{"id":511,"date":"2023-07-29T16:03:36","date_gmt":"2023-07-29T16:03:36","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e5%af%be%e5%bf%9c%e3%81%ae%e3%81%82%e3%82%8b%e3%82%b5%e3%83%b3%e3%83%95%e3%82%9a%e3%83%ab-t-%e6%a4%9c%e5%ae%9a-r\/"},"modified":"2023-07-29T16:03:36","modified_gmt":"2023-07-29T16:03:36","slug":"%e5%af%be%e5%bf%9c%e3%81%ae%e3%81%82%e3%82%8b%e3%82%b5%e3%83%b3%e3%83%95%e3%82%9a%e3%83%ab-t-%e6%a4%9c%e5%ae%9a-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e5%af%be%e5%bf%9c%e3%81%ae%e3%81%82%e3%82%8b%e3%82%b5%e3%83%b3%e3%83%95%e3%82%9a%e3%83%ab-t-%e6%a4%9c%e5%ae%9a-r\/","title":{"rendered":"R \u3067\u5bfe\u5fdc\u306e\u3042\u308b\u30b5\u30f3\u30d7\u30eb\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\/\u5bfe\u5fdc\u306e\u3042\u308b\u30b5\u30f3\u30d5\u309a\u30eb\u306e-t-\u691c\u5b9a\/\" target=\"_blank\" rel=\"noopener\">\u5bfe\u5fdc\u306e\u3042\u308b\u30b5\u30f3\u30d7\u30eb\u306e t \u691c\u5b9a\u306f\u3001<\/a>\u4e00\u65b9\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u5404\u89b3\u6e2c\u5024\u304c\u3082\u3046\u4e00\u65b9\u306e\u30b5\u30f3\u30d7\u30eb\u306e<a href=\"https:\/\/statorials.org\/ja\/\u7d71\u8a08\u306b\u304a\u3051\u308b\u89b3\u5bdf\/\" target=\"_blank\" rel=\"noopener\">\u89b3\u6e2c<\/a>\u5024\u3068\u4e00\u81f4\u3059\u308b\u5834\u5408\u306b\u30012 \u3064\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u5e73\u5747\u3092\u6bd4\u8f03\u3059\u308b\u7d71\u8a08\u691c\u5b9a\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u3001\u7279\u5b9a\u306e\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u304c\u7279\u5b9a\u306e\u8a66\u9a13\u306b\u304a\u3051\u308b\u751f\u5f92\u306e\u6210\u7e3e\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u304b\u3069\u3046\u304b\u3092\u77e5\u308a\u305f\u3044\u3068\u3057\u307e\u3059\u3002\u3053\u308c\u3092\u30c6\u30b9\u30c8\u3059\u308b\u305f\u3081\u306b\u3001\u30af\u30e9\u30b9\u306e 20 \u4eba\u306e\u751f\u5f92\u306b\u4e8b\u524d\u30c6\u30b9\u30c8\u3092\u53d7\u3051\u3066\u3082\u3089\u3044\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u5404\u5b66\u751f\u306f 2 \u9031\u9593\u6bce\u65e5\u5b66\u7fd2\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u53c2\u52a0\u3057\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u5b66\u751f\u306f\u540c\u69d8\u306e\u96e3\u6613\u5ea6\u306e\u30c6\u30b9\u30c8\u3092\u518d\u53d7\u9a13\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">1 \u56de\u76ee\u3068 2 \u56de\u76ee\u306e\u30c6\u30b9\u30c8\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u306e\u5dee\u3092\u6bd4\u8f03\u3059\u308b\u306b\u306f\u3001\u5404\u751f\u5f92\u306e\u6700\u521d\u306e\u30c6\u30b9\u30c8\u306e\u30b9\u30b3\u30a2\u304c 2 \u56de\u76ee\u306e\u30c6\u30b9\u30c8\u306e\u30b9\u30b3\u30a2\u3068\u95a2\u9023\u4ed8\u3051\u3089\u308c\u308b\u305f\u3081\u3001\u5bfe\u5fdc\u306e\u3042\u308b t \u30c6\u30b9\u30c8\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u5bfe\u5fdc\u306e\u3042\u308b t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u5bfe\u5fdc\u306e\u3042\u308b t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><strong><span style=\"color: #000000;\">\u30b9\u30c6\u30c3\u30d7 1: \u5e30\u7121\u4eee\u8aac\u3068\u5bfe\u7acb\u4eee\u8aac\u3092\u8ff0\u3079\u307e\u3059\u3002<\/span><\/strong><\/p>\n<p> <span style=\"color: #000000;\"><strong>H <sub>0<\/sub> : \u03bc <sub>d<\/sub> = 0<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>H <sub>a<\/sub> : \u03bc <sub>d<\/sub> \u2260 0<\/strong> (\u4e21\u5074)<\/span><br \/> <span style=\"color: #000000;\"><strong>H <sub>a<\/sub> : \u03bc <sub>d<\/sub> &gt; 0<\/strong> (\u7247\u5074)<\/span><br \/> <span style=\"color: #000000;\"><strong>H <sub>a<\/sub> : \u03bc <sub>d<\/sub> &lt; 0<\/strong> (\u7247\u5074)<\/span><\/p>\n<p><span style=\"color: #000000;\"><em>\u3053\u3053\u3067\u3001 <strong>\u03bc <sub>d \u306f<\/sub><\/strong>\u5e73\u5747\u5dee\u3067\u3059\u3002<\/em><\/span><\/p>\n<p><strong><span style=\"color: #000000;\">\u30b9\u30c6\u30c3\u30d7 2: \u691c\u5b9a\u7d71\u8a08\u91cf\u3068\u5bfe\u5fdc\u3059\u308b p \u5024\u3092\u898b\u3064\u3051\u307e\u3059\u3002<\/span><\/strong><\/p>\n<p> <span style=\"color: #000000;\"><em>a<\/em> = \u6700\u521d\u306e\u30c6\u30b9\u30c8\u3067\u306e\u751f\u5f92\u306e\u30b9\u30b3\u30a2\u3001 <em>b<\/em> = 2 \u56de\u76ee\u306e\u30c6\u30b9\u30c8\u3067\u306e\u751f\u5f92\u306e\u30b9\u30b3\u30a2\u3068\u3057\u307e\u3059\u3002\u30c6\u30b9\u30c8\u30b9\u30b3\u30a2\u9593\u306e\u771f\u306e\u5e73\u5747\u5dee\u304c\u30bc\u30ed\u3067\u3042\u308b\u3068\u3044\u3046\u5e30\u7121\u4eee\u8aac\u3092\u691c\u5b9a\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u30b9\u30b3\u30a2\u306e\u5404\u30da\u30a2\u306e\u5dee\u3092\u8a08\u7b97\u3057\u307e\u3059 (d <sub>i<\/sub> = b <sub>i<\/sub> \u2013 a <sub>i<\/sub> )\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5e73\u5747\u5dee\u3092\u8a08\u7b97\u3057\u307e\u3059 (d)<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5dee\u306e\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3057\u307e\u3059 s <sub>d<\/sub><\/span><\/li>\n<li> <span style=\"color: #000000;\">t \u7d71\u8a08\u91cf\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001T = d \/ (s <sub>d<\/sub> \/ \u221an) \u3067\u3059\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\"><em>n-1<\/em>\u81ea\u7531\u5ea6\u306e t \u7d71\u8a08\u91cf\u306b\u5bfe\u5fdc\u3059\u308b p \u5024\u3092\u898b\u3064\u3051\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 3: \u6709\u610f\u6c34\u6e96\u306b\u57fa\u3065\u3044\u3066\u3001\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3059\u308b\u304b\u3001\u68c4\u5374\u3057\u307e\u305b\u3093\u3002<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">p \u5024\u304c\u9078\u629e\u3057\u305f\u6709\u610f\u6c34\u6e96\u3088\u308a\u5c0f\u3055\u3044\u5834\u5408\u3001\u5e30\u7121\u4eee\u8aac\u306f\u68c4\u5374\u3055\u308c\u30012 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u5e73\u5747\u5024\u306e\u9593\u306b\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u5dee\u304c\u3042\u308b\u3068\u7d50\u8ad6\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002\u305d\u3046\u3057\u306a\u3044\u3068\u3001\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3067\u304d\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<h2> <strong><span style=\"color: #000000;\">R \u3067\u5bfe\u5fdc\u306e\u3042\u308b t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/span><\/strong><\/h2>\n<p><span style=\"color: #000000;\">R \u3067\u30da\u30a2\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u69cb\u6587\u3067\u7d44\u307f\u8fbc\u307f\u95a2\u6570<strong>t.test()<\/strong>\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p style=\"text-align: center;\"> <span style=\"color: #000000;\"><strong>t.test<\/strong> (x\u3001y\u3001\u30da\u30a2 = TRUE\u3001\u4ee3\u66ff = \u300c\u4e21\u5074\u300d)<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>x\u3001y:<\/strong>\u6bd4\u8f03\u3057\u305f\u3044 2 \u3064\u306e\u30c7\u30b8\u30bf\u30eb \u30d9\u30af\u30c8\u30eb<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u30da\u30a2:<\/strong>\u30da\u30a2\u306e\u3042\u308b t \u691c\u5b9a\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u3092\u6307\u5b9a\u3059\u308b\u8ad6\u7406\u5024<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u4ee3\u66ff:<\/strong>\u5bfe\u7acb\u4eee\u8aac\u3002 \u300c\u4e21\u9762\u300d\uff08\u30c7\u30d5\u30a9\u30eb\u30c8\uff09\u3001\u300c\u4e0a\u9762\u300d\u307e\u305f\u306f\u300c\u4e0b\u9762\u300d\u306b\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001\u5bfe\u5fdc\u306e\u3042\u308b t \u691c\u5b9a\u3092\u5b9f\u884c\u3057\u3066\u300120 \u4eba\u306e\u751f\u5f92\u306e\u4e8b\u524d\u30c6\u30b9\u30c8\u3068\u4e8b\u5f8c\u30c6\u30b9\u30c8\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u306b\u6709\u610f\u306a\u5dee\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u307e\u305a\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create the dataset<\/span>\ndata &lt;- data.frame(score = c(85,85, 78, 78, 92, 94, 91, 85, 72, 97,\n                             84, 95, 99, 80, 90, 88, 95, 90, 96, 89,\n                             84, 88, 88, 90, 92, 93, 91, 85, 80, 93,\n                             97, 100, 93, 91, 90, 87, 94, 83, 92, 95),\n                   group = c(rep('pre', 20), rep('post', 20)))\n\n<span style=\"color: #008080;\">#view the dataset\n<\/span>data\n\n#scoregroup\n#1 85 pre\n#2 85 pre\n#3 78 pre\n#4 78 pre\n#5 92 pre\n#6 94 pre\n#7 91 pre\n#8 85 pre\n#9 72 pre\n#10 97 pre\n#11 84 pre\n#12 95 pre\n#13 99 pre\n#14 80 pre\n#15 90 pre\n#16 88 pre\n#17 95 pre\n#18 90 pre\n#19 96 pre\n#20 89 pre\n#21 84 post\n#22 88 post\n#23 88 post\n#24 90 post\n#25 92 post\n#26 93 post\n#27 91 post\n#28 85 post\n#29 80 post\n#30 93 post\n#31 97 post\n#32 100 posts\n#33 93 post\n#34 91 post\n#35 90 post\n#36 87 post\n#37 94 post\n#38 83 post\n#39 92 post\n#40 95 post\n<\/strong><\/pre>\n<h3><span style=\"color: #000000;\"><strong>\u9055\u3044\u3092\u8996\u899a\u5316\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306b\u3001 <a href=\"https:\/\/statorials.org\/ja\/-10\/\" target=\"_blank\" rel=\"noopener\"><strong>dplyr<\/strong><\/a>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e<strong>group_by()<\/strong>\u95a2\u6570\u3068<strong>summary<\/strong> <strong>()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u30012 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u8981\u7d04\u7d71\u8a08\u3092\u8abf\u3079\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load <em>dplyr<\/em> library\n<span style=\"color: #000000;\">library(dplyr)<\/span>\n\n#find sample size, mean, and standard deviation for each group\n<span style=\"color: #000000;\">data %&gt;%\n<span style=\"color: #800080;\">group_by<\/span> (group) %&gt;%\n  <span style=\"color: #800080;\">summarize<\/span> (\n    count = n(),\n    mean = mean(score),\n    sd = sd(score)\n  )\n<\/span><\/span>\n# A tibble: 2 x 4\n# group count mean sd\n#     \n#1 post 20 90.3 4.88\n#2 pre 20 88.2 7.24<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">R \u306e<strong>boxplot()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066<a href=\"https:\/\/statorials.org\/ja\/-10\/\" target=\"_blank\" rel=\"noopener\">\u7bb1\u3072\u3052\u56f3<\/a>\u3092\u4f5c\u6210\u3057\u3001\u4e8b\u524d\u30b0\u30eb\u30fc\u30d7\u3068\u4e8b\u5f8c\u30b0\u30eb\u30fc\u30d7\u306e\u30b9\u30b3\u30a2\u306e\u5206\u5e03\u3092\u8868\u793a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #800080;\">boxplot<\/span> (score~group,\n  data=data,\n  main=\"Test Scores by Group\",\n  xlab=\"Group\",\n  ylab=\"Score\",\n  col=\"steelblue\",\n  border=\"black\"\n)<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u8981\u7d04\u7d71\u8a08\u91cf\u3068\u7bb1\u3072\u3052\u56f3\u304b\u3089\u3001<em>\u4e8b\u5f8c<\/em>\u30b0\u30eb\u30fc\u30d7\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u304c<em>\u4e8b\u524d<\/em>\u30b0\u30eb\u30fc\u30d7\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u3088\u308a\u308f\u305a\u304b\u306b\u9ad8\u3044\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30b0\u30eb\u30fc\u30d7<em>\u5f8c\u306e<\/em>\u30b9\u30b3\u30a2\u306f\u3001\u30b0\u30eb\u30fc\u30d7<em>\u524d\u306e<\/em>\u30b9\u30b3\u30a2\u3088\u308a\u3082\u3070\u3089\u3064\u304d\u304c\u5c11\u306a\u3044\u3053\u3068\u3082\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u3089 2 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u5e73\u5747\u306e\u5dee\u304c\u7d71\u8a08\u7684\u306b\u6709\u610f\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3059\u308b\u306b\u306f\u3001\u5bfe\u5fdc\u306e\u3042\u308b t \u691c\u5b9a\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><strong><span style=\"color: #000000;\">\u5bfe\u5fdc\u306e\u3042\u308b t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b<\/span><\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u5bfe\u5fdc\u306e\u3042\u308b t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u524d\u306b\u3001\u5dee\u306e\u5206\u5e03\u304c\u6b63\u898f\u5206\u5e03 (\u307e\u305f\u306f\u307b\u307c\u6b63\u898f\u5206\u5e03) \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3092\u884c\u3046\u306b\u306f\u3001\u4e8b\u524d\u30b9\u30b3\u30a2\u3068\u4e8b\u5f8c\u30b9\u30b3\u30a2\u306e\u5dee\u3068\u3057\u3066\u5b9a\u7fa9\u3055\u308c\u308b\u65b0\u3057\u3044\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u6210\u3057\u3001\u3053\u306e\u5024\u306e\u30d9\u30af\u30c8\u30eb\u306b\u5bfe\u3057\u3066\u6b63\u898f\u6027\u306b\u3064\u3044\u3066 Shapiro-Wilk \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define new vector for difference between post and pre scores\n<\/span>differences &lt;- with(data, score[group == \"post\"] - score[group == \"pre\"])\n\n<span style=\"color: #008080;\">#perform shapiro-wilk test for normality on this vector of values\n<\/span>shapiro.test(differences)\n\n# Shapiro-Wilk normality test\n#\n#data: differences\n#W = 0.92307, p-value = 0.1135\n#<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u691c\u5b9a\u306e p \u5024\u306f 0.1135 \u3067\u3001\u30a2\u30eb\u30d5\u30a1 = 0.05 \u3088\u308a\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30c7\u30fc\u30bf\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3067\u304d\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001\u5bfe\u5fdc\u306e\u3042\u308b t \u691c\u5b9a\u3092\u7d9a\u884c\u3067\u304d\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u5bfe\u5fdc\u306e\u3042\u308b t \u691c\u5b9a\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #800080;\">t.test<\/span> (score~group, data = data, paired = TRUE)\n\n# Paired t-test\n#\n#data: score by group\n#t = 1.588, df = 19, p-value = 0.1288\n#alternative hypothesis: true difference in means is not equal to 0\n#95 percent confidence interval:\n# -0.6837307 4.9837307\n#sample estimates:\n#mean of the differences \n#2.15 \n<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u7d50\u679c\u304b\u3089\u6b21\u306e\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>t<\/strong>\u691c\u5b9a\u7d71\u8a08\u91cf\u306f<strong>1.588<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">19 \u81ea\u7531\u5ea6 (df) \u306e\u3053\u306e\u691c\u5b9a\u7d71\u8a08\u91cf\u306e p \u5024\u306f<strong>0.1288<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5e73\u5747\u5dee\u306e 95% \u4fe1\u983c\u533a\u9593\u306f<strong>(-0.6837, 4.9837)<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u4e8b\u524d\u30b0\u30eb\u30fc\u30d7\u3068\u4e8b\u5f8c\u30b0\u30eb\u30fc\u30d7\u306e\u30b9\u30b3\u30a2\u9593\u306e\u5e73\u5747\u5dee\u306f<strong>2.15<\/strong>\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u3057\u305f\u304c\u3063\u3066\u3001p \u5024\u304c\u6709\u610f\u6c34\u6e96 0.05 \u3092\u4e0b\u56de\u3063\u3066\u3044\u308b\u305f\u3081\u30012 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u5e73\u5747\u5024\u304c\u7d71\u8a08\u7684\u306b\u6709\u610f\u3067\u3042\u308b\u3068\u3044\u3046\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3067\u304d\u307e\u305b\u3093\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8a00\u3044\u63db\u3048\u308c\u3070\u3001\u4e8b\u524d\u30b0\u30eb\u30fc\u30d7\u3068\u4e8b\u5f8c\u30b0\u30eb\u30fc\u30d7\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u304c\u7d71\u8a08\u7684\u306b\u7570\u306a\u308b\u3068\u8a00\u3048\u308b\u5341\u5206\u306a\u8a3c\u62e0\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u304c\u30c6\u30b9\u30c8\u306e\u30b9\u30b3\u30a2\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u306a\u304b\u3063\u305f\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3055\u3089\u306b\u300195% \u4fe1\u983c\u533a\u9593\u306f\u30012 \u3064\u306e\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u771f\u306e\u5e73\u5747\u5dee\u304c<strong>-0.6837<\/strong>\u304b\u3089<strong>4.9837<\/strong>\u306e\u9593\u306b\u3042\u308b\u3053\u3068\u3092\u300c95% \u78ba\u4fe1\u3057\u3066\u3044\u308b\u300d\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5024<em>\u30bc\u30ed\u304c<\/em>\u3053\u306e\u4fe1\u983c\u533a\u9593\u5185\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5b9f\u969b\u306b\u306f\u5e73\u5747\u30b9\u30b3\u30a2\u9593\u306e\u771f\u306e\u5dee<em>\u304c\u30bc\u30ed\u3067<\/em>\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u305d\u308c\u304c\u3001\u3053\u306e\u5834\u5408\u306b\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3067\u304d\u306a\u304b\u3063\u305f\u7406\u7531\u3067\u3059\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfe\u5fdc\u306e\u3042\u308b\u30b5\u30f3\u30d7\u30eb\u306e t \u691c\u5b9a\u306f\u3001\u4e00\u65b9\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u5404\u89b3\u6e2c\u5024\u304c\u3082\u3046\u4e00\u65b9\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u89b3\u6e2c\u5024\u3068\u4e00\u81f4\u3059\u308b\u5834\u5408\u306b\u30012 \u3064\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u5e73\u5747\u3092\u6bd4\u8f03\u3059\u308b\u7d71\u8a08\u691c\u5b9a\u3067\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u7279\u5b9a\u306e\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u304c\u7279\u5b9a\u306e\u8a66\u9a13\u306b\u304a\u3051\u308b\u751f\u5f92\u306e\u6210\u7e3e\u306b\u5927\u304d\u306a\u5f71 [&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-511","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\u5bfe\u5fdc\u306e\u3042\u308b\u30b5\u30f3\u30d7\u30eb\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 - \u7d71\u8a08<\/title>\n<meta name=\"description\" content=\"R 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