{"id":985,"date":"2023-07-28T02:15:25","date_gmt":"2023-07-28T02:15:25","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%82%b3%e3%83%ab%e3%83%a2%e3%82%b3%e3%82%99%e3%83%ad%e3%83%95%e3%83%bb%e3%82%b9%e3%83%9f%e3%83%ab%e3%83%8e%e3%83%95%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88python\/"},"modified":"2023-07-28T02:15:25","modified_gmt":"2023-07-28T02:15:25","slug":"%e3%82%b3%e3%83%ab%e3%83%a2%e3%82%b3%e3%82%99%e3%83%ad%e3%83%95%e3%83%bb%e3%82%b9%e3%83%9f%e3%83%ab%e3%83%8e%e3%83%95%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88python","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%82%b3%e3%83%ab%e3%83%a2%e3%82%b3%e3%82%99%e3%83%ad%e3%83%95%e3%83%bb%e3%82%b9%e3%83%9f%e3%83%ab%e3%83%8e%e3%83%95%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88python\/","title":{"rendered":"Python \u3067\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5-\u30b9\u30df\u30eb\u30ce\u30d5 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5\u30fb\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a\u306f\u3001<\/strong>\u30b5\u30f3\u30d7\u30eb\u304c\u7279\u5b9a\u306e\u5206\u5e03\u306b\u7531\u6765\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u691c\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">Python \u3067\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5-\u30b9\u30df\u30eb\u30ce\u30d5 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u30011 \u30b5\u30f3\u30d7\u30eb \u30c6\u30b9\u30c8\u306e\u5834\u5408\u306f<a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.kstest.html\" target=\"_blank\" rel=\"noopener noreferrer\">scipy.stats.kstest()<\/a>\u3092\u30012 \u30b5\u30f3\u30d7\u30eb \u30c6\u30b9\u30c8\u306e\u5834\u5408\u306f<a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.ks_2samp.html#scipy.stats.ks_2samp\" target=\"_blank\" rel=\"noopener noreferrer\">scipy.stats.ks_2samp()<\/a>\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5404\u6a5f\u80fd\u306e\u5b9f\u969b\u306e\u4f7f\u7528\u65b9\u6cd5\u306e\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 1: \u30b3\u30eb\u30e2\u30b4\u30ed\u30d5\u30fb\u30b9\u30df\u30eb\u30ce\u30d5\u8a66\u9a13\u30b5\u30f3\u30d7\u30eb<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b5\u30f3\u30d7\u30eb \u30c7\u30fc\u30bf\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> numpy.random <span style=\"color: #008000;\">import<\/span> seed\n<span style=\"color: #008000;\">from<\/span> numpy.random <span style=\"color: #008000;\">import<\/span> fish\n\n<span style=\"color: #008080;\">#set seed (eg make this example reproducible)<\/span>\nseed(0)\n\n<span style=\"color: #008080;\">#generate dataset of 100 values that follows a Poisson distribution with mean=5\n<\/span>data = fish(5, 100)<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u3053\u306e 100 \u30c7\u30fc\u30bf\u5024\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u5bfe\u3057\u3066\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5-\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a\u3092\u5b9f\u884c\u3057\u3066\u3001\u305d\u308c\u3089\u304c\u6b63\u898f\u5206\u5e03\u306b\u7531\u6765\u3059\u308b\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: #008000;\">from<\/span> scipy.stats <span style=\"color: #008000;\">import<\/span> kstest\n\n<span style=\"color: #008080;\">#perform Kolmogorov-Smirnov test<\/span>\nkstest(data, ' <span style=\"color: #993300;\">norm<\/span> ')\n\nKstestResult(statistic=0.9072498680518208, pvalue=1.0908062873170218e-103)\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7d50\u679c\u304b\u3089\u3001\u691c\u5b9a\u7d71\u8a08\u91cf\u306f<strong>0.9072<\/strong>\u3067\u3001\u5bfe\u5fdc\u3059\u308b p \u5024\u306f<strong>1.0908e-103<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002 p \u5024\u304c 0.05 \u672a\u6e80\u3067\u3042\u308b\u305f\u3081\u3001\u5e30\u7121\u4eee\u8aac\u306f\u68c4\u5374\u3055\u308c\u307e\u3059\u3002\u6a19\u672c\u30c7\u30fc\u30bf\u304c\u6b63\u898f\u5206\u5e03\u304b\u3089\u306e\u3082\u306e\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u793a\u3059\u5341\u5206\u306a\u8a3c\u62e0\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ja\/\u9b5a\u306e\u5206\u5e03\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30dd\u30a2\u30bd\u30f3\u5206\u5e03<\/a>\u306b\u5f93\u3046\u30e9\u30f3\u30c0\u30e0\u5024\u3092\u751f\u6210\u3059\u308b<strong>Poisson()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u30b5\u30f3\u30d7\u30eb \u30c7\u30fc\u30bf\u3092\u751f\u6210\u3057\u305f\u305f\u3081\u3001\u3053\u306e\u7d50\u679c\u3082\u9a5a\u304f\u3079\u304d\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 2: 2 \u30b5\u30f3\u30d7\u30eb\u306e\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5\u30fb\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e 2 \u3064\u306e\u30b5\u30f3\u30d7\u30eb \u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> numpy.random <span style=\"color: #008000;\">import<\/span> seed\n<span style=\"color: #008000;\">from<\/span> numpy.random <span style=\"color: #008000;\">import<\/span> randn\n<span style=\"color: #008000;\">from<\/span> numpy.random <span style=\"color: #008000;\">import<\/span> lognormal\n\n<span style=\"color: #008080;\">#set seed (eg make this example reproducible)<\/span>\nseed(0)\n\n<span style=\"color: #008080;\">#generate two datasets\n<\/span>data1 = randn(100)\ndata2 = lognormal(3, 1, 100)<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u3053\u308c\u3089 2 \u3064\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u5bfe\u3057\u3066\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5-\u30b9\u30df\u30eb\u30ce\u30d5 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3057\u3066\u3001\u305d\u308c\u3089\u304c\u540c\u3058\u5206\u5e03\u306b\u7531\u6765\u3059\u308b\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: #008000;\">from<\/span> scipy.stats <span style=\"color: #008000;\">import<\/span> ks_2samp\n\n<span style=\"color: #008080;\">#perform Kolmogorov-Smirnov test<\/span>\nks_2samp(data1, data2)\n\nKstestResult(statistic=0.99, pvalue=4.417521386399011e-57)\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7d50\u679c\u304b\u3089\u3001\u691c\u5b9a\u7d71\u8a08\u91cf\u306f<strong>0.99<\/strong>\u3067\u3001\u5bfe\u5fdc\u3059\u308b p \u5024\u306f<strong>4.4175e-57<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002 p \u5024\u304c 0.05 \u672a\u6e80\u3067\u3042\u308b\u305f\u3081\u3001\u5e30\u7121\u4eee\u8aac\u306f\u68c4\u5374\u3055\u308c\u307e\u3059\u3002 2 \u3064\u306e\u30b5\u30f3\u30d7\u30eb \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u540c\u3058\u5206\u5e03\u304b\u3089\u306e\u3082\u306e\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u793a\u3059\u5341\u5206\u306a\u8a3c\u62e0\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6a19\u6e96\u6b63\u898f\u5206\u5e03\u3092\u4f7f\u7528\u3057\u3066\u6700\u521d\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u5024\u3092\u751f\u6210\u3057\u3001\u5bfe\u6570\u6b63\u898f\u5206\u5e03\u3092\u4f7f\u7528\u3057\u3066 2 \u756a\u76ee\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u5024\u3092\u751f\u6210\u3057\u305f\u305f\u3081\u3001\u3053\u306e\u7d50\u679c\u3082\u9a5a\u304f\u3079\u304d\u3053\u3068\u3067\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\/\u30b7\u30e3\u30d2\u309a\u30ed\u30fb\u30a6\u30a3\u30eb\u30af\u30fb\u30c6\u30b9\u30c8python\/\">Python \u3067 Shapiro-Wilk \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30a2\u30f3\u30bf\u3099\u30fc\u30bd\u30f3\u30fb\u30c1\u30a7\u30ea\u30fb\u30c6\u30b9\u30c8python\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python \u3067 Anderson-Darling \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5\u30fb\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u304c\u7279\u5b9a\u306e\u5206\u5e03\u306b\u7531\u6765\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u691c\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 Python \u3067\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5-\u30b9\u30df\u30eb\u30ce\u30d5 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u30011 \u30b5\u30f3\u30d7\u30eb \u30c6\u30b9\u30c8\u306e\u5834\u5408\u306fscipy.stats.k [&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-985","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\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5-\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 - Statology<\/title>\n<meta name=\"description\" content=\"Python \u3067\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5\u30fb\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u3001\u3044\u304f\u3064\u304b\u306e\u4f8b\u3092\u542b\u3081\u3066\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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