{"id":1167,"date":"2023-07-27T10:11:54","date_gmt":"2023-07-27T10:11:54","guid":{"rendered":"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba\/"},"modified":"2023-07-27T10:11:54","modified_gmt":"2023-07-27T10:11:54","slug":"%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba","status":"publish","type":"post","link":"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba\/","title":{"rendered":"\u042f\u043a \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0432 \u043f\u0430\u043d\u0434\u0430\u0445: \u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u041a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0439\u043d\u0456 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457<\/strong> \u2014 \u0446\u0435 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0447\u0430\u0441\u043e\u0432\u0438\u043c\u0438 \u0440\u044f\u0434\u0430\u043c\u0438 \u0432 \u043a\u043e\u0432\u0437\u043d\u043e\u043c\u0443 \u0432\u0456\u043a\u043d\u0456. \u041e\u0434\u043d\u0430 \u0437 \u043f\u0435\u0440\u0435\u0432\u0430\u0433 \u0446\u044c\u043e\u0433\u043e \u0442\u0438\u043f\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u043f\u043e\u043b\u044f\u0433\u0430\u0454 \u0432 \u0442\u043e\u043c\u0443, \u0449\u043e \u0432\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0447\u0430\u0441\u043e\u0432\u0438\u043c\u0438 \u0440\u044f\u0434\u0430\u043c\u0438 \u0437 \u0447\u0430\u0441\u043e\u043c.<\/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 \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u0442\u0430 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0432\u0437\u0430\u044e\u0447\u0456 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u0434\u043b\u044f pandas DataFrame \u0443 Python.<\/span><\/p>\n<h3> <strong>\u042f\u043a \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u043e\u0431\u0435\u0440\u0442\u0430\u043d\u043d\u044f \u0432 \u043f\u0430\u043d\u0434\u0430\u0445<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0438\u043f\u0443\u0441\u0442\u0456\u043c\u043e, \u0449\u043e \u043c\u0438 \u043c\u0430\u0454\u043c\u043e \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0439 \u043a\u0430\u0434\u0440 \u0434\u0430\u043d\u0438\u0445, \u044f\u043a\u0438\u0439 \u0432\u0456\u0434\u043e\u0431\u0440\u0430\u0436\u0430\u0454 \u0437\u0430\u0433\u0430\u043b\u044c\u043d\u0443 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044c \u043f\u0440\u043e\u0434\u0430\u043d\u0438\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0456\u0432 \u0434\u043b\u044f \u0434\u0432\u043e\u0445 \u0440\u0456\u0437\u043d\u0438\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0456\u0432 ( <em>x<\/em> \u0456 <em>y<\/em> ) \u0437\u0430 15-\u043c\u0456\u0441\u044f\u0447\u043d\u0438\u0439 \u043f\u0435\u0440\u0456\u043e\u0434:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd<\/span>\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np<\/span>\n\n#createDataFrame<\/span>\ndf = pd.DataFrame({'month': np. <span style=\"color: #3366ff;\">arange<\/span> (1, 16),\n                   'x': [13, 15, 16, 15, 17, 20, 22, 24, 25, 26, 23, 24, 23, 22, 20],\n                   'y': [22, 24, 23, 27, 26, 26, 27, 30, 33, 32, 27, 25, 28, 26, 28]})\n\n<span style=\"color: #008080;\">#view first six rows\n<\/span>df. <span style=\"color: #3366ff;\">head<\/span> ()\n\n  month xy\n1 1 13 22\n2 2 15 24\n3 3 16 23\n4 4 15 27\n5 5 17 26\n6 6 20 26<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0429\u043e\u0431 \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u0437\u043c\u0456\u043d\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0432 pandas, \u043c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u0442\u0438 <a href=\"https:\/\/pandas.pydata.org\/pandas-docs\/stable\/reference\/api\/pandas.core.window.rolling.Rolling.corr.html\" target=\"_blank\" rel=\"noopener noreferrer\">\u0444\u0443\u043d\u043a\u0446\u0456\u044e Rolling.corr()<\/a> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0426\u044f \u0444\u0443\u043d\u043a\u0446\u0456\u044f \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>df[&#8216;x&#8217;].rolling(width).corr(df[&#8216;y&#8217;])<\/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>df:<\/strong> \u0456\u043c&#8217;\u044f \u043a\u0430\u0434\u0440\u0443 \u0434\u0430\u043d\u0438\u0445<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u0448\u0438\u0440\u0438\u043d\u0430:<\/strong> \u0446\u0456\u043b\u0435 \u0447\u0438\u0441\u043b\u043e, \u0449\u043e \u0432\u0438\u0437\u043d\u0430\u0447\u0430\u0454 \u0448\u0438\u0440\u0438\u043d\u0443 \u0432\u0456\u043a\u043d\u0430 \u0434\u043b\u044f \u043a\u043e\u0432\u0437\u043d\u043e\u0457 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>x, y:<\/strong> \u043d\u0430\u0437\u0432\u0438 \u0434\u0432\u043e\u0445 \u0441\u0442\u043e\u0432\u043f\u0446\u0456\u0432 \u0434\u043b\u044f \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044f \u043a\u043e\u0432\u0437\u043d\u043e\u0457 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u043c\u0456\u0436 \u043d\u0438\u043c\u0438<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u041e\u0441\u044c \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 \u0434\u043b\u044f \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044f 3-\u043c\u0456\u0441\u044f\u0447\u043d\u043e\u0457 \u043a\u043e\u0432\u0437\u043d\u043e\u0457 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u043f\u0440\u043e\u0434\u0430\u0436\u0456\u0432 \u043c\u0456\u0436 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u043c <em>x<\/em> \u0456 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u043c <em>y<\/em> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate 3-month rolling correlation between sales for <em>x<\/em> and <em>y<\/em><\/span>\ndf[' <span style=\"color: #008000;\">x<\/span> ']. <span style=\"color: #3366ff;\">rolling<\/span> (3). <span style=\"color: #3366ff;\">corr<\/span> (df[' <span style=\"color: #008000;\">y<\/span> '])\n\n0 NaN\n1 NaN\n2 0.654654\n3 -0.693375\n4 -0.240192\n5 -0.802955\n6 0.802955\n7 0.960769\n8 0.981981\n9 0.654654\n10 0.882498\n11 0.817057\n12 -0.944911\n13 -0.327327\n14 -0.188982\ndtype:float64\n<\/strong><\/pre>\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\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u043c\u0456\u0436 \u043f\u0440\u043e\u0434\u0430\u0436\u0430\u043c\u0438 \u0434\u0432\u043e\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0456\u0432 \u0437\u0430 \u043f\u043e\u043f\u0435\u0440\u0435\u0434\u043d\u0456 3 \u043c\u0456\u0441\u044f\u0446\u0456. \u041d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u041a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044f \u043f\u0440\u043e\u0434\u0430\u0436\u0456\u0432 \u0443 1-3 \u043c\u0456\u0441\u044f\u0446\u0456 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0430 <strong>0,654654<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u041a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044f \u043f\u0440\u043e\u0434\u0430\u0436\u0456\u0432 \u0443 \u043c\u0456\u0441\u044f\u0446\u0456 2-4 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0430 <strong>-0,693375.<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">\u041a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044f \u043f\u0440\u043e\u0434\u0430\u0436\u0456\u0432 \u0443 \u043c\u0456\u0441\u044f\u0446\u0456 3-5 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0430 <strong>-0,240192.<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u0406 \u0442\u0430\u043a \u0434\u0430\u043b\u0456.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u043b\u0435\u0433\u043a\u043e \u043d\u0430\u043b\u0430\u0448\u0442\u0443\u0432\u0430\u0442\u0438 \u0446\u044e \u0444\u043e\u0440\u043c\u0443\u043b\u0443, \u0449\u043e\u0431 \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u0437\u043c\u0456\u043d\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0434\u043b\u044f \u0456\u043d\u0448\u043e\u0433\u043e \u043f\u0435\u0440\u0456\u043e\u0434\u0443 \u0447\u0430\u0441\u0443. \u041d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434, \u0443 \u043d\u0430\u0432\u0435\u0434\u0435\u043d\u043e\u043c\u0443 \u043d\u0438\u0436\u0447\u0435 \u043a\u043e\u0434\u0456 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u044f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 6-\u043c\u0456\u0441\u044f\u0447\u043d\u0443 \u0437\u043c\u0456\u043d\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u043f\u0440\u043e\u0434\u0430\u0436\u0456\u0432 \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u043c\u0438:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate 6-month rolling correlation between sales for <em>x<\/em> and <em>y<\/em><\/span>\ndf[' <span style=\"color: #008000;\">x<\/span> ']. <span style=\"color: #3366ff;\">rolling<\/span> (6). <span style=\"color: #3366ff;\">corr<\/span> (df[' <span style=\"color: #008000;\">y<\/span> ']) \n0 NaN\n1 NaN\n2 NaN\n3 NaN\n4 NaN\n5 0.558742\n6 0.485855\n7 0.693103\n8 0.756476\n9 0.895929\n10 0.906772\n11 0.715542\n12 0.717374\n13 0.768447\n14 0.454148\ndtype:float64\n<\/strong><\/pre>\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\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u043f\u0440\u043e\u0434\u0430\u0436\u0430\u043c\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0443 \u0437\u0430 \u043f\u043e\u043f\u0435\u0440\u0435\u0434\u043d\u0456 6 \u043c\u0456\u0441\u044f\u0446\u0456\u0432. \u041d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u041a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044f \u043f\u0440\u043e\u0434\u0430\u0436\u0456\u0432 \u0443 \u043c\u0456\u0441\u044f\u0446\u044f\u0445 1-6 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0430 <strong>0,558742<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u041a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044f \u043f\u0440\u043e\u0434\u0430\u0436\u0456\u0432 \u0443 \u043c\u0456\u0441\u044f\u0446\u0456 2-7 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0430 <strong>0,485855.<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">\u041a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044f \u043f\u0440\u043e\u0434\u0430\u0436\u0456\u0432 \u0443 \u043c\u0456\u0441\u044f\u0446\u0456 3-8 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0430 <strong>0,693103.<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u0406 \u0442\u0430\u043a \u0434\u0430\u043b\u0456.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041a\u043e\u043c\u0435\u043d\u0442\u0430\u0440\u0456<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u041e\u0441\u044c \u0434\u0435\u044f\u043a\u0456 \u043f\u0440\u0438\u043c\u0456\u0442\u043a\u0438 \u0449\u043e\u0434\u043e \u0444\u0443\u043d\u043a\u0446\u0456\u0439, \u044f\u043a\u0456 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c\u0441\u044f \u0432 \u0446\u0438\u0445 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u0445:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u0428\u0438\u0440\u0438\u043d\u0430<\/strong> (\u0442\u043e\u0431\u0442\u043e \u0440\u043e\u0437\u043a\u0440\u0438\u0432\u043d\u0435 \u0432\u0456\u043a\u043d\u043e) \u043c\u0430\u0454 \u0434\u043e\u0440\u0456\u0432\u043d\u044e\u0432\u0430\u0442\u0438 \u0430\u0431\u043e \u043f\u0435\u0440\u0435\u0432\u0438\u0449\u0443\u0432\u0430\u0442\u0438 3, \u0449\u043e\u0431 \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0412\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0437\u043d\u0430\u0439\u0442\u0438 \u043f\u043e\u0432\u043d\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0456\u044e \u0434\u043b\u044f \u0444\u0443\u043d\u043a\u0446\u0456\u0457 Rolling.corr() <a href=\"https:\/\/pandas.pydata.org\/pandas-docs\/stable\/reference\/api\/pandas.core.window.rolling.Rolling.corr.html\" target=\"_blank\" rel=\"noopener noreferrer\">\u0442\u0443\u0442<\/a> .<\/span><\/li>\n<\/ul>\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> <a href=\"https:\/\/statorials.org\/uk\/\u0440\u0443\u0445\u043e\u043c\u0430-\u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044f-\u0432-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u042f\u043a \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0432 R<\/a><br \/> <a href=\"https:\/\/statorials.org\/uk\/\u043f\u043b\u0430\u0432\u043d\u0430-\u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044f-excel\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u042f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u0437\u043c\u0456\u043d\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0432 Excel<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0439\u043d\u0456 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u2014 \u0446\u0435 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0447\u0430\u0441\u043e\u0432\u0438\u043c\u0438 \u0440\u044f\u0434\u0430\u043c\u0438 \u0432 \u043a\u043e\u0432\u0437\u043d\u043e\u043c\u0443 \u0432\u0456\u043a\u043d\u0456. \u041e\u0434\u043d\u0430 \u0437 \u043f\u0435\u0440\u0435\u0432\u0430\u0433 \u0446\u044c\u043e\u0433\u043e \u0442\u0438\u043f\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u043f\u043e\u043b\u044f\u0433\u0430\u0454 \u0432 \u0442\u043e\u043c\u0443, \u0449\u043e \u0432\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0447\u0430\u0441\u043e\u0432\u0438\u043c\u0438 \u0440\u044f\u0434\u0430\u043c\u0438 \u0437 \u0447\u0430\u0441\u043e\u043c. \u0426\u0435\u0439 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a \u043f\u043e\u044f\u0441\u043d\u044e\u0454, \u044f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u0442\u0430 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0432\u0437\u0430\u044e\u0447\u0456 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0457 \u0434\u043b\u044f pandas DataFrame \u0443 Python. \u042f\u043a \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u043e\u0431\u0435\u0440\u0442\u0430\u043d\u043d\u044f \u0432 \u043f\u0430\u043d\u0434\u0430\u0445 \u041f\u0440\u0438\u043f\u0443\u0441\u0442\u0456\u043c\u043e, \u0449\u043e \u043c\u0438 [&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 \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0432 \u043f\u0430\u043d\u0434\u0430\u0445: \u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438<\/title>\n<meta name=\"description\" content=\"\u0426\u0435\u0439 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a \u043f\u043e\u044f\u0441\u043d\u044e\u0454, \u044f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0434\u043b\u044f pandas DataFrame \u0443 Python \u0456\u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043e\u043c.\" \/>\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\/\u043f\u0430\u043d\u0434\u0438-\u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0438\u043d\u0438\u0438-\u043f\u0456\u0434\u0448\u0438\u043f\u043d\u0438\u043a\/\" \/>\n<meta property=\"og:locale\" content=\"uk_UA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u042f\u043a \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0432 \u043f\u0430\u043d\u0434\u0430\u0445: \u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438\" \/>\n<meta property=\"og:description\" content=\"\u0426\u0435\u0439 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a \u043f\u043e\u044f\u0441\u043d\u044e\u0454, \u044f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0434\u043b\u044f pandas DataFrame \u0443 Python \u0456\u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043e\u043c.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/uk\/\u043f\u0430\u043d\u0434\u0438-\u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0438\u043d\u0438\u0438-\u043f\u0456\u0434\u0448\u0438\u043f\u043d\u0438\u043a\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T10:11:54+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\t<meta name=\"twitter:label2\" content=\"\u041f\u0440\u0438\u0431\u043b. \u0447\u0430\u0441 \u0447\u0438\u0442\u0430\u043d\u043d\u044f\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u0445\u0432\u0438\u043b\u0438\u043d\u0430\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba\/\",\"url\":\"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba\/\",\"name\":\"\u042f\u043a \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0432 \u043f\u0430\u043d\u0434\u0430\u0445: \u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/uk\/#website\"},\"datePublished\":\"2023-07-27T10:11:54+00:00\",\"dateModified\":\"2023-07-27T10:11:54+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/uk\/#\/schema\/person\/2affa1a5da08a4b61ab4becd078c191a\"},\"description\":\"\u0426\u0435\u0439 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a \u043f\u043e\u044f\u0441\u043d\u044e\u0454, \u044f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0434\u043b\u044f pandas DataFrame \u0443 Python \u0456\u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043e\u043c.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba\/#breadcrumb\"},\"inLanguage\":\"uk\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba\/#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 \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0432 \u043f\u0430\u043d\u0434\u0430\u0445: \u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438\"}]},{\"@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 \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0432 \u043f\u0430\u043d\u0434\u0430\u0445: \u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438","description":"\u0426\u0435\u0439 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a \u043f\u043e\u044f\u0441\u043d\u044e\u0454, \u044f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0434\u043b\u044f pandas DataFrame \u0443 Python \u0456\u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043e\u043c.","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\/\u043f\u0430\u043d\u0434\u0438-\u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0438\u043d\u0438\u0438-\u043f\u0456\u0434\u0448\u0438\u043f\u043d\u0438\u043a\/","og_locale":"uk_UA","og_type":"article","og_title":"\u042f\u043a \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0432 \u043f\u0430\u043d\u0434\u0430\u0445: \u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438","og_description":"\u0426\u0435\u0439 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a \u043f\u043e\u044f\u0441\u043d\u044e\u0454, \u044f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0434\u043b\u044f pandas DataFrame \u0443 Python \u0456\u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043e\u043c.","og_url":"https:\/\/statorials.org\/uk\/\u043f\u0430\u043d\u0434\u0438-\u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0438\u043d\u0438\u0438-\u043f\u0456\u0434\u0448\u0438\u043f\u043d\u0438\u043a\/","og_site_name":"Statorials","article_published_time":"2023-07-27T10:11:54+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","\u041f\u0440\u0438\u0431\u043b. \u0447\u0430\u0441 \u0447\u0438\u0442\u0430\u043d\u043d\u044f":"1 \u0445\u0432\u0438\u043b\u0438\u043d\u0430"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba\/","url":"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba\/","name":"\u042f\u043a \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0432 \u043f\u0430\u043d\u0434\u0430\u0445: \u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438","isPartOf":{"@id":"https:\/\/statorials.org\/uk\/#website"},"datePublished":"2023-07-27T10:11:54+00:00","dateModified":"2023-07-27T10:11:54+00:00","author":{"@id":"https:\/\/statorials.org\/uk\/#\/schema\/person\/2affa1a5da08a4b61ab4becd078c191a"},"description":"\u0426\u0435\u0439 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a \u043f\u043e\u044f\u0441\u043d\u044e\u0454, \u044f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0434\u043b\u044f pandas DataFrame \u0443 Python \u0456\u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043e\u043c.","breadcrumb":{"@id":"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba\/#breadcrumb"},"inLanguage":"uk","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/uk\/%d0%bf%d0%b0%d0%bd%d0%b4%d0%b8-%d0%ba%d0%be%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d1%96%d0%b8%d0%bd%d0%b8%d0%b8-%d0%bf%d1%96%d0%b4%d1%88%d0%b8%d0%bf%d0%bd%d0%b8%d0%ba\/#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 \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0432\u0437\u043d\u0443 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u044e \u0432 \u043f\u0430\u043d\u0434\u0430\u0445: \u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438"}]},{"@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\/1167"}],"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=1167"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/posts\/1167\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/media?parent=1167"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/categories?post=1167"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/tags?post=1167"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}