{"id":2471,"date":"2023-07-22T03:20:55","date_gmt":"2023-07-22T03:20:55","guid":{"rendered":"https:\/\/statorials.org\/cn\/python%e4%b8%ad%e7%9a%84%e5%8a%a0%e6%9d%83%e6%a0%87%e5%87%86%e5%b7%ae\/"},"modified":"2023-07-22T03:20:55","modified_gmt":"2023-07-22T03:20:55","slug":"python%e4%b8%ad%e7%9a%84%e5%8a%a0%e6%9d%83%e6%a0%87%e5%87%86%e5%b7%ae","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/python%e4%b8%ad%e7%9a%84%e5%8a%a0%e6%9d%83%e6%a0%87%e5%87%86%e5%b7%ae\/","title":{"rendered":"\u5982\u4f55\u7528 python \u8ba1\u7b97\u52a0\u6743\u6807\u51c6\u5dee"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u5f53\u6570\u636e\u96c6\u4e2d\u7684\u67d0\u4e9b\u503c\u6bd4\u5176\u4ed6\u503c\u5177\u6709\u66f4\u9ad8\u7684\u6743\u91cd\u65f6<strong>\uff0c\u52a0\u6743\u6807\u51c6\u5dee<\/strong>\u662f\u8861\u91cf\u6570\u636e\u96c6\u4e2d\u503c\u7684\u5206\u6563\u6027\u7684\u6709\u7528\u65b9\u6cd5\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u52a0\u6743\u6807\u51c6\u5dee\u7684\u8ba1\u7b97\u516c\u5f0f\u4e3a\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-14345 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pondere_sd1.png\" alt=\"\" width=\"218\" height=\"92\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u91d1\u5b50\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>N\uff1a<\/strong><a href=\"https:\/\/statorials.org\/cn\/\u7edf\u8ba1\u89c2\u5bdf\/\" target=\"_blank\" rel=\"noopener\">\u89c2\u5bdf<\/a>\u603b\u6570<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>M\uff1a<\/strong>\u975e\u96f6\u6743\u91cd\u7684\u6570\u91cf<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>w <sub>i<\/sub> \uff1a<\/strong>\u6743\u91cd\u5411\u91cf<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>x <sub>i<\/sub> \uff1a<\/strong>\u6570\u636e\u503c\u5411\u91cf<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong><span style=\"border-top: 1px solid black;\">x<\/span> \uff1a<\/strong>\u52a0\u6743\u5e73\u5747\u503c<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">\u5728 Python \u4e2d\u8ba1\u7b97\u52a0\u6743\u6807\u51c6\u5dee\u7684\u6700\u7b80\u5355\u65b9\u6cd5\u662f\u4f7f\u7528 statsmodels \u5305\u4e2d\u7684<a href=\"https:\/\/www.statsmodels.org\/dev\/generated\/statsmodels.stats.weightstats.DescrStatsW.html\" target=\"_blank\" rel=\"noopener\">DescrStatsW()<\/a>\u51fd\u6570\uff1a<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>DescrStatsW(values, weights=weights, ddof= <span style=\"color: #008000;\">1<\/span> ). <span style=\"color: #3366ff;\">std<\/span>\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u4e0b\u9762\u7684\u4f8b\u5b50\u5c55\u793a\u4e86\u5982\u4f55\u5728\u5b9e\u9645\u4e2d\u4f7f\u7528\u8fd9\u4e2a\u529f\u80fd\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1aPython \u4e2d\u7684\u52a0\u6743\u6807\u51c6\u5dee<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u6709\u4ee5\u4e0b\u6570\u636e\u503c\u6570\u7ec4\u548c\u76f8\u5e94\u7684\u6743\u91cd\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define data values<\/span> \nvalues = [14, 19, 22, 25, 29, 31, 31, 38, 40, 41]\n\n<span style=\"color: #008080;\">#define weights\n<\/span>weights = [1, 1, 1.5, 2, 2, 1.5, 1, 2, 3, 2]\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u4ee3\u7801\u663e\u793a\u4e86\u5982\u4f55\u8ba1\u7b97\u8be5\u6570\u636e\u503c\u6570\u7ec4\u7684\u52a0\u6743\u6807\u51c6\u5dee\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">from<\/span> statsmodels. <span style=\"color: #3366ff;\">stats<\/span> . <span style=\"color: #3366ff;\">weightstats<\/span> <span style=\"color: #008000;\">import<\/span> DescrStatsW\n\n<span style=\"color: #008080;\">#calculate weighted standard deviation\n<\/span>DescrStatsW(values, weights=weights, ddof= <span style=\"color: #008000;\">1<\/span> ). <span style=\"color: #3366ff;\">std\n\n<span style=\"color: #000000;\">8.570050878426773\n<\/span><\/span><\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u52a0\u6743\u6807\u51c6\u5dee\u4e3a<strong>8.57<\/strong> \u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u4f7f\u7528<strong>var<\/strong>\u6765\u5feb\u901f\u8ba1\u7b97\u52a0\u6743\u65b9\u5dee\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">from<\/span> statsmodels. <span style=\"color: #3366ff;\">stats<\/span> . <span style=\"color: #3366ff;\">weightstats<\/span> <span style=\"color: #008000;\">import<\/span> DescrStatsW\n\n<span style=\"color: #008080;\">#calculate weighted variance\n<\/span>DescrStatsW(values, weights=weights, ddof= <span style=\"color: #008000;\">1<\/span> ). <span style=\"color: #3366ff;\">var\n\n<span style=\"color: #000000;\">73.44577205882352<\/span><\/span><\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u52a0\u6743\u65b9\u5dee\u7ed3\u679c\u4e3a<strong>73,446<\/strong> \u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u5728\u5176\u4ed6\u7edf\u8ba1\u8f6f\u4ef6\u4e2d\u8ba1\u7b97\u52a0\u6743\u6807\u51c6\u5dee\uff1a<\/span><\/p>\n<p><a href=\"https:\/\/statorials.org\/cn\/\u52a0\u6743\u6807\u51c6\u5deeexcel\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 Excel \u4e2d\u8ba1\u7b97\u52a0\u6743\u6807\u51c6\u5dee<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/r-\u4e2d\u7684\u52a0\u6743\u6807\u51c6\u5dee\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u8ba1\u7b97 R \u4e2d\u7684\u52a0\u6743\u6807\u51c6\u5dee<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u6570\u636e\u96c6\u4e2d\u7684\u67d0\u4e9b\u503c\u6bd4\u5176\u4ed6\u503c\u5177\u6709\u66f4\u9ad8\u7684\u6743\u91cd\u65f6\uff0c\u52a0\u6743\u6807\u51c6\u5dee\u662f\u8861\u91cf\u6570\u636e\u96c6\u4e2d\u503c\u7684\u5206\u6563\u6027\u7684\u6709\u7528\u65b9\u6cd5\u3002 \u52a0\u6743\u6807\u51c6\u5dee\u7684\u8ba1\u7b97\u516c [&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-2471","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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