{"id":837,"date":"2023-07-28T14:09:15","date_gmt":"2023-07-28T14:09:15","guid":{"rendered":"https:\/\/statorials.org\/uk\/%d1%82%d0%b5%d1%81%d1%82-python-mcnemars\/"},"modified":"2023-07-28T14:09:15","modified_gmt":"2023-07-28T14:09:15","slug":"%d1%82%d0%b5%d1%81%d1%82-python-mcnemars","status":"publish","type":"post","link":"https:\/\/statorials.org\/uk\/%d1%82%d0%b5%d1%81%d1%82-python-mcnemars\/","title":{"rendered":"\u042f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 mcnemar \u043d\u0430 python"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u0422\u0435\u0441\u0442 \u041c\u0430\u043a-\u041d\u0435\u043c\u0430\u0440\u0430<\/strong> \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454\u0442\u044c\u0441\u044f, \u0449\u043e\u0431 \u0432\u0438\u0437\u043d\u0430\u0447\u0438\u0442\u0438, \u0447\u0438 \u0456\u0441\u043d\u0443\u0454 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u043d\u043e \u0437\u043d\u0430\u0447\u0443\u0449\u0430 \u0440\u0456\u0437\u043d\u0438\u0446\u044f \u0432 \u043f\u0440\u043e\u043f\u043e\u0440\u0446\u0456\u044f\u0445 \u043c\u0456\u0436 \u043f\u0430\u0440\u043d\u0438\u043c\u0438 \u0434\u0430\u043d\u0438\u043c\u0438.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0426\u0435\u0439 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a \u043f\u043e\u044f\u0441\u043d\u044e\u0454, \u044f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0443 Python.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043a\u043b\u0430\u0434: \u0442\u0435\u0441\u0442 McNemar \u043d\u0430 Python<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0421\u043a\u0430\u0436\u0456\u043c\u043e, \u0434\u043e\u0441\u043b\u0456\u0434\u043d\u0438\u043a\u0438 \u0445\u043e\u0447\u0443\u0442\u044c \u0437\u043d\u0430\u0442\u0438, \u0447\u0438 \u043c\u043e\u0436\u0435 \u043f\u0435\u0432\u043d\u0435 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u0435 \u0432\u0456\u0434\u0435\u043e \u0437\u043c\u0456\u043d\u0438\u0442\u0438 \u0434\u0443\u043c\u043a\u0443 \u043b\u044e\u0434\u0435\u0439 \u0449\u043e\u0434\u043e \u043f\u0435\u0432\u043d\u043e\u0433\u043e \u0437\u0430\u043a\u043e\u043d\u0443. \u0412\u043e\u043d\u0438 \u043e\u043f\u0438\u0442\u0443\u044e\u0442\u044c 100 \u043b\u044e\u0434\u0435\u0439, \u0449\u043e\u0431 \u0434\u0456\u0437\u043d\u0430\u0442\u0438\u0441\u044f, \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0443\u044e\u0442\u044c \u0432\u043e\u043d\u0438 \u0437\u0430\u043a\u043e\u043d \u0447\u0438 \u043d\u0456. \u041f\u043e\u0442\u0456\u043c \u0432\u043e\u043d\u0438 \u043f\u043e\u043a\u0430\u0437\u0443\u044e\u0442\u044c \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u0435 \u0432\u0456\u0434\u0435\u043e \u0432\u0441\u0456\u043c 100 \u043b\u044e\u0434\u044f\u043c \u0456 \u0437\u043d\u043e\u0432\u0443 \u043e\u043f\u0438\u0442\u0443\u044e\u0442\u044c \u0457\u0445 \u043f\u0456\u0441\u043b\u044f \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u043d\u044f \u0432\u0456\u0434\u0435\u043e.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0423 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0456\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0456 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e \u0437\u0430\u0433\u0430\u043b\u044c\u043d\u0443 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044c \u043b\u044e\u0434\u0435\u0439, \u044f\u043a\u0456 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0430\u043b\u0438 \u0437\u0430\u043a\u043e\u043d \u0434\u043e \u0442\u0430 \u043f\u0456\u0441\u043b\u044f \u043f\u0435\u0440\u0435\u0433\u043b\u044f\u0434\u0443 \u0432\u0456\u0434\u0435\u043e:<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<th><\/th>\n<th colspan=\"2\"> <span style=\"color: #000000;\">\u0412\u0456\u0434\u0435\u043e \u043f\u0435\u0440\u0435\u0434 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u043c<\/span><\/th>\n<\/tr>\n<tr>\n<td> <span style=\"color: #000000;\">\u0412\u0456\u0434\u0435\u043e \u043f\u0456\u0441\u043b\u044f \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u0443<\/span><\/td>\n<td> <span style=\"color: #000000;\"><strong>\u041f\u0456\u0434\u0442\u0440\u0438\u043c\u043a\u0430<\/strong><\/span><\/td>\n<td> <span style=\"color: #000000;\"><strong>\u0442\u0435\u0440\u043f\u0456\u0442\u0438 \u043d\u0435 \u043c\u043e\u0436\u0443<\/strong><\/span><\/td>\n<\/tr>\n<tr>\n<td> <span style=\"color: #000000;\"><strong>\u041f\u0456\u0434\u0442\u0440\u0438\u043c\u043a\u0430<\/strong><\/span><\/td>\n<td> <span style=\"color: #000000;\">30<\/span><\/td>\n<td> <span style=\"color: #000000;\">40<\/span><\/td>\n<\/tr>\n<tr>\n<td> <span style=\"color: #000000;\"><strong>\u0442\u0435\u0440\u043f\u0456\u0442\u0438 \u043d\u0435 \u043c\u043e\u0436\u0443<\/strong><\/span><\/td>\n<td> <span style=\"color: #000000;\">12<\/span><\/td>\n<td> <span style=\"color: #000000;\">18<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p> <span style=\"color: #000000;\">\u0429\u043e\u0431 \u0432\u0438\u0437\u043d\u0430\u0447\u0438\u0442\u0438, \u0447\u0438 \u0431\u0443\u043b\u0430 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u043d\u043e \u0437\u043d\u0430\u0447\u0443\u0449\u0430 \u0440\u0456\u0437\u043d\u0438\u0446\u044f \u0443 \u0447\u0430\u0441\u0442\u0446\u0456 \u043b\u044e\u0434\u0435\u0439, \u044f\u043a\u0456 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0430\u043b\u0438 \u0437\u0430\u043a\u043e\u043d \u0434\u043e \u0442\u0430 \u043f\u0456\u0441\u043b\u044f \u043f\u0435\u0440\u0435\u0433\u043b\u044f\u0434\u0443 \u0432\u0456\u0434\u0435\u043e, \u043c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 \u041c\u0430\u043a\u041d\u0435\u043c\u0430\u0440\u0430.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u041a\u0440\u043e\u043a 1: \u0421\u0442\u0432\u043e\u0440\u0456\u0442\u044c \u0434\u0430\u043d\u0456.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0421\u043f\u043e\u0447\u0430\u0442\u043a\u0443 \u043c\u0438 \u0441\u0442\u0432\u043e\u0440\u0438\u043c\u043e \u0442\u0430\u0431\u043b\u0438\u0446\u044e \u0434\u043b\u044f \u0437\u0431\u0435\u0440\u0456\u0433\u0430\u043d\u043d\u044f \u043d\u0430\u0448\u0438\u0445 \u0434\u0430\u043d\u0438\u0445:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>data = [[30, 40],\n         [12, 18]]\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>\u041a\u0440\u043e\u043a 2: \u0412\u0438\u043a\u043e\u043d\u0430\u0439\u0442\u0435 \u0442\u0435\u0441\u0442 \u041c\u0430\u043a-\u041d\u0435\u043c\u0430\u0440\u0430<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0414\u0430\u043b\u0456 \u043c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u0442\u0438 <a href=\"https:\/\/www.statsmodels.org\/dev\/generated\/statsmodels.stats.contingency_tables.mcnemar.html\" target=\"_blank\" rel=\"noopener\">\u0444\u0443\u043d\u043a\u0446\u0456\u044e mcnemar()<\/a> \u0456\u0437 \u0431\u0456\u0431\u043b\u0456\u043e\u0442\u0435\u043a\u0438 statsmodels Python, \u044f\u043a\u0430 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454 \u0442\u0430\u043a\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>mcnemar(\u043c\u0430\u0441\u0438\u0432, \u0442\u043e\u0447\u043d\u0438\u0439=\u0406\u0441\u0442\u0438\u043d\u0430, \u0432\u0438\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044f=\u0406\u0441\u0442\u0438\u043d\u0430)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0437\u043e\u043b\u043e\u0442\u043e:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u0442\u0430\u0431\u043b\u0438\u0446\u044f:<\/strong> \u041a\u0432\u0430\u0434\u0440\u0430\u0442\u043d\u0430 \u0442\u0430\u0431\u043b\u0438\u0446\u044f \u043d\u0435\u043f\u0435\u0440\u0435\u0434\u0431\u0430\u0447\u0435\u043d\u0438\u0445 \u043e\u0431\u0441\u0442\u0430\u0432\u0438\u043d<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>exact:<\/strong> \u044f\u043a\u0449\u043e exact \u043c\u0430\u0454 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f true, \u0442\u043e\u0434\u0456 \u0431\u0443\u0434\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043e \u0431\u0456\u043d\u043e\u043c\u0456\u0430\u043b\u044c\u043d\u0438\u0439 \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b. \u042f\u043a\u0449\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0435 \u0454 \u0445\u0438\u0431\u043d\u0438\u043c, \u0431\u0443\u0434\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043e \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b \u0445\u0456-\u043a\u0432\u0430\u0434\u0440\u0430\u0442<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u043a\u043e\u0440\u0435\u043a\u0446\u0456\u044f:<\/strong> \u044f\u043a\u0449\u043e \u0456\u0441\u0442\u0438\u043d\u043d\u043e, \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454\u0442\u044c\u0441\u044f \u043a\u043e\u0440\u0435\u043a\u0446\u0456\u044f \u0431\u0435\u0437\u043f\u0435\u0440\u0435\u0440\u0432\u043d\u043e\u0441\u0442\u0456. \u042f\u043a \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u0446\u044f \u043a\u043e\u0440\u0435\u043a\u0446\u0456\u044f \u0437\u0430\u0437\u0432\u0438\u0447\u0430\u0439 \u0437\u0430\u0441\u0442\u043e\u0441\u043e\u0432\u0443\u0454\u0442\u044c\u0441\u044f, \u043a\u043e\u043b\u0438 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044c \u043a\u043b\u0456\u0442\u0438\u043d\u043e\u043a \u0442\u0430\u0431\u043b\u0438\u0446\u0456 \u043c\u0435\u043d\u0448\u0435 5.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u0443\u0454, \u044f\u043a \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0446\u044e \u0444\u0443\u043d\u043a\u0446\u0456\u044e \u0432 \u043d\u0430\u0448\u043e\u043c\u0443 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0456:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> statsmodels.stats.contingency_tables <span style=\"color: #008000;\">import<\/span> mcnemar\n\n<span style=\"color: #008080;\">#McNemar's Test with no continuity correction<\/span>\nprint(mcnemar(data, exact=False))\n\npvalue 0.000181\nstatistic 14.019\n\n<span style=\"color: #008080;\">#McNemar's Test with continuity correction<\/span>\nprint(mcnemar(data, exact=False, correction=False))\n\npvalue 0.000103\nstatistic 15,077<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0412 \u043e\u0431\u043e\u0445 \u0432\u0438\u043f\u0430\u0434\u043a\u0430\u0445 \u2013 \u043d\u0435\u0437\u0430\u043b\u0435\u0436\u043d\u043e \u0432\u0456\u0434 \u0442\u043e\u0433\u043e, \u0437\u0430\u0441\u0442\u043e\u0441\u043e\u0432\u0430\u043d\u0430 \u043a\u043e\u0440\u0435\u043a\u0446\u0456\u044f \u0431\u0435\u0437\u043f\u0435\u0440\u0435\u0440\u0432\u043d\u043e\u0441\u0442\u0456 \u0447\u0438 \u043d\u0456 \u2013 p-\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0442\u0435\u0441\u0442\u0443 \u043c\u0435\u043d\u0448\u0435 0,05.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0426\u0435 \u043e\u0437\u043d\u0430\u0447\u0430\u0454, \u0449\u043e \u0432 \u043e\u0431\u043e\u0445 \u0432\u0438\u043f\u0430\u0434\u043a\u0430\u0445 \u043c\u0438 \u0432\u0456\u0434\u0445\u0438\u043b\u0438\u043b\u0438 \u0431 \u043d\u0443\u043b\u044c\u043e\u0432\u0443 \u0433\u0456\u043f\u043e\u0442\u0435\u0437\u0443 \u0442\u0430 \u0434\u0456\u0439\u0448\u043b\u0438 \u0432\u0438\u0441\u043d\u043e\u0432\u043a\u0443, \u0449\u043e \u0447\u0430\u0441\u0442\u043a\u0430 \u043b\u044e\u0434\u0435\u0439, \u044f\u043a\u0456 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0430\u043b\u0438 \u0437\u0430\u043a\u043e\u043d \u0434\u043e \u0442\u0430 \u043f\u0456\u0441\u043b\u044f \u043f\u0435\u0440\u0435\u0433\u043b\u044f\u0434\u0443 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u043e\u0433\u043e \u0432\u0456\u0434\u0435\u043e, \u0431\u0443\u043b\u0430 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u043d\u043e \u0440\u0456\u0437\u043d\u043e\u044e.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0422\u0435\u0441\u0442 \u041c\u0430\u043a-\u041d\u0435\u043c\u0430\u0440\u0430 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454\u0442\u044c\u0441\u044f, \u0449\u043e\u0431 \u0432\u0438\u0437\u043d\u0430\u0447\u0438\u0442\u0438, \u0447\u0438 \u0456\u0441\u043d\u0443\u0454 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u043d\u043e \u0437\u043d\u0430\u0447\u0443\u0449\u0430 \u0440\u0456\u0437\u043d\u0438\u0446\u044f \u0432 \u043f\u0440\u043e\u043f\u043e\u0440\u0446\u0456\u044f\u0445 \u043c\u0456\u0436 \u043f\u0430\u0440\u043d\u0438\u043c\u0438 \u0434\u0430\u043d\u0438\u043c\u0438. \u0426\u0435\u0439 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a \u043f\u043e\u044f\u0441\u043d\u044e\u0454, \u044f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0443 Python. \u041f\u0440\u0438\u043a\u043b\u0430\u0434: \u0442\u0435\u0441\u0442 McNemar \u043d\u0430 Python \u0421\u043a\u0430\u0436\u0456\u043c\u043e, \u0434\u043e\u0441\u043b\u0456\u0434\u043d\u0438\u043a\u0438 \u0445\u043e\u0447\u0443\u0442\u044c \u0437\u043d\u0430\u0442\u0438, \u0447\u0438 \u043c\u043e\u0436\u0435 \u043f\u0435\u0432\u043d\u0435 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u0435 \u0432\u0456\u0434\u0435\u043e \u0437\u043c\u0456\u043d\u0438\u0442\u0438 \u0434\u0443\u043c\u043a\u0443 \u043b\u044e\u0434\u0435\u0439 \u0449\u043e\u0434\u043e \u043f\u0435\u0432\u043d\u043e\u0433\u043e \u0437\u0430\u043a\u043e\u043d\u0443. \u0412\u043e\u043d\u0438 \u043e\u043f\u0438\u0442\u0443\u044e\u0442\u044c 100 \u043b\u044e\u0434\u0435\u0439, \u0449\u043e\u0431 \u0434\u0456\u0437\u043d\u0430\u0442\u0438\u0441\u044f, \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0443\u044e\u0442\u044c \u0432\u043e\u043d\u0438 \u0437\u0430\u043a\u043e\u043d \u0447\u0438 \u043d\u0456. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u042f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0432 Python - \u0421\u0442\u0430\u0442\u043e\u043b\u043e\u0433\u0456\u044f<\/title>\n<meta name=\"description\" content=\"\u041f\u0440\u043e\u0441\u0442\u0435 \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u043d\u044f \u0442\u043e\u0433\u043e, \u044f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0443 Python.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/uk\/\u0442\u0435\u0441\u0442-python-mcnemars\/\" \/>\n<meta property=\"og:locale\" content=\"uk_UA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u042f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0432 Python - \u0421\u0442\u0430\u0442\u043e\u043b\u043e\u0433\u0456\u044f\" \/>\n<meta property=\"og:description\" content=\"\u041f\u0440\u043e\u0441\u0442\u0435 \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u043d\u044f \u0442\u043e\u0433\u043e, \u044f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0443 Python.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/uk\/\u0442\u0435\u0441\u0442-python-mcnemars\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-28T14:09:15+00:00\" \/>\n<meta name=\"author\" content=\"\u0420\u0435\u0434\u0430\u043a\u0446\u0456\u044f\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u0420\u0435\u0434\u0430\u043a\u0446\u0456\u044f\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/uk\/%d1%82%d0%b5%d1%81%d1%82-python-mcnemars\/\",\"url\":\"https:\/\/statorials.org\/uk\/%d1%82%d0%b5%d1%81%d1%82-python-mcnemars\/\",\"name\":\"\u042f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0432 Python - \u0421\u0442\u0430\u0442\u043e\u043b\u043e\u0433\u0456\u044f\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/uk\/#website\"},\"datePublished\":\"2023-07-28T14:09:15+00:00\",\"dateModified\":\"2023-07-28T14:09:15+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/uk\/#\/schema\/person\/2affa1a5da08a4b61ab4becd078c191a\"},\"description\":\"\u041f\u0440\u043e\u0441\u0442\u0435 \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u043d\u044f \u0442\u043e\u0433\u043e, \u044f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0443 Python.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/uk\/%d1%82%d0%b5%d1%81%d1%82-python-mcnemars\/#breadcrumb\"},\"inLanguage\":\"uk\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/uk\/%d1%82%d0%b5%d1%81%d1%82-python-mcnemars\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/uk\/%d1%82%d0%b5%d1%81%d1%82-python-mcnemars\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u0434\u043e\u0434\u043e\u043c\u0443\",\"item\":\"https:\/\/statorials.org\/uk\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u042f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 mcnemar \u043d\u0430 python\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/uk\/#website\",\"url\":\"https:\/\/statorials.org\/uk\/\",\"name\":\"Statorials\",\"description\":\"\u0412\u0430\u0448 \u043f\u0443\u0442\u0456\u0432\u043d\u0438\u043a \u0434\u043e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u043d\u043e\u0457 \u043a\u043e\u043c\u043f\u0435\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0456!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/uk\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"uk\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/uk\/#\/schema\/person\/2affa1a5da08a4b61ab4becd078c191a\",\"name\":\"\u0420\u0435\u0434\u0430\u043a\u0446\u0456\u044f\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"uk\",\"@id\":\"https:\/\/statorials.org\/uk\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/uk\/wp-content\/uploads\/2023\/11\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/uk\/wp-content\/uploads\/2023\/11\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u0420\u0435\u0434\u0430\u043a\u0446\u0456\u044f\"},\"description\":\"\u041f\u0440\u0438\u0432\u0456\u0442, \u044f \u0411\u0435\u043d\u0434\u0436\u0430\u043c\u0456\u043d, \u043f\u0440\u043e\u0444\u0435\u0441\u043e\u0440 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u043d\u0430 \u043f\u0435\u043d\u0441\u0456\u0457, \u044f\u043a\u0438\u0439 \u0441\u0442\u0430\u0432 \u0432\u0438\u043a\u043b\u0430\u0434\u0430\u0447\u0435\u043c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438. \u041c\u0430\u044e\u0447\u0438 \u0432\u0435\u043b\u0438\u043a\u0438\u0439 \u0434\u043e\u0441\u0432\u0456\u0434 \u0456 \u0437\u043d\u0430\u043d\u043d\u044f \u0432 \u0433\u0430\u043b\u0443\u0437\u0456 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438, \u044f \u0433\u043e\u0442\u043e\u0432\u0438\u0439 \u043f\u043e\u0434\u0456\u043b\u0438\u0442\u0438\u0441\u044f \u0441\u0432\u043e\u0457\u043c\u0438 \u0437\u043d\u0430\u043d\u043d\u044f\u043c\u0438, \u0449\u043e\u0431 \u0440\u043e\u0437\u0448\u0438\u0440\u0438\u0442\u0438 \u043c\u043e\u0436\u043b\u0438\u0432\u043e\u0441\u0442\u0456 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u0456\u0432 \u0447\u0435\u0440\u0435\u0437 Statorials. \u0414\u0456\u0437\u043d\u0430\u0439\u0442\u0435\u0441\u044f \u0431\u0456\u043b\u044c\u0448\u0435\",\"sameAs\":[\"http:\/\/statorials.org\/uk\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u042f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0432 Python - \u0421\u0442\u0430\u0442\u043e\u043b\u043e\u0433\u0456\u044f","description":"\u041f\u0440\u043e\u0441\u0442\u0435 \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u043d\u044f \u0442\u043e\u0433\u043e, \u044f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0443 Python.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/uk\/\u0442\u0435\u0441\u0442-python-mcnemars\/","og_locale":"uk_UA","og_type":"article","og_title":"\u042f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0432 Python - \u0421\u0442\u0430\u0442\u043e\u043b\u043e\u0433\u0456\u044f","og_description":"\u041f\u0440\u043e\u0441\u0442\u0435 \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u043d\u044f \u0442\u043e\u0433\u043e, \u044f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0443 Python.","og_url":"https:\/\/statorials.org\/uk\/\u0442\u0435\u0441\u0442-python-mcnemars\/","og_site_name":"Statorials","article_published_time":"2023-07-28T14:09:15+00:00","author":"\u0420\u0435\u0434\u0430\u043a\u0446\u0456\u044f","twitter_card":"summary_large_image","twitter_misc":{"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e":"\u0420\u0435\u0434\u0430\u043a\u0446\u0456\u044f"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/uk\/%d1%82%d0%b5%d1%81%d1%82-python-mcnemars\/","url":"https:\/\/statorials.org\/uk\/%d1%82%d0%b5%d1%81%d1%82-python-mcnemars\/","name":"\u042f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0432 Python - \u0421\u0442\u0430\u0442\u043e\u043b\u043e\u0433\u0456\u044f","isPartOf":{"@id":"https:\/\/statorials.org\/uk\/#website"},"datePublished":"2023-07-28T14:09:15+00:00","dateModified":"2023-07-28T14:09:15+00:00","author":{"@id":"https:\/\/statorials.org\/uk\/#\/schema\/person\/2affa1a5da08a4b61ab4becd078c191a"},"description":"\u041f\u0440\u043e\u0441\u0442\u0435 \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u043d\u044f \u0442\u043e\u0433\u043e, \u044f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 McNemar \u0443 Python.","breadcrumb":{"@id":"https:\/\/statorials.org\/uk\/%d1%82%d0%b5%d1%81%d1%82-python-mcnemars\/#breadcrumb"},"inLanguage":"uk","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/uk\/%d1%82%d0%b5%d1%81%d1%82-python-mcnemars\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/uk\/%d1%82%d0%b5%d1%81%d1%82-python-mcnemars\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u0434\u043e\u0434\u043e\u043c\u0443","item":"https:\/\/statorials.org\/uk\/"},{"@type":"ListItem","position":2,"name":"\u042f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u0442\u0435\u0441\u0442 mcnemar \u043d\u0430 python"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/uk\/#website","url":"https:\/\/statorials.org\/uk\/","name":"Statorials","description":"\u0412\u0430\u0448 \u043f\u0443\u0442\u0456\u0432\u043d\u0438\u043a \u0434\u043e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u043d\u043e\u0457 \u043a\u043e\u043c\u043f\u0435\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0456!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/uk\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"uk"},{"@type":"Person","@id":"https:\/\/statorials.org\/uk\/#\/schema\/person\/2affa1a5da08a4b61ab4becd078c191a","name":"\u0420\u0435\u0434\u0430\u043a\u0446\u0456\u044f","image":{"@type":"ImageObject","inLanguage":"uk","@id":"https:\/\/statorials.org\/uk\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/uk\/wp-content\/uploads\/2023\/11\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/uk\/wp-content\/uploads\/2023\/11\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"\u0420\u0435\u0434\u0430\u043a\u0446\u0456\u044f"},"description":"\u041f\u0440\u0438\u0432\u0456\u0442, \u044f \u0411\u0435\u043d\u0434\u0436\u0430\u043c\u0456\u043d, \u043f\u0440\u043e\u0444\u0435\u0441\u043e\u0440 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u043d\u0430 \u043f\u0435\u043d\u0441\u0456\u0457, \u044f\u043a\u0438\u0439 \u0441\u0442\u0430\u0432 \u0432\u0438\u043a\u043b\u0430\u0434\u0430\u0447\u0435\u043c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438. \u041c\u0430\u044e\u0447\u0438 \u0432\u0435\u043b\u0438\u043a\u0438\u0439 \u0434\u043e\u0441\u0432\u0456\u0434 \u0456 \u0437\u043d\u0430\u043d\u043d\u044f \u0432 \u0433\u0430\u043b\u0443\u0437\u0456 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438, \u044f \u0433\u043e\u0442\u043e\u0432\u0438\u0439 \u043f\u043e\u0434\u0456\u043b\u0438\u0442\u0438\u0441\u044f \u0441\u0432\u043e\u0457\u043c\u0438 \u0437\u043d\u0430\u043d\u043d\u044f\u043c\u0438, \u0449\u043e\u0431 \u0440\u043e\u0437\u0448\u0438\u0440\u0438\u0442\u0438 \u043c\u043e\u0436\u043b\u0438\u0432\u043e\u0441\u0442\u0456 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u0456\u0432 \u0447\u0435\u0440\u0435\u0437 Statorials. \u0414\u0456\u0437\u043d\u0430\u0439\u0442\u0435\u0441\u044f \u0431\u0456\u043b\u044c\u0448\u0435","sameAs":["http:\/\/statorials.org\/uk"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/posts\/837"}],"collection":[{"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/comments?post=837"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/posts\/837\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/media?parent=837"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/categories?post=837"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/tags?post=837"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}