{"id":1125,"date":"2023-07-27T13:59:57","date_gmt":"2023-07-27T13:59:57","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%82%a6%e3%82%a7%e3%83%ab%e3%83%81t%e3%83%86%e3%82%b9%e3%83%88python\/"},"modified":"2023-07-27T13:59:57","modified_gmt":"2023-07-27T13:59:57","slug":"%e3%82%a6%e3%82%a7%e3%83%ab%e3%83%81t%e3%83%86%e3%82%b9%e3%83%88python","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%82%a6%e3%82%a7%e3%83%ab%e3%83%81t%e3%83%86%e3%82%b9%e3%83%88python\/","title":{"rendered":"Python \u3067\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">2 \u3064\u306e\u72ec\u7acb\u3057\u305f\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5e73\u5747\u3092\u6bd4\u8f03\u3059\u308b\u6700\u3082\u4e00\u822c\u7684\u306a\u65b9\u6cd5\u306f<strong>\u30012 \u6a19\u672c t \u691c\u5b9a<\/strong>\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u306e\u691c\u5b9a\u306f 2 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5206\u6563\u304c\u7b49\u3057\u3044\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">2 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5206\u6563\u304c<em>\u7b49\u3057\u304f\u306a\u3044\u3068<\/em>\u601d\u308f\u308c\u308b\u5834\u5408\u306f\u3001<\/span> <span style=\"color: #000000;\">2 \u6a19\u672c t \u691c\u5b9a\u3068\u540c\u7b49\u306e\u30ce\u30f3\u30d1\u30e9\u30e1\u30c8\u30ea\u30c3\u30af\u3067\u3042\u308b<\/span><strong><a href=\"https:\/\/statorials.org\/ja\/-10\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u3092<\/a><\/strong>\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p> <span style=\"color: #000000;\">Python \u3067\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001 <strong>SciPy<\/strong>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e<a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.ttest_ind.html\" target=\"_blank\" rel=\"noopener noreferrer\">ttest_ind() \u95a2\u6570<\/a>\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u95a2\u6570\u306f\u6b21\u306e\u69cb\u6587\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">ttest_ind(a\u3001b\u3001equal_var=False)<\/span><\/strong><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>a:<\/strong>\u30c7\u30fc\u30bf\u5024\u306e\u6700\u521d\u306e\u914d\u5217<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>b:<\/strong>\u30c7\u30fc\u30bf\u5024\u306e 2 \u756a\u76ee\u306e\u914d\u5217<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>equal_var:<\/strong> 2 \u3064\u306e\u30c6\u30fc\u30d6\u30eb\u9593\u306e\u5206\u6563\u304c\u7b49\u3057\u3044\u3068\u3044\u3046\u4eee\u5b9a\u3092\u6307\u5b9a\u3057\u307e\u305b\u3093\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u3053\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066 Python \u3067\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><strong>\u4f8b: Python \u3067\u306e Welch \u306e t \u691c\u5b9a<\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u8a66\u9a13\u306e\u6e96\u5099\u306e\u305f\u3081\u306b\u8a66\u9a13\u5bfe\u7b56\u518a\u5b50\u3092\u4f7f\u7528\u3057\u305f 12 \u4eba\u306e\u5b66\u751f\u3068\u3001\u8a66\u9a13\u306e\u6e96\u5099\u3092\u3057\u306a\u304b\u3063\u305f 12 \u4eba\u306e\u5b66\u751f\u306e\u8a66\u9a13\u306e\u30b9\u30b3\u30a2\u3092\u6bd4\u8f03\u3057\u305f\u3044\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001Python \u3067\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3057\u3066\u3001\u8a66\u9a13\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u304c 2 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u9593\u3067\u7b49\u3057\u3044\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#import ttest_ind() function<\/span>\n<span style=\"color: #008000;\">from<\/span> scipy <span style=\"color: #008000;\">import<\/span> stats\n\n<span style=\"color: #008080;\">#define two arrays of data\n<\/span>booklet = [90, 85, 88, 89, 94, 91, 79, 83, 87, 88, 91, 90]\nno_booklet = [67, 90, 71, 95, 88, 83, 72, 66, 75, 86, 93, 84]\n\n<span style=\"color: #008080;\">#perform Welch's t-test<\/span>\nstats. <span style=\"color: #3366ff;\">ttest_ind<\/span> (booklet, no_booklet, equal_var = <span style=\"color: #008000;\">False<\/span> )\n\nTtest_indResult(statistic=2.23606797749, pvalue=0.04170979503207)\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u691c\u5b9a\u7d71\u8a08\u91cf\u306f<strong>2.2361<\/strong>\u3067\u3001\u5bfe\u5fdc\u3059\u308b p \u5024\u306f<strong>0.0417<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e p \u5024\u306f 0.05 \u672a\u6e80\u3067\u3042\u308b\u305f\u3081\u3001\u691c\u5b9a\u306e\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3057\u30012 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u8a66\u9a13\u306e\u5e73\u5747\u5f97\u70b9\u306b\u306f\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u5dee\u304c\u3042\u308b\u3068\u7d50\u8ad6\u4ed8\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u4f8b\u3067\u306f 2 \u3064\u306e\u30b5\u30f3\u30d7\u30eb \u30b5\u30a4\u30ba\u304c\u7b49\u3057\u3044\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u305f\u3060\u3057\u30012 \u3064\u306e\u30b5\u30f3\u30d7\u30eb \u30b5\u30a4\u30ba\u304c\u7b49\u3057\u304f\u306a\u3044\u5834\u5408\u3067\u3082\u3001\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u306f\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/statorials.org\/ja\/\u30a6\u30a7\u30eb\u30c1\u306e-t-\u691c\u5b9a\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30a6\u30a7\u30eb\u30c1 t \u691c\u5b9a\u306e\u6982\u8981<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30a6\u30a7\u30eb\u30c1\u306e-t-\u691c\u5b9a\u8a08\u7b97\u6a5f\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u8a08\u7b97\u6a5f<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30a6\u30a7\u30eb\u30c1\u306et\u30c6\u30b9\u30c8\u30a8\u30af\u30bb\u30eb\/\" target=\"_blank\" rel=\"noopener noreferrer\">Excel \u3067\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2 \u3064\u306e\u72ec\u7acb\u3057\u305f\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5e73\u5747\u3092\u6bd4\u8f03\u3059\u308b\u6700\u3082\u4e00\u822c\u7684\u306a\u65b9\u6cd5\u306f\u30012 \u6a19\u672c t \u691c\u5b9a\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u306e\u691c\u5b9a\u306f 2 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5206\u6563\u304c\u7b49\u3057\u3044\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u3066\u3044\u307e\u3059\u3002 2 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5206\u6563\u304c\u7b49\u3057\u304f\u306a\u3044\u3068\u601d\u308f [&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-1125","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\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 - Statology<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python 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