{"id":845,"date":"2023-07-28T13:38:15","date_gmt":"2023-07-28T13:38:15","guid":{"rendered":"https:\/\/statorials.org\/ja\/t-%e3%83%86%e3%82%b9%e3%83%88-python-%e3%81%ae%e3%82%b5%e3%83%b3%e3%83%95%e3%82%9a%e3%83%ab\/"},"modified":"2023-07-28T13:38:15","modified_gmt":"2023-07-28T13:38:15","slug":"t-%e3%83%86%e3%82%b9%e3%83%88-python-%e3%81%ae%e3%82%b5%e3%83%b3%e3%83%95%e3%82%9a%e3%83%ab","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/t-%e3%83%86%e3%82%b9%e3%83%88-python-%e3%81%ae%e3%82%b5%e3%83%b3%e3%83%95%e3%82%9a%e3%83%ab\/","title":{"rendered":"Python \u3067 1 \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\/\u30b5\u30f3\u30d5\u309a\u30eb-t-\u691c\u5b9a\/\" target=\"_blank\" rel=\"noopener noreferrer\">1 \u30b5\u30f3\u30d7\u30eb\u306e t \u691c\u5b9a\u306f\u3001<\/a>\u6bcd\u96c6\u56e3\u306e\u5e73\u5747\u304c\u7279\u5b9a\u306e\u5024\u306b\u7b49\u3057\u3044\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python \u3067 1 \u30b5\u30f3\u30d7\u30eb\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 t \u30c6\u30b9\u30c8\u306e\u4f8b<\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u690d\u7269\u5b66\u8005\u304c\u3001\u7279\u5b9a\u306e\u7a2e\u306e\u690d\u7269\u306e\u5e73\u5747\u9ad8\u3055\u304c 15 \u30a4\u30f3\u30c1\u306b\u7b49\u3057\u3044\u304b\u3069\u3046\u304b\u3092\u77e5\u308a\u305f\u3044\u3068\u3057\u307e\u3059\u3002\u5f7c\u5973\u306f 12 \u672c\u306e\u690d\u7269\u304b\u3089\u7121\u4f5c\u70ba\u306b\u30b5\u30f3\u30d7\u30eb\u3092\u63a1\u53d6\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u9ad8\u3055\u3092\u30a4\u30f3\u30c1\u5358\u4f4d\u3067\u8a18\u9332\u3057\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u624b\u9806\u3092\u4f7f\u7528\u3057\u3066 1 \u30b5\u30f3\u30d7\u30eb\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3057\u3001\u3053\u306e\u690d\u7269\u7a2e\u306e\u5e73\u5747\u9ad8\u3055\u304c\u5b9f\u969b\u306b 15 \u30a4\u30f3\u30c1\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 1: \u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u307e\u305a\u300112 \u500b\u306e\u690d\u7269\u306e\u6e2c\u5b9a\u5024\u3092\u542b\u3080\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>data = [14, 14, 16, 13, 12, 17, 15, 14, 15, 13, 15, 14]<\/strong><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 2: 1 \u30b5\u30f3\u30d7\u30eb\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306b\u3001scipy.stats \u30e9\u30a4\u30d6\u30e9\u30ea\u306e<a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.ttest_1samp.html\" target=\"_blank\" rel=\"noopener noreferrer\">ttest_1samp() \u95a2\u6570<\/a>\u3092\u4f7f\u7528\u3057\u3066\u3001\u6b21\u306e\u69cb\u6587\u3092\u4f7f\u7528\u3059\u308b\u30b5\u30f3\u30d7\u30eb t \u691c\u5b9a\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>ttest_1samp(a\u3001\u30dd\u30c3\u30d7\u5e73\u5747)<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>a:<\/strong>\u30b5\u30f3\u30d7\u30eb\u89b3\u5bdf\u306e\u8868<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Popmean:<\/strong>\u6bcd\u96c6\u56e3\u306e\u671f\u5f85\u5e73\u5747\u5024<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7279\u5b9a\u306e\u4f8b\u3067\u3053\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> scipy.stats <span style=\"color: #107d3f;\">as<\/span> stats\n\n<span style=\"color: #008080;\">#perform one sample t-test<\/span>\nstats.ttest_1samp(a=data, popmean=15)\n\n(statistic=-1.6848, pvalue=0.1201)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">t \u691c\u5b9a\u7d71\u8a08\u91cf\u306f<strong>-1.6848<\/strong>\u3067\u3001\u5bfe\u5fdc\u3059\u308b\u4e21\u5074 p \u5024\u306f<strong>0.1201<\/strong>\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 3: \u7d50\u679c\u3092\u89e3\u91c8\u3057\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u7279\u5b9a\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u5bfe\u3059\u308b\u3053\u306e t \u691c\u5b9a\u306e 2 \u3064\u306e\u4eee\u8aac\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>H <sub>0<\/sub> :<\/strong> \u03bc = 15 (\u3053\u306e\u690d\u7269\u7a2e\u306e\u5e73\u5747\u9ad8\u3055\u306f 15 \u30a4\u30f3\u30c1)<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>H <sub>A<\/sub> :<\/strong> \u03bc \u226015 (\u5e73\u5747\u8eab\u9577\u306f 15 \u30a4\u30f3\u30c1<em>\u3067\u306f\u3042\u308a\u307e\u305b\u3093<\/em>)<\/span><\/p>\n<p><span style=\"color: #000000;\">\u691c\u5b9a\u306e p \u5024<strong>(0.1201)<\/strong>\u306f alpha = 0.05 \u3088\u308a\u5927\u304d\u3044\u305f\u3081\u3001\u691c\u5b9a\u306e\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3067\u304d\u307e\u305b\u3093\u3002\u3053\u306e\u7279\u5b9a\u306e\u7a2e\u306e\u690d\u7269\u306e\u5e73\u5747\u9ad8\u3055\u304c 15 \u30a4\u30f3\u30c1\u4ee5\u5916\u3067\u3042\u308b\u3068\u8a00\u3048\u308b\u5341\u5206\u306a\u8a3c\u62e0\u306f\u3042\u308a\u307e\u305b\u3093\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\/2\u3064\u306e\u30b5\u30f3\u30d5\u309a\u30ebt\u30c6\u30b9\u30c8python\/\">Python \u3067 2 \u30b5\u30f3\u30d7\u30eb T \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30d8\u309a\u30a2\u306e\u3042\u308b\u30b5\u30f3\u30d5\u309a\u30ebt\u30c6\u30b9\u30c8python\/\">Python \u3067\u5bfe\u5fdc\u306e\u3042\u308b\u30b5\u30f3\u30d7\u30eb\u306e T \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1 \u30b5\u30f3\u30d7\u30eb\u306e t \u691c\u5b9a\u306f\u3001\u6bcd\u96c6\u56e3\u306e\u5e73\u5747\u304c\u7279\u5b9a\u306e\u5024\u306b\u7b49\u3057\u3044\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python \u3067 1 \u30b5\u30f3\u30d7\u30eb\u306e t \u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002 \u4f8b: Python \u3067\u306e  [&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-845","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast 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