{"id":870,"date":"2023-07-28T11:36:25","date_gmt":"2023-07-28T11:36:25","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%82%a2%e3%83%b3%e3%82%bf%e3%82%99%e3%83%bc%e3%82%bd%e3%83%b3%e3%83%bb%e3%83%81%e3%82%a7%e3%83%aa%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88python\/"},"modified":"2023-07-28T11:36:25","modified_gmt":"2023-07-28T11:36:25","slug":"%e3%82%a2%e3%83%b3%e3%82%bf%e3%82%99%e3%83%bc%e3%82%bd%e3%83%b3%e3%83%bb%e3%83%81%e3%82%a7%e3%83%aa%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88python","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%82%a2%e3%83%b3%e3%82%bf%e3%82%99%e3%83%bc%e3%82%bd%e3%83%b3%e3%83%bb%e3%83%81%e3%82%a7%e3%83%aa%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88python\/","title":{"rendered":"Python \u3067 anderson-darling \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Anderson-Darling \u691c\u5b9a\u306f\u3001<\/strong>\u30c7\u30fc\u30bf\u304c\u6307\u5b9a\u3055\u308c\u305f\u5206\u5e03\u306b\u3069\u306e\u7a0b\u5ea6\u9069\u5408\u3057\u3066\u3044\u308b\u304b\u3092\u6e2c\u5b9a\u3059\u308b\u9069\u5408\u5ea6\u691c\u5b9a\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30c6\u30b9\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u304c<a href=\"https:\/\/statorials.org\/ja\/\u6b63\u898f\u5206\u5e03-1\/\" target=\"_blank\" rel=\"noopener\">\u6b63\u898f\u5206\u5e03<\/a>\u306b\u5f93\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u6700\u3082\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30bf\u30a4\u30d7\u306e\u691c\u5b9a\u306f\u3001\u6b63\u898f\u6027\u3092\u691c\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3053\u308c\u306f\u3001<a href=\"https:\/\/statorials.org\/ja\/\u7dda\u5f62\u56de\u5e30python\/\" target=\"_blank\" rel=\"noopener\">\u56de\u5e30<\/a>\u3001 <a href=\"https:\/\/statorials.org\/ja\/\u4e00\u65b9\u5411\u5206\u6563\u5206\u6790python\/\" target=\"_blank\" rel=\"noopener\">ANOVA<\/a> \u3001 <a href=\"https:\/\/statorials.org\/ja\/-10\/\" target=\"_blank\" rel=\"noopener\">t \u691c\u5b9a\u306a\u3069\u3001<\/a>\u591a\u304f\u306e\u7d71\u8a08\u691c\u5b9a\u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u4eee\u5b9a\u3067\u3059\u3002<\/span><\/p>\n<h3><strong>\u4f8b: Python \u3067\u306e Anderson-Darling \u30c6\u30b9\u30c8<\/strong><\/h3>\n<p><span style=\"color: #000000;\">Python \u3067 Anderson-Darling \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001scipy.stats \u30e9\u30a4\u30d6\u30e9\u30ea\u306e<a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.anderson.html\" target=\"_blank\" rel=\"noopener\">anderson() \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;\">\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3(x, dist=&#8217;norm&#8217;)<\/span><\/strong><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>x<\/strong> : \u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306e\u30c6\u30fc\u30d6\u30eb<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>dist<\/strong> : \u30c6\u30b9\u30c8\u3059\u308b\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u30bf\u30a4\u30d7\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u306f\u300c\u6a19\u6e96\u300d\u3067\u3059\u304c\u3001\u300cexpon\u300d\u307e\u305f\u306f\u300clogistics\u300d\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u300150 \u500b\u306e\u6b63\u898f\u5206\u5e03\u78ba\u7387\u5909\u6570\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u5bfe\u3057\u3066 Anderson-Darling \u691c\u5b9a\u3092\u5b9f\u884c\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> numpy <span style=\"color: #107d3f;\">as<\/span> np\n\n<span style=\"color: #008080;\">#create data<\/span>\nnp.random.seed(0)\ndata = np.random.normal(size=50)\n\n<span style=\"color: #008080;\">#perform Anderson-Darling Test<\/span> \n<span style=\"color: #107d3f;\">from<\/span> scipy.stats <span style=\"color: #107d3f;\">import<\/span> anderson\nanderson(data)\n\nAndersonResult( <span style=\"color: #3366ff;\">statistic<\/span> =0.15006999533388665,\n               <span style=\"color: #3366ff;\">critical_values<\/span> =array([0.538, 0.613, 0.736, 0.858, 1.021]),\n               <span style=\"color: #3366ff;\">significance_level<\/span> =array([15. , 10. , 5. , 2.5, 1. ]))\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u691c\u5b9a\u7d71\u8a08\u91cf\u306f<strong>0.150<\/strong>\u3067\u3059\u3002\u3053\u306e\u5024\u3092\u5404\u6709\u610f\u6c34\u6e96\u306b\u5bfe\u5fdc\u3059\u308b\u5404\u81e8\u754c\u5024\u3068\u6bd4\u8f03\u3057\u3066\u3001\u30c6\u30b9\u30c8\u7d50\u679c\u304c\u6709\u610f\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u03b1 = 0.01 \u306e\u81e8\u754c\u5024\u306f<strong>1.021<\/strong>\u3067\u3059\u3002\u691c\u5b9a\u7d71\u8a08\u91cf (0.150) \u306f\u3053\u306e\u81e8\u754c\u5024\u3088\u308a\u5927\u304d\u304f\u306a\u3044\u305f\u3081\u3001\u7d50\u679c\u306f\u6709\u610f\u6c34\u6e96 0.01 \u3067\u306f\u6709\u610f\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u03b1 = 0.025 \u306e\u81e8\u754c\u5024\u306f<strong>0.858<\/strong>\u3067\u3059\u3002\u691c\u5b9a\u7d71\u8a08\u91cf (0.150) \u306f\u3053\u306e\u81e8\u754c\u5024\u3088\u308a\u5927\u304d\u304f\u306a\u3044\u305f\u3081\u3001\u7d50\u679c\u306f\u6709\u610f\u6c34\u6e96 0.025 \u3067\u306f\u6709\u610f\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7b49\u3005\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u691c\u5b9a\u7d50\u679c\u306f\u3069\u306e\u6709\u610f\u6c34\u6e96\u3067\u3082\u6709\u610f\u3067\u306f\u306a\u3044\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u691c\u5b9a\u306e\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3057\u306a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u6b63\u898f\u5206\u5e03\u3067\u306f\u306a\u3044\u3068\u4e3b\u5f35\u3059\u308b\u5341\u5206\u306a\u8a3c\u62e0\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>np.rand.normal()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066 50 \u500b\u306e\u6b63\u898f\u5206\u5e03\u5024\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u751f\u6210\u3057\u305f\u3053\u3068\u3092\u8003\u3048\u308b\u3068\u3001\u3053\u306e\u7d50\u679c\u306f\u9a5a\u304f\u3079\u304d\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee3\u308f\u308a\u306b\u30010 \u304b\u3089 10 \u307e\u3067\u306e 50 \u500b\u306e\u30e9\u30f3\u30c0\u30e0\u306a\u6574\u6570\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u5bfe\u3057\u3066 Anderson-Darling \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3057\u305f\u5834\u5408\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n\n<span style=\"color: #008080;\">#create data<\/span>\nnp.random.seed(0)\ndata = np.random.randint(0, 10, size=50)\n\n<span style=\"color: #008080;\">#perform Anderson-Darling Test<\/span> \n<span style=\"color: #107d3f;\">from<\/span> scipy.stats <span style=\"color: #107d3f;\">import<\/span> anderson\nanderson(data)\n\nAndersonResult( <span style=\"color: #3366ff;\">statistic<\/span> =1.1926463985076836,\n               <span style=\"color: #3366ff;\">critical_values<\/span> =array([0.538, 0.613, 0.736, 0.858, 1.021]),\n               <span style=\"color: #3366ff;\">significance_level<\/span> =array([15. , 10. , 5. , 2.5, 1. ]))\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u691c\u5b9a\u7d71\u8a08\u91cf\u306f<strong>1.1926<\/strong>\u3067\u3059\u3002\u3053\u306e\u5024\u3092\u5404\u6709\u610f\u6c34\u6e96\u306b\u5bfe\u5fdc\u3059\u308b\u5404\u81e8\u754c\u5024\u3068\u6bd4\u8f03\u3057\u3066\u3001\u30c6\u30b9\u30c8\u7d50\u679c\u304c\u6709\u610f\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u03b1 = 0.01 \u306e\u81e8\u754c\u5024\u306f<strong>1.021<\/strong>\u3067\u3059\u3002\u691c\u5b9a\u7d71\u8a08\u91cf (1.1926) \u304c\u3053\u306e\u81e8\u754c\u5024\u3088\u308a\u5927\u304d\u3044\u305f\u3081\u3001\u7d50\u679c\u306f 0.01 \u6709\u610f\u6c34\u6e96\u3067\u6709\u610f\u3067\u3059\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u03b1 = 0.025 \u306e\u81e8\u754c\u5024\u306f<strong>0.858<\/strong>\u3067\u3059\u3002\u691c\u5b9a\u7d71\u8a08\u91cf (1.1926) \u304c\u3053\u306e\u81e8\u754c\u5024\u3088\u308a\u5927\u304d\u3044\u305f\u3081\u3001\u7d50\u679c\u306f 0.025 \u6709\u610f\u6c34\u6e96\u3067\u6709\u610f\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7b49\u3005\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u691c\u5b9a\u7d50\u679c\u306f\u5404\u6709\u610f\u6c34\u6e96\u3067\u6709\u610f\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u3069\u306e\u6709\u610f\u6c34\u6e96\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u9078\u629e\u3057\u3066\u3082\u3001\u691c\u5b9a\u306e\u5e30\u7121\u4eee\u8aac\u304c\u68c4\u5374\u3055\u308c\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u6b63\u898f\u5206\u5e03\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u793a\u3059\u5341\u5206\u306a\u8a3c\u62e0\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>np.rand.randint()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u53ef\u80fd\u6027\u304c\u4f4e\u3044 0 \u304b\u3089 10 \u307e\u3067\u306e 50 \u500b\u306e\u30e9\u30f3\u30c0\u30e0\u306a\u6574\u6570\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u751f\u6210\u3057\u305f\u3053\u3068\u3092\u8003\u3048\u308b\u3068\u3001\u3053\u306e\u7d50\u679c\u3082\u9a5a\u304f\u3079\u304d\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><em>\u305d\u306e\u4ed6\u306e Python \u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306f<a href=\"https:\/\/statorials.org\/ja\/-10\/\" target=\"_blank\" rel=\"noopener\">\u3053\u3053\u3067<\/a>\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/em>\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Anderson-Darling \u691c\u5b9a\u306f\u3001\u30c7\u30fc\u30bf\u304c\u6307\u5b9a\u3055\u308c\u305f\u5206\u5e03\u306b\u3069\u306e\u7a0b\u5ea6\u9069\u5408\u3057\u3066\u3044\u308b\u304b\u3092\u6e2c\u5b9a\u3059\u308b\u9069\u5408\u5ea6\u691c\u5b9a\u3067\u3059\u3002 \u3053\u306e\u30c6\u30b9\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u304c\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u6700\u3082\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u3053\u306e\u30bf\u30a4\u30d7\u306e\u691c [&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-870","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 Anderson-Darling \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 - Statology<\/title>\n<meta name=\"description\" content=\"Python \u3067\u6b63\u898f\u6027\u306e Anderson-Darling 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