{"id":3024,"date":"2023-07-19T14:05:33","date_gmt":"2023-07-19T14:05:33","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python\/"},"modified":"2023-07-19T14:05:33","modified_gmt":"2023-07-19T14:05:33","slug":"%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python\/","title":{"rendered":"\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 \u0432 python (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u041e\u0434\u0438\u043d \u0438\u0437 \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u0432 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0441\u0432\u044f\u0437\u0438 \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 \u2013 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c <a href=\"https:\/\/statorials.org\/ru\/\u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442-\u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438-\u043f\u0438\u0440\u0441\u043e\u043d\u0430-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u041f\u0438\u0440\u0441\u043e\u043d\u0430<\/a> , \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u0441\u0432\u044f\u0437\u044c \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 <em>.<\/em><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041e\u043d \u0432\u0441\u0435\u0433\u0434\u0430 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043e\u0442 -1 \u0434\u043e 1, \u0433\u0434\u0435:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>-1<\/strong> \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u043d\u043e \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044e.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>0<\/strong> \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>1<\/strong> \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u043d\u043e \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044e.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u0427\u0442\u043e\u0431\u044b \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c, \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043b\u0438 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u043c, \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u044c \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 t-\u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c \u0438 p-\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u0434\u043b\u044f \u0440\u0430\u0441\u0447\u0435\u0442\u0430 t-\u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u0430 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 (r):<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u0442<\/strong> = \u0440 * \u221a <span style=\"border-top: 1px solid black;\">n-2<\/span> \/ \u221a <span style=\"border-top: 1px solid black;\">1-r <sup>2<\/sup><\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0417\u0430\u0442\u0435\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 p \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435 \u0434\u0432\u0443\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 p \u0434\u043b\u044f t-\u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0441 n-2 \u0441\u0442\u0435\u043f\u0435\u043d\u044f\u043c\u0438 \u0441\u0432\u043e\u0431\u043e\u0434\u044b.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440: \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 \u0432 Python<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0427\u0442\u043e\u0431\u044b \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c, \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043b\u0438 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u043c, \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0442\u0435\u0441\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u0432 Python, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>pearsonr<\/strong> \u0438\u0437 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 <strong>SciPy<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u042d\u0442\u0430 \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0434\u0432\u0443\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 p.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u0447\u0442\u043e \u0443 \u043d\u0430\u0441 \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0434\u0432\u0435 \u0442\u0430\u0431\u043b\u0438\u0446\u044b \u0432 Python:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create two arrays\n<\/span>x = [3, 4, 4, 5, 7, 8, 10, 12, 13, 15]\ny = [2, 4, 4, 5, 4, 7, 8, 19, 14, 10]\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041c\u044b \u043c\u043e\u0436\u0435\u043c \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>\u041f\u0438\u0440\u0441\u043e\u043d\u0430<\/strong> \u0438 \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u041f\u0438\u0440\u0441\u043e\u043d\u0430 \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u0442\u0430\u0431\u043b\u0438\u0446\u0430\u043c\u0438:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">stats<\/span> . <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">import<\/span> pearsonr\n\n<span style=\"color: #008080;\">#calculation correlation coefficient and p-value between x and y<\/span>\npearsonr(x, y)\n\n(0.8076177030748631, 0.004717255828132089)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0412\u043e\u0442 \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u041a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u041f\u0438\u0440\u0441\u043e\u043d\u0430 (r): <strong>0,8076<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0414\u0432\u0443\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 p: <strong>0,0047.<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u041a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u0431\u043b\u0438\u0437\u043e\u043a \u043a 1, \u0447\u0442\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u0442\u043e\u043c, \u0447\u0442\u043e \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0441\u0438\u043b\u044c\u043d\u0430\u044f \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0410 \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 p \u043c\u0435\u043d\u044c\u0448\u0435 0,05, \u043c\u044b \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u0435\u043c, \u0447\u0442\u043e \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u043d\u0430\u0447\u0438\u043c\u0430\u044f \u0441\u0432\u044f\u0437\u044c.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041e\u0431\u0440\u0430\u0442\u0438\u0442\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435, \u0447\u0442\u043e \u043c\u044b \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0436\u0435\u043c \u0438\u0437\u0432\u043b\u0435\u0447\u044c \u0438\u043d\u0434\u0438\u0432\u0438\u0434\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 p \u0438\u0437 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 <strong>\u041f\u0438\u0440\u0441\u043e\u043d\u0430<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#extract correlation coefficient (rounded to 4 decimal places)<\/span>\nr = round(pearsonr(x, y)[ <span style=\"color: #008000;\">0<\/span> ], 4)\n\n<span style=\"color: #008000;\">print<\/span> (r)\n\n0.8076\n\n<span style=\"color: #008080;\">#extract p-value (rounded to 4 decimal places)<\/span> \np = round(pearsonr(x, y)[ <span style=\"color: #008000;\">1<\/span> ], 4)\n\n<span style=\"color: #008000;\">print<\/span> (p) \n\n0.0047\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u043c\u043d\u043e\u0433\u043e \u043b\u0435\u0433\u0447\u0435 \u0447\u0438\u0442\u0430\u0442\u044c \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u0432\u044b\u0432\u043e\u0434\u043e\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 <strong>pearsonr<\/strong> .<\/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;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0443\u0447\u0435\u0431\u043d\u044b\u0435 \u043f\u043e\u0441\u043e\u0431\u0438\u044f \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043e \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u0430\u0445 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ru\/\u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442-\u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438-\u043f\u0438\u0440\u0441\u043e\u043d\u0430-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0412\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u041f\u0438\u0440\u0441\u043e\u043d\u0430<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\" target=\"_blank\" rel=\"noopener\">\u0427\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u00ab\u0441\u0438\u043b\u044c\u043d\u043e\u0439\u00bb \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0435\u0439?<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b-\u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438-\u043f\u0438\u0440\u0441\u043e\u043d\u0430\/\" target=\"_blank\" rel=\"noopener\">\u041f\u044f\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u041f\u0438\u0440\u0441\u043e\u043d\u0430<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041e\u0434\u0438\u043d \u0438\u0437 \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u0432 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0441\u0432\u044f\u0437\u0438 \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 \u2013 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u041f\u0438\u0440\u0441\u043e\u043d\u0430 , \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u0441\u0432\u044f\u0437\u044c \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 . \u041e\u043d \u0432\u0441\u0435\u0433\u0434\u0430 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043e\u0442 -1 \u0434\u043e 1, \u0433\u0434\u0435: -1 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u043d\u043e \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044e. 0 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 1 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u043d\u043e \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044e. \u0427\u0442\u043e\u0431\u044b \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c, \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f [&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-3024","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 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 \u0432 Python (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c) \u2014 Statorials<\/title>\n<meta name=\"description\" content=\"\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u043d\u0430\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043b\u0438\u043d\u0438\u0439 \u043d\u0430 \u043c\u043e\u0440\u0441\u043a\u043e\u043c \u0433\u0440\u0430\u0444\u0438\u043a\u0435 \u0432 Python, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u0440\u0438\u043c\u0435\u0440.\" \/>\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\/ru\/\u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0438-\u0442\u0435\u0441\u0442-\u0432-python\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 \u0432 Python (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c) \u2014 Statorials\" \/>\n<meta property=\"og:description\" content=\"\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u043d\u0430\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043b\u0438\u043d\u0438\u0439 \u043d\u0430 \u043c\u043e\u0440\u0441\u043a\u043e\u043c \u0433\u0440\u0430\u0444\u0438\u043a\u0435 \u0432 Python, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u0440\u0438\u043c\u0435\u0440.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ru\/\u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0438-\u0442\u0435\u0441\u0442-\u0432-python\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-19T14:05:33+00:00\" \/>\n<meta name=\"author\" content=\"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u0430\u0432\u0442\u043e\u0440\u043e\u043c\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python\/\",\"url\":\"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python\/\",\"name\":\"\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 \u0432 Python (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c) \u2014 Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/ru\/#website\"},\"datePublished\":\"2023-07-19T14:05:33+00:00\",\"dateModified\":\"2023-07-19T14:05:33+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/ru\/#\/schema\/person\/774949a85feafc6654ba9cefc39d3cae\"},\"description\":\"\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u043d\u0430\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043b\u0438\u043d\u0438\u0439 \u043d\u0430 \u043c\u043e\u0440\u0441\u043a\u043e\u043c \u0433\u0440\u0430\u0444\u0438\u043a\u0435 \u0432 Python, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u0440\u0438\u043c\u0435\u0440.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python\/#breadcrumb\"},\"inLanguage\":\"ru-RU\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u0414\u043e\u043c\",\"item\":\"https:\/\/statorials.org\/ru\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 \u0432 python (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/ru\/#website\",\"url\":\"https:\/\/statorials.org\/ru\/\",\"name\":\"Statorials\",\"description\":\"\u0412\u0430\u0448 \u043f\u0443\u0442\u0435\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043f\u043e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0433\u0440\u0430\u043c\u043e\u0442\u043d\u043e\u0441\u0442\u0438!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/ru\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"ru-RU\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/ru\/#\/schema\/person\/774949a85feafc6654ba9cefc39d3cae\",\"name\":\"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ru-RU\",\"@id\":\"https:\/\/statorials.org\/ru\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/ru\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/ru\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d\"},\"description\":\"\u0417\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439\u0442\u0435, \u044f \u0411\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d, \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u043e\u0440 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u043d\u0430 \u043f\u0435\u043d\u0441\u0438\u0438, \u0441\u0442\u0430\u0432\u0448\u0438\u0439 \u043f\u0440\u0435\u0434\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0435\u043f\u043e\u0434\u0430\u0432\u0430\u0442\u0435\u043b\u0435\u043c Statorials. \u0418\u043c\u0435\u044f \u043e\u0431\u0448\u0438\u0440\u043d\u044b\u0439 \u043e\u043f\u044b\u0442 \u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u0434\u0435\u043b\u0438\u0442\u044c\u0441\u044f \u0441\u0432\u043e\u0438\u043c\u0438 \u0437\u043d\u0430\u043d\u0438\u044f\u043c\u0438, \u0447\u0442\u043e\u0431\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0438\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u043e\u0432 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Statorials. \u0423\u0437\u043d\u0430\u0442\u044c \u0431\u043e\u043b\u044c\u0448\u0435\",\"sameAs\":[\"https:\/\/statorials.org\/ru\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 \u0432 Python (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c) \u2014 Statorials","description":"\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u043d\u0430\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043b\u0438\u043d\u0438\u0439 \u043d\u0430 \u043c\u043e\u0440\u0441\u043a\u043e\u043c \u0433\u0440\u0430\u0444\u0438\u043a\u0435 \u0432 Python, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u0440\u0438\u043c\u0435\u0440.","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\/ru\/\u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0438-\u0442\u0435\u0441\u0442-\u0432-python\/","og_locale":"ru_RU","og_type":"article","og_title":"\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 \u0432 Python (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c) \u2014 Statorials","og_description":"\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u043d\u0430\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043b\u0438\u043d\u0438\u0439 \u043d\u0430 \u043c\u043e\u0440\u0441\u043a\u043e\u043c \u0433\u0440\u0430\u0444\u0438\u043a\u0435 \u0432 Python, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u0440\u0438\u043c\u0435\u0440.","og_url":"https:\/\/statorials.org\/ru\/\u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0438-\u0442\u0435\u0441\u0442-\u0432-python\/","og_site_name":"Statorials","article_published_time":"2023-07-19T14:05:33+00:00","author":"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d","twitter_card":"summary_large_image","twitter_misc":{"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u0430\u0432\u0442\u043e\u0440\u043e\u043c":"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python\/","url":"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python\/","name":"\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 \u0432 Python (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c) \u2014 Statorials","isPartOf":{"@id":"https:\/\/statorials.org\/ru\/#website"},"datePublished":"2023-07-19T14:05:33+00:00","dateModified":"2023-07-19T14:05:33+00:00","author":{"@id":"https:\/\/statorials.org\/ru\/#\/schema\/person\/774949a85feafc6654ba9cefc39d3cae"},"description":"\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u043d\u0430\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043b\u0438\u043d\u0438\u0439 \u043d\u0430 \u043c\u043e\u0440\u0441\u043a\u043e\u043c \u0433\u0440\u0430\u0444\u0438\u043a\u0435 \u0432 Python, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u0440\u0438\u043c\u0435\u0440.","breadcrumb":{"@id":"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python\/#breadcrumb"},"inLanguage":"ru-RU","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/ru\/%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%be%d0%bd%d0%bd%d1%8b%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%b2-python\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u0414\u043e\u043c","item":"https:\/\/statorials.org\/ru\/"},{"@type":"ListItem","position":2,"name":"\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 \u0432 python (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c)"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/ru\/#website","url":"https:\/\/statorials.org\/ru\/","name":"Statorials","description":"\u0412\u0430\u0448 \u043f\u0443\u0442\u0435\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043f\u043e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0433\u0440\u0430\u043c\u043e\u0442\u043d\u043e\u0441\u0442\u0438!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/ru\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"ru-RU"},{"@type":"Person","@id":"https:\/\/statorials.org\/ru\/#\/schema\/person\/774949a85feafc6654ba9cefc39d3cae","name":"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d","image":{"@type":"ImageObject","inLanguage":"ru-RU","@id":"https:\/\/statorials.org\/ru\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/ru\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/ru\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d"},"description":"\u0417\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439\u0442\u0435, \u044f \u0411\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d, \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u043e\u0440 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u043d\u0430 \u043f\u0435\u043d\u0441\u0438\u0438, \u0441\u0442\u0430\u0432\u0448\u0438\u0439 \u043f\u0440\u0435\u0434\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0435\u043f\u043e\u0434\u0430\u0432\u0430\u0442\u0435\u043b\u0435\u043c Statorials. \u0418\u043c\u0435\u044f \u043e\u0431\u0448\u0438\u0440\u043d\u044b\u0439 \u043e\u043f\u044b\u0442 \u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u0434\u0435\u043b\u0438\u0442\u044c\u0441\u044f \u0441\u0432\u043e\u0438\u043c\u0438 \u0437\u043d\u0430\u043d\u0438\u044f\u043c\u0438, \u0447\u0442\u043e\u0431\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0438\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u043e\u0432 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Statorials. \u0423\u0437\u043d\u0430\u0442\u044c \u0431\u043e\u043b\u044c\u0448\u0435","sameAs":["https:\/\/statorials.org\/ru"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/posts\/3024","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/comments?post=3024"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/posts\/3024\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/media?parent=3024"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/categories?post=3024"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/tags?post=3024"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}