{"id":3023,"date":"2023-07-19T14:05:33","date_gmt":"2023-07-19T14:05:33","guid":{"rendered":"https:\/\/statorials.org\/uk\/%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%bd%d0%b0-python\/"},"modified":"2023-07-19T14:05:33","modified_gmt":"2023-07-19T14:05:33","slug":"%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%bd%d0%b0-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/uk\/%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d1%82%d0%b5%d1%81%d1%82-%d0%bd%d0%b0-python\/","title":{"rendered":"\u042f\u043a \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0439\u043d\u0438\u0439 \u0442\u0435\u0441\u0442 \u0443 python (\u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043e\u043c)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u041e\u0434\u043d\u0438\u043c \u0456\u0437 \u0441\u043f\u043e\u0441\u043e\u0431\u0456\u0432 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u043d\u043e\u0433\u043e \u0432\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0437\u0432&#8217;\u044f\u0437\u043a\u0443 \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0437\u043c\u0456\u043d\u043d\u0438\u043c\u0438 \u0454 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f <a href=\"https:\/\/statorials.org\/uk\/\u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442-\u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0456-\u043f\u0456\u0440\u0441\u043e\u043d\u0430-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442\u0430 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u041f\u0456\u0440\u0441\u043e\u043d\u0430<\/a> , \u044f\u043a\u0438\u0439 \u0432\u0438\u043c\u0456\u0440\u044e\u0454 \u043b\u0456\u043d\u0456\u0439\u043d\u0438\u0439 \u0437\u0432&#8217;\u044f\u0437\u043e\u043a \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0437\u043c\u0456\u043d\u043d\u0438\u043c\u0438 <em>.<\/em><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0412\u0456\u043d \u0437\u0430\u0432\u0436\u0434\u0438 \u043f\u0440\u0438\u0439\u043c\u0430\u0454 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0432\u0456\u0434 -1 \u0434\u043e 1, \u0434\u0435:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>-1<\/strong> \u0432\u043a\u0430\u0437\u0443\u0454 \u043d\u0430 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u043e \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u0443 \u043b\u0456\u043d\u0456\u0439\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>0<\/strong> \u043e\u0437\u043d\u0430\u0447\u0430\u0454 \u0432\u0456\u0434\u0441\u0443\u0442\u043d\u0456\u0441\u0442\u044c \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0457 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>1<\/strong> \u0432\u043a\u0430\u0437\u0443\u0454 \u043d\u0430 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u043e \u043f\u043e\u0437\u0438\u0442\u0438\u0432\u043d\u0443 \u043b\u0456\u043d\u0456\u0439\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u0429\u043e\u0431 \u0432\u0438\u0437\u043d\u0430\u0447\u0438\u0442\u0438, \u0447\u0438 \u0454 \u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u043d\u043e \u0437\u043d\u0430\u0447\u0443\u0449\u0438\u043c, \u0432\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u043d\u0438\u0439 t-\u043f\u043e\u043a\u0430\u0437\u043d\u0438\u043a \u0456 p-\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u0434\u043b\u044f \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u043d\u043a\u0443 t-\u043f\u043e\u043a\u0430\u0437\u043d\u0438\u043a\u0430 \u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442\u0430 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 (r):<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>t<\/strong> = r * \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;\">\u0422\u043e\u0434\u0456 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f p \u043e\u0431\u0447\u0438\u0441\u043b\u044e\u0454\u0442\u044c\u0441\u044f \u044f\u043a \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u043d\u0435 \u0434\u0432\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0454 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f p \u0434\u043b\u044f t-\u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u0443 \u0437 n-2 \u0441\u0442\u0443\u043f\u0435\u043d\u044f\u043c\u0438 \u0441\u0432\u043e\u0431\u043e\u0434\u0438.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043a\u043b\u0430\u0434: \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0439\u043d\u0438\u0439 \u0442\u0435\u0441\u0442 \u0443 Python<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0429\u043e\u0431 \u0432\u0438\u0437\u043d\u0430\u0447\u0438\u0442\u0438, \u0447\u0438 \u0454 \u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0437\u043c\u0456\u043d\u043d\u0438\u043c\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u043d\u043e \u0437\u043d\u0430\u0447\u0443\u0449\u0438\u043c, \u0432\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0438\u043a\u043e\u043d\u0430\u0442\u0438 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0439\u043d\u0438\u0439 \u0442\u0435\u0441\u0442 \u0443 Python \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u0444\u0443\u043d\u043a\u0446\u0456\u0457 <strong>pearsonr<\/strong> \u0456\u0437 \u0431\u0456\u0431\u043b\u0456\u043e\u0442\u0435\u043a\u0438 <strong>SciPy<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0426\u044f \u0444\u0443\u043d\u043a\u0446\u0456\u044f \u043f\u043e\u0432\u0435\u0440\u0442\u0430\u0454 \u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0437\u043c\u0456\u043d\u043d\u0438\u043c\u0438, \u0430 \u0442\u0430\u043a\u043e\u0436 \u0434\u0432\u043e\u0431\u0456\u0447\u043d\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f p.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434, \u043f\u0440\u0438\u043f\u0443\u0441\u0442\u0456\u043c\u043e, \u0449\u043e \u043c\u0438 \u043c\u0430\u0454\u043c\u043e \u0442\u0430\u043a\u0456 \u0434\u0432\u0456 \u0442\u0430\u0431\u043b\u0438\u0446\u0456 \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\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0456\u043c\u043f\u043e\u0440\u0442\u0443\u0432\u0430\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0456\u044e <strong>pearsonr<\/strong> \u0456 \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u041f\u0456\u0440\u0441\u043e\u043d\u0430 \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0442\u0430\u0431\u043b\u0438\u0446\u044f\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;\">\u041e\u0441\u044c \u044f\u043a \u0456\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0443\u0432\u0430\u0442\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u041a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u041f\u0456\u0440\u0441\u043e\u043d\u0430 (r): <strong>0,8076<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0414\u0432\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0454 p-\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f: <strong>0,0047<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u041a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u0431\u043b\u0438\u0437\u044c\u043a\u0438\u0439 \u0434\u043e 1, \u0446\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c \u043d\u0430\u043c \u043f\u0440\u043e \u0442\u0435, \u0449\u043e \u0456\u0441\u043d\u0443\u0454 \u0441\u0438\u043b\u044c\u043d\u0438\u0439 \u043f\u043e\u0437\u0438\u0442\u0438\u0432\u043d\u0438\u0439 \u0437\u0432\u2019\u044f\u0437\u043e\u043a \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0437\u043c\u0456\u043d\u043d\u0438\u043c\u0438.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0410 \u043e\u0441\u043a\u0456\u043b\u044c\u043a\u0438 \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u043d\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f p \u043c\u0435\u043d\u0448\u0435 0,05, \u043c\u0438 \u0440\u043e\u0431\u0438\u043c\u043e \u0432\u0438\u0441\u043d\u043e\u0432\u043e\u043a, \u0449\u043e \u0456\u0441\u043d\u0443\u0454 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u043d\u043e \u0437\u043d\u0430\u0447\u0443\u0449\u0438\u0439 \u0437\u0432\u2019\u044f\u0437\u043e\u043a \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0437\u043c\u0456\u043d\u043d\u0438\u043c\u0438.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0417\u0432\u0435\u0440\u043d\u0456\u0442\u044c \u0443\u0432\u0430\u0433\u0443, \u0449\u043e \u043c\u0438 \u0442\u0430\u043a\u043e\u0436 \u043c\u043e\u0436\u0435\u043c\u043e \u043e\u0442\u0440\u0438\u043c\u0430\u0442\u0438 \u0456\u043d\u0434\u0438\u0432\u0456\u0434\u0443\u0430\u043b\u044c\u043d\u0438\u0439 \u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u0442\u0430 p-\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0437 \u0444\u0443\u043d\u043a\u0446\u0456\u0457 <strong>\u041f\u0456\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;\">\u0426\u0456 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0442\u0440\u043e\u0445\u0438 \u043b\u0435\u0433\u0448\u0435 \u0447\u0438\u0442\u0430\u0442\u0438 \u043f\u043e\u0440\u0456\u0432\u043d\u044f\u043d\u043e \u0437 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c \u043e\u0440\u0438\u0433\u0456\u043d\u0430\u043b\u044c\u043d\u043e\u0457 \u0444\u0443\u043d\u043a\u0446\u0456\u0457 <strong>Pearsonr<\/strong> .<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u0414\u043e\u0434\u0430\u0442\u043a\u043e\u0432\u0456 \u0440\u0435\u0441\u0443\u0440\u0441\u0438<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0423 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0445 \u043f\u043e\u0441\u0456\u0431\u043d\u0438\u043a\u0430\u0445 \u043d\u0430\u0434\u0430\u0454\u0442\u044c\u0441\u044f \u0434\u043e\u0434\u0430\u0442\u043a\u043e\u0432\u0430 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u044f \u043f\u0440\u043e \u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442\u0438 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/uk\/\u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442-\u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0456-\u043f\u0456\u0440\u0441\u043e\u043d\u0430-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0412\u0441\u0442\u0443\u043f \u0434\u043e \u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442\u0430 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u041f\u0456\u0440\u0441\u043e\u043d\u0430<\/a><br \/> <a href=\"https:\/\/statorials.org\/uk\" target=\"_blank\" rel=\"noopener\">\u0429\u043e \u0432\u0432\u0430\u0436\u0430\u0454\u0442\u044c\u0441\u044f \u00ab\u0441\u0438\u043b\u044c\u043d\u043e\u044e\u00bb \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0454\u044e?<\/a><br \/> <a href=\"https:\/\/statorials.org\/uk\/\u0433\u0456\u043f\u043e\u0442\u0435\u0437\u0438-\u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0456-\u043f\u0456\u0440\u0441\u043e\u043d\u0430\/\" target=\"_blank\" rel=\"noopener\">\u041f&#8217;\u044f\u0442\u044c \u0433\u0456\u043f\u043e\u0442\u0435\u0437 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u041f\u0456\u0440\u0441\u043e\u043d\u0430<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041e\u0434\u043d\u0438\u043c \u0456\u0437 \u0441\u043f\u043e\u0441\u043e\u0431\u0456\u0432 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u043d\u043e\u0433\u043e \u0432\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0437\u0432&#8217;\u044f\u0437\u043a\u0443 \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0437\u043c\u0456\u043d\u043d\u0438\u043c\u0438 \u0454 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f \u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442\u0430 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u041f\u0456\u0440\u0441\u043e\u043d\u0430 , \u044f\u043a\u0438\u0439 \u0432\u0438\u043c\u0456\u0440\u044e\u0454 \u043b\u0456\u043d\u0456\u0439\u043d\u0438\u0439 \u0437\u0432&#8217;\u044f\u0437\u043e\u043a \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0437\u043c\u0456\u043d\u043d\u0438\u043c\u0438 . \u0412\u0456\u043d \u0437\u0430\u0432\u0436\u0434\u0438 \u043f\u0440\u0438\u0439\u043c\u0430\u0454 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0432\u0456\u0434 -1 \u0434\u043e 1, \u0434\u0435: -1 \u0432\u043a\u0430\u0437\u0443\u0454 \u043d\u0430 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u043e \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u0443 \u043b\u0456\u043d\u0456\u0439\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e 0 \u043e\u0437\u043d\u0430\u0447\u0430\u0454 \u0432\u0456\u0434\u0441\u0443\u0442\u043d\u0456\u0441\u0442\u044c \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0457 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 1 \u0432\u043a\u0430\u0437\u0443\u0454 \u043d\u0430 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u043e \u043f\u043e\u0437\u0438\u0442\u0438\u0432\u043d\u0443 \u043b\u0456\u043d\u0456\u0439\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0429\u043e\u0431 \u0432\u0438\u0437\u043d\u0430\u0447\u0438\u0442\u0438, \u0447\u0438 \u0454 [&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 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0439\u043d\u0438\u0439 \u0442\u0435\u0441\u0442 \u0443 Python (\u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043e\u043c) - \u0421\u0442\u0430\u0442\u043e\u043b\u043e\u0433\u0456\u044f<\/title>\n<meta name=\"description\" content=\"\u0423 \u0446\u044c\u043e\u043c\u0443 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a\u0443 \u043f\u043e\u044f\u0441\u043d\u044e\u0454\u0442\u044c\u0441\u044f, \u044f\u043a \u043d\u0430\u043c\u0430\u043b\u044e\u0432\u0430\u0442\u0438 \u043a\u0456\u043b\u044c\u043a\u0430 \u043b\u0456\u043d\u0456\u0439 \u043c\u043e\u0440\u0441\u044c\u043a\u043e\u0457 \u0434\u0456\u043b\u044f\u043d\u043a\u0438 \u0432 Python, \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0447\u0438 \u043f\u0440\u0438\u043a\u043b\u0430\u0434.\" \/>\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\/\u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0438\u043d\u0438\u0438-\u0442\u0435\u0441\u0442-\u043d\u0430-python\/\" \/>\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 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0439\u043d\u0438\u0439 \u0442\u0435\u0441\u0442 \u0443 Python (\u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043e\u043c) - \u0421\u0442\u0430\u0442\u043e\u043b\u043e\u0433\u0456\u044f\" \/>\n<meta property=\"og:description\" content=\"\u0423 \u0446\u044c\u043e\u043c\u0443 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a\u0443 \u043f\u043e\u044f\u0441\u043d\u044e\u0454\u0442\u044c\u0441\u044f, \u044f\u043a \u043d\u0430\u043c\u0430\u043b\u044e\u0432\u0430\u0442\u0438 \u043a\u0456\u043b\u044c\u043a\u0430 \u043b\u0456\u043d\u0456\u0439 \u043c\u043e\u0440\u0441\u044c\u043a\u043e\u0457 \u0434\u0456\u043b\u044f\u043d\u043a\u0438 \u0432 Python, \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0447\u0438 \u043f\u0440\u0438\u043a\u043b\u0430\u0434.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/uk\/\u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0438\u043d\u0438\u0438-\u0442\u0435\u0441\u0442-\u043d\u0430-python\/\" 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