\u5e38\u503c\u3002<\/span><\/p>\n<h3><strong>\u4f55\u65f6\u5220\u9664\u5f02\u5e38\u503c<\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u5982\u679c\u60a8\u7684\u6570\u636e\u4e2d\u5b58\u5728\u4e00\u4e2a\u6216\u591a\u4e2a\u5f02\u5e38\u503c\uff0c\u60a8\u5fc5\u987b\u9996\u5148\u786e\u4fdd\u5b83\u4eec\u4e0d\u662f\u6570\u636e\u8f93\u5165\u9519\u8bef\u7684\u7ed3\u679c\u3002\u6709\u65f6\uff0c\u4e2a\u4eba\u5728\u4fdd\u5b58\u6570\u636e\u65f6\u53ea\u662f\u8f93\u5165\u4e86\u9519\u8bef\u7684\u6570\u636e\u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5982\u679c\u5f02\u5e38\u503c\u662f\u6570\u636e\u8f93\u5165\u9519\u8bef\u7684\u7ed3\u679c\uff0c\u60a8\u53ef\u4ee5\u51b3\u5b9a\u4e3a\u5176\u5206\u914d\u4e00\u4e2a\u65b0\u503c\uff0c\u4f8b\u5982<\/span><span style=\"color: #000000;\">\u6570\u636e\u96c6\u7684<\/span><a href=\"https:\/\/statorials.org\/cn\/\u8861\u91cf\u96c6\u4e2d\u8d8b\u52bf\/\" target=\"_blank\" rel=\"noopener\">\u5e73\u5747\u503c\u6216\u4e2d\u4f4d\u6570<\/a>\u3002<\/p>\n<p><span style=\"color: #000000;\">\u5982\u679c\u8be5\u503c\u786e\u5b9e\u662f\u5f02\u5e38\u503c\uff0c\u5e76\u4e14\u4f1a\u5bf9\u60a8\u7684\u6574\u4f53\u5206\u6790\u4ea7\u751f\u91cd\u5927\u5f71\u54cd\uff0c\u5219\u60a8\u53ef\u4ee5\u9009\u62e9\u5c06\u5176\u5220\u9664\u3002\u8bf7\u52a1\u5fc5\u5728\u6700\u7ec8\u62a5\u544a\u6216\u5206\u6790\u4e2d\u63d0\u53ca\u60a8\u5220\u9664\u4e86\u5f02\u5e38\u503c\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5982\u679c\u60a8\u540c\u65f6\u5904\u7406\u591a\u4e2a\u53d8\u91cf\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u4f7f\u7528<a href=\"https:\/\/statorials.org\/cn\/mahalanobis-\u8fdc\u7a0b-python\/\" target=\"_blank\" rel=\"noopener\">\u9a6c\u6c0f\u8ddd\u79bb<\/a>\u6765\u68c0\u6d4b\u5f02\u5e38\u503c\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f02\u5e38\u503c\u662f\u4e0e\u6570\u636e\u96c6\u4e2d\u7684\u5176\u4ed6\u503c\u5f02\u5e38\u8fdc\u79bb\u7684\u89c2\u5bdf\u503c\u3002\u5f02\u5e38\u503c\u53ef\u80fd\u4f1a\u4ea7\u751f\u95ee\u9898\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f1a\u5f71\u54cd\u5206\u6790\u7ed3\u679c\u3002 \u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u5728  [&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-831","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\u5220\u9664\u5f02\u5e38\u503c \u2013 Statorials<\/title>\n<meta name=\"description\" content=\"\u5173\u4e8e\u5982\u4f55\u5728 Python \u4e2d\u8bc6\u522b\u548c\u5220\u9664\u5f02\u5e38\u503c\u7684\u7b80\u5355\u8bf4\u660e\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:\/\/statorials.org\/cn\/\u5220\u9664\u5f02\u5e38\u503c-python\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta 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