{"id":2468,"date":"2023-07-22T03:20:55","date_gmt":"2023-07-22T03:20:55","guid":{"rendered":"https:\/\/statorials.org\/ja\/python%e3%81%ae%e5%8a%a0%e9%87%8d%e6%a8%99%e6%ba%96%e5%81%8f%e5%b7%ae\/"},"modified":"2023-07-22T03:20:55","modified_gmt":"2023-07-22T03:20:55","slug":"python%e3%81%ae%e5%8a%a0%e9%87%8d%e6%a8%99%e6%ba%96%e5%81%8f%e5%b7%ae","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/python%e3%81%ae%e5%8a%a0%e9%87%8d%e6%a8%99%e6%ba%96%e5%81%8f%e5%b7%ae\/","title":{"rendered":"Python \u3067\u52a0\u91cd\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u52a0\u91cd\u6a19\u6e96\u504f\u5dee\u306f\u3001<\/strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u4e00\u90e8\u306e\u5024\u306e\u91cd\u307f\u304c\u4ed6\u306e\u5024\u3088\u308a\u3082\u9ad8\u3044\u5834\u5408\u306b\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5024\u306e\u5206\u6563\u3092\u6e2c\u5b9a\u3059\u308b\u306e\u306b\u4fbf\u5229\u306a\u65b9\u6cd5\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u52a0\u91cd\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\u5f0f\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/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\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>N:<\/strong><a href=\"https:\/\/statorials.org\/ja\/\u7d71\u8a08\u306b\u304a\u3051\u308b\u89b3\u5bdf\/\" target=\"_blank\" rel=\"noopener\">\u89b3\u6e2c<\/a>\u5024\u306e\u7dcf\u6570<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>M:<\/strong>\u30bc\u30ed\u4ee5\u5916\u306e\u91cd\u307f\u306e\u6570<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>w <sub>i<\/sub> :<\/strong>\u91cd\u307f\u30d9\u30af\u30c8\u30eb<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>x <sub>i<\/sub> :<\/strong>\u30c7\u30fc\u30bf\u5024\u306e\u30d9\u30af\u30c8\u30eb<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong><span style=\"border-top: 1px solid black;\">x<\/span> :<\/strong>\u52a0\u91cd\u5e73\u5747<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">Python \u3067\u52a0\u91cd\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\u6700\u3082\u7c21\u5358\u306a\u65b9\u6cd5\u306f\u3001statsmodels \u30d1\u30c3\u30b1\u30fc\u30b8\u306e<a href=\"https:\/\/www.statsmodels.org\/dev\/generated\/statsmodels.stats.weightstats.DescrStatsW.html\" target=\"_blank\" rel=\"noopener\">DescrStatsW()<\/a>\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/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;\">\u6b21\u306e\u4f8b\u306f\u3001\u3053\u306e\u95a2\u6570\u3092\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b: Python \u306e\u52a0\u91cd\u6a19\u6e96\u504f\u5dee<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c7\u30fc\u30bf\u5024\u306e\u914d\u5217\u3068\u5bfe\u5fdc\u3059\u308b\u91cd\u307f\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/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;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u3053\u306e\u30c7\u30fc\u30bf\u5024\u306e\u914d\u5217\u306e\u52a0\u91cd\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/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\u91cd\u6a19\u6e96\u504f\u5dee\u306f<strong>8.57<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>var \u3092<\/strong>\u4f7f\u7528\u3057\u3066\u91cd\u307f\u4ed8\u304d\u5206\u6563\u3092\u3059\u3070\u3084\u304f\u8a08\u7b97\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/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;\">\u91cd\u307f\u4ed8\u3051\u3055\u308c\u305f\u5206\u6563\u306f<strong>73,446<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u4ed6\u306e\u7d71\u8a08\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u52a0\u91cd\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ja\/\u52a0\u91cd\u6a19\u6e96\u504f\u5dee-excel\/\" target=\"_blank\" rel=\"noopener\">Excel \u3067\u52a0\u91cd\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u52a0\u91cd\u6a19\u6e96\u504f\u5dee-r\/\" target=\"_blank\" rel=\"noopener\">R \u306e\u52a0\u91cd\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u52a0\u91cd\u6a19\u6e96\u504f\u5dee\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u4e00\u90e8\u306e\u5024\u306e\u91cd\u307f\u304c\u4ed6\u306e\u5024\u3088\u308a\u3082\u9ad8\u3044\u5834\u5408\u306b\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5024\u306e\u5206\u6563\u3092\u6e2c\u5b9a\u3059\u308b\u306e\u306b\u4fbf\u5229\u306a\u65b9\u6cd5\u3067\u3059\u3002 \u52a0\u91cd\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\u5f0f\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002 \u91d1\uff1a N:\u89b3\u6e2c\u5024\u306e\u7dcf\u6570 M:\u30bc\u30ed\u4ee5\u5916\u306e\u91cd\u307f\u306e\u6570  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-2468","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python \u3067\u52a0\u91cd\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 - Statorials<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python \u3067\u52a0\u91cd\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u4f8b\u3092\u6319\u3052\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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