{"id":2227,"date":"2023-07-23T04:12:59","date_gmt":"2023-07-23T04:12:59","guid":{"rendered":"https:\/\/statorials.org\/ru\/z-%d1%82%d0%b5%d1%81%d1%82%d0%be%d0%b2%d1%8b%d0%b8-%d0%bf%d0%b8%d1%82%d0%be%d0%bd\/"},"modified":"2023-07-23T04:12:59","modified_gmt":"2023-07-23T04:12:59","slug":"z-%d1%82%d0%b5%d1%81%d1%82%d0%be%d0%b2%d1%8b%d0%b8-%d0%bf%d0%b8%d1%82%d0%be%d0%bd","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/z-%d1%82%d0%b5%d1%81%d1%82%d0%be%d0%b2%d1%8b%d0%b8-%d0%bf%d0%b8%d1%82%d0%be%d0%bd\/","title":{"rendered":"\u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043e\u0431\u0440\u0430\u0437\u0435\u0446 \u0438 \u0434\u0432\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0430 z-\u0442\u0435\u0441\u0442\u0430 \u043d\u0430 python"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>ztest()<\/strong> \u0438\u0437 \u043f\u0430\u043a\u0435\u0442\u0430 <a href=\"https:\/\/www.statsmodels.org\/stable\/generated\/statsmodels.stats.weightstats.ztest.html\" target=\"_blank\" rel=\"noopener\">statsmodels<\/a> \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u0430 \u0438 \u0434\u0432\u0443\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 z-\u0442\u0435\u0441\u0442\u043e\u0432 \u0432 Python.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u042d\u0442\u0430 \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span class=\"sig-prename descclassname\"><span class=\"pre\">statsmodels. <span style=\"color: #3366ff;\">stats<\/span> . <span style=\"color: #3366ff;\">weightstats<\/span> .<\/span><\/span> <span class=\"sig-name descname\" style=\"color: #3366ff;\"><span class=\"pre\">ztest<\/span><\/span> <span class=\"sig-paren\">(<\/span> <em class=\"sig-param\"><span class=\"n\"><span class=\"pre\">x1<\/span><\/span><\/em> , <em class=\"sig-param\"><span class=\"n\"><span class=\"pre\">x2<\/span><\/span> <span class=\"o\"><span class=\"pre\">=<\/span><\/span> <span class=\"default_value\"><span class=\"pre\">None<\/span><\/span><\/em> , <em class=\"sig-param\"><span class=\"n\"><span class=\"pre\">value<\/span><\/span> <span class=\"o\"><span class=\"pre\">=<\/span><\/span> <span class=\"default_value\"><span class=\"pre\"><span style=\"color: #008000;\">0<\/span> )<\/span><\/span><\/em>\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0417\u043e\u043b\u043e\u0442\u043e:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>x1<\/strong> : \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0432\u043e\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0438<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>x2<\/strong> : \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0432\u0442\u043e\u0440\u043e\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0438 (\u0435\u0441\u043b\u0438 \u0432\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0435 z-\u0442\u0435\u0441\u0442 \u0441 \u0434\u0432\u0443\u043c\u044f \u0432\u044b\u0431\u043e\u0440\u043a\u0430\u043c\u0438)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435<\/strong> : \u0441\u0440\u0435\u0434\u043d\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0438\u0436\u0435 \u043d\u0443\u043b\u044f (\u0432 \u0441\u043b\u0443\u0447\u0430\u0435 \u043e\u0434\u043d\u043e\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0438) \u0438\u043b\u0438 \u0441\u0440\u0435\u0434\u043d\u044f\u044f \u0440\u0430\u0437\u043d\u0438\u0446\u0430 (\u0432 \u0441\u043b\u0443\u0447\u0430\u0435 \u0434\u0432\u0443\u0445 \u0432\u044b\u0431\u043e\u0440\u043e\u043a)<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 1. \u041f\u0440\u0438\u043c\u0435\u0440 Z-\u0442\u0435\u0441\u0442\u0430 \u0432 Python<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u0447\u0442\u043e IQ \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u0438 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e \u0441\u0440\u0435\u0434\u043d\u0438\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c \u03bc = 100 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u043c \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435\u043c \u03c3 = 15.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0445\u043e\u0447\u0435\u0442 \u0437\u043d\u0430\u0442\u044c, \u0432\u043b\u0438\u044f\u0435\u0442 \u043b\u0438 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u0435\u043f\u0430\u0440\u0430\u0442 \u043d\u0430 \u0443\u0440\u043e\u0432\u0435\u043d\u044c IQ. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043d \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 20 \u043f\u0430\u0446\u0438\u0435\u043d\u0442\u043e\u0432, \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u043f\u0440\u043e\u0431\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u043e, \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0438\u0445 \u0443\u0440\u043e\u0432\u043d\u0438 IQ.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u043a\u043e\u0434\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043e\u0431\u0440\u0430\u0437\u0435\u0446 z-\u0442\u0435\u0441\u0442\u0430 \u043d\u0430 Python, \u0447\u0442\u043e\u0431\u044b \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u043b\u0438 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u0435\u043f\u0430\u0440\u0430\u0442 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0440\u0430\u0437\u043d\u0438\u0446\u0443 \u0432 \u0443\u0440\u043e\u0432\u043d\u044f\u0445 IQ:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">from<\/span> statsmodels. <span style=\"color: #3366ff;\">stats<\/span> . <span style=\"color: #3366ff;\">weightstats<\/span> <span style=\"color: #008000;\">import<\/span> ztest <span style=\"color: #008000;\">as<\/span> ztest\n\n<span style=\"color: #008080;\">#enter IQ levels for 20 patients\n<\/span>data = [88, 92, 94, 94, 96, 97, 97, 97, 99, 99,\n        105, 109, 109, 109, 110, 112, 112, 113, 114, 115]\n\n<span style=\"color: #008080;\">#perform one sample z-test\n<\/span>ztest(data, value= <span style=\"color: #008000;\">100<\/span> )\n\n(1.5976240527147705, 0.1101266701438426)\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u0442\u0435\u0441\u0442\u0430 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0432\u044b\u0431\u043e\u0440\u043e\u0447\u043d\u043e\u0433\u043e z-\u0442\u0435\u0441\u0442\u0430 \u0440\u0430\u0432\u043d\u0430 <strong>1,5976<\/strong> , \u0430 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 p \u2014 <strong>0,1101<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u044d\u0442\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 p \u043d\u0435 \u043c\u0435\u043d\u044c\u0448\u0435 0,05, \u0443 \u043d\u0430\u0441 \u043d\u0435\u0442 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u044b\u0445 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432, \u0447\u0442\u043e\u0431\u044b \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044c \u043d\u0443\u043b\u0435\u0432\u0443\u044e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443. \u0414\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u0435\u043f\u0430\u0440\u0430\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u0435 \u0432\u043b\u0438\u044f\u0435\u0442 \u043d\u0430 \u0443\u0440\u043e\u0432\u0435\u043d\u044c IQ.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 2. \u0414\u0432\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0430 Z-\u0442\u0435\u0441\u0442\u043e\u0432 \u043d\u0430 Python<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u0447\u0442\u043e \u0443\u0440\u043e\u0432\u043d\u0438 IQ \u0441\u0440\u0435\u0434\u0438 \u043b\u044e\u0434\u0435\u0439 \u0432 \u0434\u0432\u0443\u0445 \u0440\u0430\u0437\u043d\u044b\u0445 \u0433\u043e\u0440\u043e\u0434\u0430\u0445 \u043e\u0431\u044b\u0447\u043d\u043e \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442\u0441\u044f \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u043c\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u043c\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f\u043c\u0438.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0445\u043e\u0447\u0435\u0442 \u0437\u043d\u0430\u0442\u044c, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043b\u0438 \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c IQ \u0436\u0438\u0442\u0435\u043b\u0435\u0439 \u0433\u043e\u0440\u043e\u0434\u043e\u0432 \u0410 \u0438 \u0411. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043d\u0430 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0440\u043e\u0441\u0442\u0443\u044e \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443 \u0438\u0437 20 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0438\u0437 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0433\u043e\u0440\u043e\u0434\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0438\u0445 \u0443\u0440\u043e\u0432\u043d\u0438 IQ.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c z-\u0442\u0435\u0441\u0442 \u0441 \u0434\u0432\u0443\u043c\u044f \u0432\u044b\u0431\u043e\u0440\u043a\u0430\u043c\u0438 \u0432 Python, \u0447\u0442\u043e\u0431\u044b \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043b\u0438 \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c IQ \u0432 \u0434\u0432\u0443\u0445 \u0433\u043e\u0440\u043e\u0434\u0430\u0445:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">from<\/span> statsmodels. <span style=\"color: #3366ff;\">stats<\/span> . <span style=\"color: #3366ff;\">weightstats<\/span> <span style=\"color: #008000;\">import<\/span> ztest <span style=\"color: #008000;\">as<\/span> ztest\n\n<span style=\"color: #008080;\">#enter IQ levels for 20 individuals from each city\n<\/span>cityA = [82, 84, 85, 89, 91, 91, 92, 94, 99, 99,\n         105, 109, 109, 109, 110, 112, 112, 113, 114, 114]\n\ncityB = [90, 91, 91, 91, 95, 95, 99, 99, 108, 109,\n         109, 114, 115, 116, 117, 117, 128, 129, 130, 133]\n\n<span style=\"color: #008080;\">#perform two sample z-test\n<\/span>ztest(cityA, cityB, value= <span style=\"color: #008000;\">0<\/span> ) \n\n(-1.9953236073282115, 0.046007596761332065)\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u0442\u0435\u0441\u0442\u0430 \u0434\u043b\u044f \u0434\u0432\u0443\u0445\u0432\u044b\u0431\u043e\u0440\u043e\u0447\u043d\u043e\u0433\u043e z-\u0442\u0435\u0441\u0442\u0430 \u0440\u0430\u0432\u043d\u0430 <strong>-1,9953<\/strong> , \u0430 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 p \u2014 <strong>0,0460<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u044d\u0442\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 p \u043c\u0435\u043d\u044c\u0448\u0435 0,05, \u0443 \u043d\u0430\u0441 \u0435\u0441\u0442\u044c \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432, \u0447\u0442\u043e\u0431\u044b \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044c \u043d\u0443\u043b\u0435\u0432\u0443\u044e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443. \u0414\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c IQ \u0432 \u0434\u0432\u0443\u0445 \u0433\u043e\u0440\u043e\u0434\u0430\u0445 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0445 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\u0445 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0434\u0440\u0443\u0433\u0438\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0435\u0441\u0442\u044b \u0432 Python:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ru\/\u043e\u0431\u0440\u0430\u0437\u0435\u0446-t-\u0442\u0435\u0441\u0442\u0430-python\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043e\u0434\u043d\u043e\u0432\u044b\u0431\u043e\u0440\u043e\u0447\u043d\u044b\u0439 T-\u0442\u0435\u0441\u0442 \u0432 Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0434\u0432\u0430-\u043e\u0431\u0440\u0430\u0437\u0446\u0430-t-\u0442\u0435\u0441\u0442\u0438\u0440\u0443\u044e\u0442-python\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c T-\u0442\u0435\u0441\u0442 \u0441 \u0434\u0432\u0443\u043c\u044f \u0432\u044b\u0431\u043e\u0440\u043a\u0430\u043c\u0438 \u0432 Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u043f\u0430\u0440\u043d\u044b\u0435-\u0432\u044b\u0431\u043e\u0440\u043a\u0438-t-test-python\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c T-\u0442\u0435\u0441\u0442 \u043f\u0430\u0440\u043d\u044b\u0445 \u0432\u044b\u0431\u043e\u0440\u043e\u043a \u0432 Python<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e ztest() \u0438\u0437 \u043f\u0430\u043a\u0435\u0442\u0430 statsmodels \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u0430 \u0438 \u0434\u0432\u0443\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 z-\u0442\u0435\u0441\u0442\u043e\u0432 \u0432 Python. \u042d\u0442\u0430 \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441: statsmodels. stats . weightstats . ztest ( x1 , x2 = None , value = 0 ) \u0417\u043e\u043b\u043e\u0442\u043e: x1 : \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0432\u043e\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0438 x2 : \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0432\u0442\u043e\u0440\u043e\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0438 (\u0435\u0441\u043b\u0438 \u0432\u044b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-2227","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043e\u0434\u043d\u043e\u0432\u044b\u0431\u043e\u0440\u043e\u0447\u043d\u044b\u0435 \u0438 \u0434\u0432\u0443\u0445\u0432\u044b\u0431\u043e\u0440\u043e\u0447\u043d\u044b\u0435 Z-\u0442\u0435\u0441\u0442\u044b \u0432 Python \u2014 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430<\/title>\n<meta name=\"description\" content=\"\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 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