{"id":2082,"date":"2023-07-23T18:34:11","date_gmt":"2023-07-23T18:34:11","guid":{"rendered":"https:\/\/statorials.org\/uk\/%d0%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83\/"},"modified":"2023-07-23T18:34:11","modified_gmt":"2023-07-23T18:34:11","slug":"%d0%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83","status":"publish","type":"post","link":"https:\/\/statorials.org\/uk\/%d0%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83\/","title":{"rendered":"\u042f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0437\u0430 \u0433\u0440\u0443\u043f\u0430\u043c\u0438 \u0432 pandas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0412\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0439 \u0431\u0430\u0437\u043e\u0432\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0434\u043b\u044f \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044f \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456\u0432 \u0437\u0430 \u0433\u0440\u0443\u043f\u0430\u043c\u0438 \u0432 Pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">grouping_variable<\/span> '). <span style=\"color: #3366ff;\">quantile<\/span> ( <span style=\"color: #008000;\">.5<\/span> )\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u0441\u0442\u0443\u043f\u043d\u0456 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0438 \u043f\u043e\u043a\u0430\u0437\u0443\u044e\u0442\u044c, \u044f\u043a \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0446\u0435\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u0446\u0456.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043a\u043b\u0430\u0434 1: \u043e\u0431\u0447\u0438\u0441\u043b\u0456\u0442\u044c \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u044c \u0437\u0430 \u0433\u0440\u0443\u043f\u043e\u044e<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0438\u043f\u0443\u0441\u0442\u0456\u043c\u043e, \u0449\u043e \u0443 \u043d\u0430\u0441 \u0454 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0456 pandas DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span> \ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': [1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2],\n                   ' <span style=\"color: #ff0000;\">score<\/span> ': [3, 4, 4, 5, 5, 8, 1, 2, 2, 3, 3, 5]})\n\n<span style=\"color: #008080;\">#view first five rows<\/span>\ndf. <span style=\"color: #3366ff;\">head<\/span> ()\n\nteam score\n0 1 3\n1 1 4\n2 1 4\n3 1 5\n4 1 5 \n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0423 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u043e\u043c\u0443 \u043a\u043e\u0434\u0456 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u044f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 90-\u0439 \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0438\u043b\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0443 \u0441\u0442\u043e\u0432\u043f\u0446\u0456 \u00ab\u043e\u0447\u043a\u0438\u00bb, \u0437\u0433\u0440\u0443\u043f\u043e\u0432\u0430\u043d\u0438\u0445 \u0437\u0430 \u0441\u0442\u043e\u0432\u043f\u0446\u0435\u043c \u00ab\u043a\u043e\u043c\u0430\u043d\u0434\u0430\u00bb:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> '). <span style=\"color: #3366ff;\">quantile<\/span> ( <span style=\"color: #008000;\">.90<\/span> )\n\n\tscore\nteam\t\n1 6.5\n2 4.0\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;\">90-\u0439 \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0438\u043b\u044c \u00ab\u043e\u0447\u043e\u043a\u00bb \u0434\u043b\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u0438 1 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c <strong>6,5<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">90-\u0439 \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0438\u043b\u044c \u00ab\u043e\u0447\u043e\u043a\u00bb \u0434\u043b\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u0438 2 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c <strong>4,0<\/strong> .<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043a\u043b\u0430\u0434 2: \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044f \u043a\u0456\u043b\u044c\u043a\u043e\u0445 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456\u0432 \u043d\u0430 \u0433\u0440\u0443\u043f\u0443<\/strong><\/span><\/h3>\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 \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043a\u0456\u043b\u044c\u043a\u0430 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456\u0432 \u043e\u0434\u043d\u043e\u0447\u0430\u0441\u043d\u043e \u0434\u043b\u044f \u0433\u0440\u0443\u043f\u0438:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': [1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2],\n                   ' <span style=\"color: #ff0000;\">score<\/span> ': [3, 4, 4, 5, 5, 8, 1, 2, 2, 3, 3, 5]})\n\n<span style=\"color: #008080;\">#create functions to calculate 1st and 3rd quartiles\n<\/span><span style=\"color: #008000;\">def<\/span> q1(x):\n    <span style=\"color: #008000;\">return<\/span> x. <span style=\"color: #3366ff;\">quantile<\/span> ( <span style=\"color: #008000;\">0.25<\/span> )\n\n<span style=\"color: #008000;\">def<\/span> q3(x):\n    <span style=\"color: #008000;\">return<\/span> x. <span style=\"color: #3366ff;\">quantile<\/span> ( <span style=\"color: #008000;\">0.75<\/span> )\n\n<span style=\"color: #008080;\">#calculate 1st and 3rd quartiles by group\n<\/span>vals = {' <span style=\"color: #ff0000;\">score<\/span> ': [q1, q3]}\n\ndf. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> '). <span style=\"color: #3366ff;\">agg<\/span> (vals)\n\n\tscore\n        q1 q3\nteam\t\t\n1 4.0 5.0\n2 2.0 3.0<\/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;\">\u041f\u0435\u0440\u0448\u0438\u0439 \u0456 \u0442\u0440\u0435\u0442\u0456\u0439 \u043a\u0432\u0430\u0440\u0442\u0438\u043b\u0456 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0456\u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0438 1 \u0441\u0442\u0430\u043d\u043e\u0432\u043b\u044f\u0442\u044c <strong>4,0<\/strong> \u0456 <strong>5,0<\/strong> \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u043d\u043e.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u041f\u0435\u0440\u0448\u0438\u0439 \u0456 \u0442\u0440\u0435\u0442\u0456\u0439 \u043a\u0432\u0430\u0440\u0442\u0438\u043b\u0456 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0456\u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0438 2 \u0441\u0442\u0430\u043d\u043e\u0432\u043b\u044f\u0442\u044c <strong>2,0<\/strong> \u0456 <strong>3,0<\/strong> \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u043d\u043e.<\/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> <span style=\"color: #000000;\">\u0423 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0445 \u043f\u043e\u0441\u0456\u0431\u043d\u0438\u043a\u0430\u0445 \u043f\u043e\u044f\u0441\u043d\u044e\u0454\u0442\u044c\u0441\u044f, \u044f\u043a \u0432\u0438\u043a\u043e\u043d\u0443\u0432\u0430\u0442\u0438 \u0456\u043d\u0448\u0456 \u0442\u0438\u043f\u043e\u0432\u0456 \u0444\u0443\u043d\u043a\u0446\u0456\u0457 \u0432 pandas:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/uk\/\u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c-\u043d\u0430-\u0433\u0440\u0443\u043f\u0443-\u043f\u0430\u043d\u0434\/\" target=\"_blank\" rel=\"noopener\">\u042f\u043a \u0437\u043d\u0430\u0439\u0442\u0438 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0434\u043b\u044f \u0433\u0440\u0443\u043f\u0438 \u0432 Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/uk\/\u0433\u0440\u0443\u043f\u0430-\u043f\u0430\u043d\u0434-\u0437\u0430-\u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438\/\" target=\"_blank\" rel=\"noopener\">\u042f\u043a \u043f\u0456\u0434\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u0441\u043f\u043e\u0441\u0442\u0435\u0440\u0435\u0436\u0435\u043d\u043d\u044f \u043f\u0430\u043d\u0434<\/a><br \/> <a href=\"https:\/\/statorials.org\/uk\/\u0441\u0435\u0440\u0435\u0434\u043d\u0456\u0438-\u0441\u0442\u043e\u0432\u043f\u0447\u0438\u043a-\u043f\u0430\u043d\u0434\/\" target=\"_blank\" rel=\"noopener\">\u042f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u0441\u0435\u0440\u0435\u0434\u043d\u0454 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0441\u0442\u043e\u0432\u043f\u0446\u0456\u0432 \u0443 Pandas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0412\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0439 \u0431\u0430\u0437\u043e\u0432\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0434\u043b\u044f \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044f \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456\u0432 \u0437\u0430 \u0433\u0440\u0443\u043f\u0430\u043c\u0438 \u0432 Pandas: df. groupby (&#8216; grouping_variable &#8216;). quantile ( .5 ) \u041d\u0430\u0441\u0442\u0443\u043f\u043d\u0456 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0438 \u043f\u043e\u043a\u0430\u0437\u0443\u044e\u0442\u044c, \u044f\u043a \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0446\u0435\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u0446\u0456. \u041f\u0440\u0438\u043a\u043b\u0430\u0434 1: \u043e\u0431\u0447\u0438\u0441\u043b\u0456\u0442\u044c \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u044c \u0437\u0430 \u0433\u0440\u0443\u043f\u043e\u044e \u041f\u0440\u0438\u043f\u0443\u0441\u0442\u0456\u043c\u043e, \u0449\u043e \u0443 \u043d\u0430\u0441 \u0454 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0456 pandas DataFrame: import pandas as pd #createDataFrame df = pd. DataFrame ({&#8216; [&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 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0443 \u043f\u0430\u043d\u0434 \u2013 \u0441\u0442\u0430\u0442\u043e\u0440\u0456\u0430\u043b\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 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0432 \u043f\u0430\u043d\u0434\u0430\u0445, \u0437 \u043a\u0456\u043b\u044c\u043a\u043e\u043c\u0430 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438.\" \/>\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\u0432\u0430\u043d\u0442\u0438\u043b\u044c-\u043f\u0430\u043d\u0434-\u043d\u0430-\u0433\u0440\u0443\u043f\u0443\/\" \/>\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 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0443 \u043f\u0430\u043d\u0434 \u2013 \u0441\u0442\u0430\u0442\u043e\u0440\u0456\u0430\u043b\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 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0432 \u043f\u0430\u043d\u0434\u0430\u0445, \u0437 \u043a\u0456\u043b\u044c\u043a\u043e\u043c\u0430 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/uk\/\u043a\u0432\u0430\u043d\u0442\u0438\u043b\u044c-\u043f\u0430\u043d\u0434-\u043d\u0430-\u0433\u0440\u0443\u043f\u0443\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-23T18:34:11+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%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83\/\",\"url\":\"https:\/\/statorials.org\/uk\/%d0%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83\/\",\"name\":\"\u042f\u043a \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0443 \u043f\u0430\u043d\u0434 \u2013 \u0441\u0442\u0430\u0442\u043e\u0440\u0456\u0430\u043b\u0438\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/uk\/#website\"},\"datePublished\":\"2023-07-23T18:34:11+00:00\",\"dateModified\":\"2023-07-23T18:34:11+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 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0432 \u043f\u0430\u043d\u0434\u0430\u0445, \u0437 \u043a\u0456\u043b\u044c\u043a\u043e\u043c\u0430 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/uk\/%d0%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83\/#breadcrumb\"},\"inLanguage\":\"uk\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/uk\/%d0%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/uk\/%d0%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83\/#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 \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0437\u0430 \u0433\u0440\u0443\u043f\u0430\u043c\u0438 \u0432 pandas\"}]},{\"@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 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0443 \u043f\u0430\u043d\u0434 \u2013 \u0441\u0442\u0430\u0442\u043e\u0440\u0456\u0430\u043b\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 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0432 \u043f\u0430\u043d\u0434\u0430\u0445, \u0437 \u043a\u0456\u043b\u044c\u043a\u043e\u043c\u0430 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438.","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\/\u043a\u0432\u0430\u043d\u0442\u0438\u043b\u044c-\u043f\u0430\u043d\u0434-\u043d\u0430-\u0433\u0440\u0443\u043f\u0443\/","og_locale":"uk_UA","og_type":"article","og_title":"\u042f\u043a \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0443 \u043f\u0430\u043d\u0434 \u2013 \u0441\u0442\u0430\u0442\u043e\u0440\u0456\u0430\u043b\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 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0432 \u043f\u0430\u043d\u0434\u0430\u0445, \u0437 \u043a\u0456\u043b\u044c\u043a\u043e\u043c\u0430 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438.","og_url":"https:\/\/statorials.org\/uk\/\u043a\u0432\u0430\u043d\u0442\u0438\u043b\u044c-\u043f\u0430\u043d\u0434-\u043d\u0430-\u0433\u0440\u0443\u043f\u0443\/","og_site_name":"Statorials","article_published_time":"2023-07-23T18:34:11+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%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83\/","url":"https:\/\/statorials.org\/uk\/%d0%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83\/","name":"\u042f\u043a \u0440\u043e\u0437\u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0443 \u043f\u0430\u043d\u0434 \u2013 \u0441\u0442\u0430\u0442\u043e\u0440\u0456\u0430\u043b\u0438","isPartOf":{"@id":"https:\/\/statorials.org\/uk\/#website"},"datePublished":"2023-07-23T18:34:11+00:00","dateModified":"2023-07-23T18:34:11+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 \u0433\u0440\u0443\u043f\u043e\u0432\u0456 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0432 \u043f\u0430\u043d\u0434\u0430\u0445, \u0437 \u043a\u0456\u043b\u044c\u043a\u043e\u043c\u0430 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438.","breadcrumb":{"@id":"https:\/\/statorials.org\/uk\/%d0%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83\/#breadcrumb"},"inLanguage":"uk","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/uk\/%d0%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/uk\/%d0%ba%d0%b2%d0%b0%d0%bd%d1%82%d0%b8%d0%bb%d1%8c-%d0%bf%d0%b0%d0%bd%d0%b4-%d0%bd%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d1%83\/#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 \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u0456 \u0437\u0430 \u0433\u0440\u0443\u043f\u0430\u043c\u0438 \u0432 pandas"}]},{"@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\/2082"}],"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=2082"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/posts\/2082\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/media?parent=2082"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/categories?post=2082"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/uk\/wp-json\/wp\/v2\/tags?post=2082"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}