{"id":1128,"date":"2023-07-27T13:46:28","date_gmt":"2023-07-27T13:46:28","guid":{"rendered":"https:\/\/statorials.org\/ja\/r-%e3%81%a6%e3%82%99%e3%81%ae%e3%82%a6%e3%82%a7%e3%83%ab%e3%83%81-t-%e6%a4%9c%e5%ae%9a\/"},"modified":"2023-07-27T13:46:28","modified_gmt":"2023-07-27T13:46:28","slug":"r-%e3%81%a6%e3%82%99%e3%81%ae%e3%82%a6%e3%82%a7%e3%83%ab%e3%83%81-t-%e6%a4%9c%e5%ae%9a","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/r-%e3%81%a6%e3%82%99%e3%81%ae%e3%82%a6%e3%82%a7%e3%83%ab%e3%83%81-t-%e6%a4%9c%e5%ae%9a\/","title":{"rendered":"R \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;\"><a href=\"https:\/\/statorials.org\/ja\/\u30a6\u30a7\u30eb\u30c1\u306e-t-\u691c\u5b9a\/\" target=\"_blank\" rel=\"noopener\">\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u306f\u3001<\/a> 2 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u5206\u6563\u304c\u7b49\u3057\u3044\u3068\u60f3\u5b9a\u3055\u308c\u3066\u3044<em>\u306a\u3044<\/em>\u5834\u5408\u306b\u30012 \u3064\u306e\u72ec\u7acb\u3057\u305f\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5e73\u5747\u3092\u6bd4\u8f03\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">R \u3067\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u69cb\u6587\u3092\u4f7f\u7528\u3059\u308b<strong>t.test()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>t.test(x, y, \u4ee3\u66ff = c(\u201c2 \u3064\u306e\u9854\u201d, \u201c\u5c11\u306a\u3044\u201d, \u201c\u5927\u304d\u3044\u201d))<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>x:<\/strong>\u6700\u521d\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u30c7\u30fc\u30bf\u5024\u306e\u6570\u5024\u30d9\u30af\u30c8\u30eb<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>y:<\/strong> 2 \u756a\u76ee\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u30c7\u30fc\u30bf\u5024\u306e\u6570\u5024\u30d9\u30af\u30c8\u30eb<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u4ee3\u66ff:<\/strong>\u30c6\u30b9\u30c8\u306e\u5bfe\u7acb\u4eee\u8aac\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u306f\u4e21\u9762\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001\u3053\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066 R \u3067\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u4f8b: R \u3067\u306e\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u6559\u5e2b\u306f\u3001\u8a66\u9a13\u6e96\u5099\u306e\u305f\u3081\u306b\u30c6\u30b9\u30c8\u5bfe\u7b56\u518a\u5b50\u3092\u4f7f\u7528\u3057\u305f 12 \u4eba\u306e\u751f\u5f92\u3068\u3001\u4f7f\u7528\u3057\u306a\u304b\u3063\u305f 12 \u4eba\u306e\u751f\u5f92\u306e\u8a66\u9a13\u7d50\u679c\u3092\u6bd4\u8f03\u3057\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30d9\u30af\u30c8\u30eb\u306f\u3001\u5404\u30b0\u30eb\u30fc\u30d7\u306e\u5b66\u751f\u306e\u8a66\u9a13\u7d50\u679c\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>booklet &lt;- c(90, 85, 88, 89, 94, 91, 79, 83, 87, 88, 91, 90)\nno_booklet &lt;- c(67, 90, 71, 95, 88, 83, 72, 66, 75, 86, 93, 84)\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u524d\u306b\u3001\u307e\u305a <a href=\"https:\/\/statorials.org\/ja\/\u30db\u3099\u30c3\u30af\u30b9\u30a6\u30a3\u30b9\u30ab\u30fc\/\" target=\"_blank\" rel=\"noopener\">\u7bb1\u3072\u3052\u56f3<\/a>\u3092\u4f5c\u6210\u3057\u3066\u5404\u30b0\u30eb\u30fc\u30d7\u306e\u30b9\u30b3\u30a2\u306e\u5206\u5e03\u3092\u8996\u899a\u5316\u3067\u304d\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>boxplot(booklet, no_booklet, <span style=\"color: #3366ff;\">names<\/span> =c(\" <span style=\"color: #008000;\">Booklet<\/span> \",\" <span style=\"color: #008000;\">No Booklet<\/span> \"))\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11391 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/welchr1.png\" alt=\"R \u306e\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\" width=\"386\" height=\"342\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u300c\u30d6\u30c3\u30af\u30ec\u30c3\u30c8\u300d\u30b0\u30eb\u30fc\u30d7\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u304c\u9ad8\u304f\u3001\u30b9\u30b3\u30a2\u306e\u5206\u6563\u304c\u4f4e\u3044\u3053\u3068\u304c\u306f\u3063\u304d\u308a\u3068\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u304c\u6709\u610f\u306b\u7570\u306a\u308b\u304b\u3069\u3046\u304b\u3092\u6b63\u5f0f\u306b\u691c\u5b9a\u3059\u308b\u306b\u306f\u3001\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#perform Welch's t-test<\/span>\nt.test(booklet, no_booklet)\n\n\tWelch Two Sample t-test\n\ndata: booklet and no_booklet\nt = 2.2361, df = 14.354, p-value = 0.04171\nalternative hypothesis: true difference in means is not equal to 0\n95 percent confidence interval:\n  0.3048395 13.8618272\nsample estimates:\nmean of x mean of y \n 87.91667 80.83333 \n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7d50\u679c\u304b\u3089\u3001 <em>t<\/em>\u691c\u5b9a\u7d71\u8a08\u91cf\u306f<strong>2.2361<\/strong>\u3067\u3001\u5bfe\u5fdc\u3059\u308b p \u5024\u306f<strong>0.04171<\/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\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;\"><strong>t.test()<\/strong>\u95a2\u6570\u306f\u3001\u6b21\u306e\u60c5\u5831\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">2 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5e73\u5747\u8a66\u9a13\u5f97\u70b9\u306e\u5dee\u306e 95%<a href=\"https:\/\/statorials.org\/ja\/\u4fe1\u983c\u533a\u9593-1\/\" target=\"_blank\" rel=\"noopener\">\u4fe1\u983c\u533a\u9593<\/a>\u306f<strong>[0.3048, 13.8618<\/strong> ] \u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u6700\u521d\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u5e73\u5747\u8a66\u9a13\u30b9\u30b3\u30a2\u306f<strong>87.91667<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">2 \u756a\u76ee\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u8a66\u9a13\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u306f<strong>80.83333<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><em>t.test() \u95a2\u6570\u306e\u5b8c\u5168\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f<a href=\"https:\/\/www.rdocumentation.org\/packages\/stats\/versions\/3.6.2\/topics\/t.test\" target=\"_blank\" rel=\"noopener noreferrer\">\u3053\u3053\u3067<\/a>\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/em><\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067\u4ed6\u306e\u4e00\u822c\u7684\u306a\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ja\/r-\u3066\u3099\u306e\u30b5\u30f3\u30d5\u309a\u30eb-t-\u691c\u5b9a\/\" target=\"_blank\" rel=\"noopener\">R \u3067 1 \u30b5\u30f3\u30d7\u30eb\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/r-\u3066\u3099\u306e-2-\u3064\u306e\u30b5\u30f3\u30d5\u309a\u30eb-t-\u691c\u5b9a\/\" target=\"_blank\" rel=\"noopener\">R \u3067 2 \u30b5\u30f3\u30d7\u30eb\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u5bfe\u5fdc\u306e\u3042\u308b\u30b5\u30f3\u30d5\u309a\u30eb-t-\u691c\u5b9a-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">R \u3067\u5bfe\u5fdc\u306e\u3042\u308b\u30b5\u30f3\u30d7\u30eb\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u8907\u6570\u306e\u7bb1\u3072\u3051\u3099\u56f3r\/\" target=\"_blank\" rel=\"noopener noreferrer\">R \u3067 1 \u3064\u306e\u30b0\u30e9\u30d5\u306b\u8907\u6570\u306e\u7bb1\u3072\u3052\u56f3\u3092\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u306f\u3001 2 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u5206\u6563\u304c\u7b49\u3057\u3044\u3068\u60f3\u5b9a\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306b\u30012 \u3064\u306e\u72ec\u7acb\u3057\u305f\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5e73\u5747\u3092\u6bd4\u8f03\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 R \u3067\u30a6\u30a7\u30eb\u30c1\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u69cb\u6587\u3092\u4f7f\u7528\u3059\u308bt.test( [&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-1128","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>R \u3067\u30a6\u30a7\u30eb\u30c1\u306e t 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