{"id":1551,"date":"2023-07-25T22:07:10","date_gmt":"2023-07-25T22:07:10","guid":{"rendered":"https:\/\/statorials.org\/uk\/%d0%b4%d0%b5%d1%86%d0%b8%d0%bb%d1%96-%d0%b2-python\/"},"modified":"2023-07-25T22:07:10","modified_gmt":"2023-07-25T22:07:10","slug":"%d0%b4%d0%b5%d1%86%d0%b8%d0%bb%d1%96-%d0%b2-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/uk\/%d0%b4%d0%b5%d1%86%d0%b8%d0%bb%d1%96-%d0%b2-python\/","title":{"rendered":"\u042f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u0434\u0435\u0446\u0438\u043b\u0456 \u0432 python: \u0456\u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0423 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0446\u0456 <strong>\u0434\u0435\u0446\u0438\u043b\u0456<\/strong> \u2014 \u0446\u0435 \u0447\u0438\u0441\u043b\u0430, \u044f\u043a\u0456 \u0434\u0456\u043b\u044f\u0442\u044c \u043d\u0430\u0431\u0456\u0440 \u0434\u0430\u043d\u0438\u0445 \u043d\u0430 \u0434\u0435\u0441\u044f\u0442\u044c \u0433\u0440\u0443\u043f \u043e\u0434\u043d\u0430\u043a\u043e\u0432\u043e\u0457 \u0447\u0430\u0441\u0442\u043e\u0442\u0438.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041f\u0435\u0440\u0448\u0438\u0439 \u0434\u0435\u0446\u0438\u043b\u044c &#8211; \u0446\u0435 \u0442\u043e\u0447\u043a\u0430, \u0434\u0435 10% \u0443\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043f\u0430\u0434\u0430\u044e\u0442\u044c \u043d\u0438\u0436\u0447\u0435. \u0414\u0440\u0443\u0433\u0438\u0439 \u0434\u0435\u0446\u0438\u043b\u044c &#8211; \u0446\u0435 \u0442\u043e\u0447\u043a\u0430, \u0434\u0435 20% \u0443\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043f\u0430\u0434\u0430\u044e\u0442\u044c \u043d\u0438\u0436\u0447\u0435, \u0456 \u0442\u0430\u043a \u0434\u0430\u043b\u0456.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0442\u0430\u043a\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0434\u043b\u044f \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044f \u0434\u0435\u0446\u0438\u043b\u0456\u0432 \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u0430\u043d\u0438\u0445 \u0443 Python:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\nn.p. <span style=\"color: #3366ff;\">percentile<\/span> (var, np. <span style=\"color: #3366ff;\">arange<\/span> (0, 100, 10))\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0423 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u043e\u043c\u0443 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0456 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \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 \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: \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044f \u0434\u0435\u0446\u0438\u043b\u0456\u0432 \u0443 Python<\/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 \u0441\u0442\u0432\u043e\u0440\u0438\u0442\u0438 \u0444\u0430\u043b\u044c\u0448\u0438\u0432\u0438\u0439 \u043d\u0430\u0431\u0456\u0440 \u0434\u0430\u043d\u0438\u0445 \u0456\u0437 20 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f\u043c\u0438, \u0430 \u043f\u043e\u0442\u0456\u043c \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u0434\u0435\u0446\u0438\u043b\u044c\u043d\u0456 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u0430\u043d\u0438\u0445:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#createdata\n<\/span>data = np. <span style=\"color: #3366ff;\">array<\/span> ([56, 58, 64, 67, 68, 73, 78, 83, 84, 88,\n                 89, 90, 91, 92, 93, 93, 94, 95, 97, 99])\n\n<span style=\"color: #008080;\">#calculate deciles of data\n<\/span>n.p. <span style=\"color: #3366ff;\">percentile<\/span> (data, np. <span style=\"color: #3366ff;\">arange<\/span> (0, 100, 10))\n\narray([56., 63.4, 67.8, 76.5, 83.6, 88.5, 90.4, 92.3, 93.2, 95.2])<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\u0421\u043f\u043e\u0441\u0456\u0431 \u0456\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0456\u0457 \u0434\u0435\u0446\u0438\u043b\u0456\u0432 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0439:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">10% \u0432\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043c\u0435\u043d\u0448\u0435 <strong>63,4<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">20% \u0443\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043c\u0435\u043d\u0448\u0435 <strong>67,8<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">30% \u0443\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043c\u0435\u043d\u0448\u0435 <strong>76,5<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">40% \u0443\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043c\u0435\u043d\u0448\u0435 <strong>83,6<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">50% \u0443\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043c\u0435\u043d\u0448\u0435 <strong>88,5<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">60% \u0443\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043c\u0435\u043d\u0448\u0435 <strong>90,4<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">70% \u0443\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043c\u0435\u043d\u0448\u0435 <strong>92,3<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">80% \u0443\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043c\u0435\u043d\u0448\u0435 <strong>93,2<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">90% \u0443\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043c\u0435\u043d\u0448\u0435 <strong>95,2<\/strong> .<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\u0417\u0432\u0435\u0440\u043d\u0456\u0442\u044c \u0443\u0432\u0430\u0433\u0443, \u0449\u043e \u043f\u0435\u0440\u0448\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0432\u0438\u0445\u043e\u0434\u0443 (56) \u043f\u0440\u043e\u0441\u0442\u043e \u0432\u043a\u0430\u0437\u0443\u0454 \u043c\u0456\u043d\u0456\u043c\u0430\u043b\u044c\u043d\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u0430\u043d\u0438\u0445.<\/span><\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043a\u043b\u0430\u0434: \u0440\u043e\u0437\u043c\u0456\u0449\u0435\u043d\u043d\u044f \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0443 \u0434\u0435\u0446\u0438\u043b\u044f\u0445 \u0443 Python<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0429\u043e\u0431 \u043f\u043e\u043c\u0456\u0441\u0442\u0438\u0442\u0438 \u043a\u043e\u0436\u043d\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0434\u0430\u043d\u0438\u0445 \u0443 \u0434\u0435\u0446\u0438\u043b\u044c, \u043c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0456\u044e pandas <strong>qcut<\/strong> .<\/span><\/p>\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 \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u0430\u043d\u0438\u0445, \u044f\u043a\u0438\u0439 \u043c\u0438 \u0441\u0442\u0432\u043e\u0440\u0438\u043b\u0438 \u0432 \u043f\u043e\u043f\u0435\u0440\u0435\u0434\u043d\u044c\u043e\u043c\u0443 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0456:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #993300;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#create data frame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">values<\/span> ': [56, 58, 64, 67, 68, 73, 78, 83, 84, 88,\n                              89, 90, 91, 92, 93, 93, 94, 95, 97, 99]})\n\n<span style=\"color: #008080;\">#calculate decile of each value in data frame\n<\/span>df[' <span style=\"color: #ff0000;\">Decile<\/span> '] = pd. <span style=\"color: #3366ff;\">qcut<\/span> (df[' <span style=\"color: #ff0000;\">values<\/span> '], 10, labels= <span style=\"color: #008000;\">False<\/span> )\n\n<span style=\"color: #008080;\">#display data frame\n<\/span>df\n\n\tvalues Decile\n0 56 0\n1 58 0\n2 64 1\n3 67 1\n4 68 2\n5 73 2\n6 78 3\n7 83 3\n8 84 4\n9 88 4\n10 89 5\n11 90 5\n12 91 6\n13 92 6\n14 93 7\n15 93 7\n16 94 8\n17 95 8\n18 97 9\n19 99 9<\/span>\n<\/span><\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0421\u043f\u043e\u0441\u0456\u0431 \u0456\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0456\u0457 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443 \u0442\u0430\u043a\u0438\u0439:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u0417\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0434\u0430\u043d\u0438\u0445 56 \u0437\u043d\u0430\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u043c\u0456\u0436 \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0438\u043b\u0435\u043c 0% \u0456 10%, \u0442\u043e\u043c\u0443 \u0432\u043e\u043d\u043e \u0432 \u0434\u0435\u0446\u0438\u043b\u044f\u0445 <strong>0<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0417\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0434\u0430\u043d\u0438\u0445 58 \u0437\u043d\u0430\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u043c\u0456\u0436 \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0438\u043b\u0435\u043c 0% \u0456 10%, \u0442\u043e\u043c\u0443 \u0432\u043e\u043d\u043e \u0432 \u0434\u0435\u0446\u0438\u043b\u044f\u0445 <strong>0<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0417\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0434\u0430\u043d\u0438\u0445 64 \u0437\u043d\u0430\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u043c\u0456\u0436 10% \u0456 20% \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0438\u043b\u0435\u043c, \u0442\u043e\u043c\u0443 \u0432\u043e\u043d\u043e \u0432 \u0434\u0435\u0446\u0438\u043b\u0456 <strong>1<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0417\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0434\u0430\u043d\u0438\u0445 67 \u0437\u043d\u0430\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u043c\u0456\u0436 10% \u0456 20% \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0438\u043b\u0435\u043c, \u0442\u043e\u043c\u0443 \u0432\u043e\u043d\u043e \u043f\u043e\u0442\u0440\u0430\u043f\u043b\u044f\u0454 \u0432 \u0434\u0435\u0446\u0438\u043b\u044c <strong>1<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0417\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0434\u0430\u043d\u0438\u0445 68 \u0437\u043d\u0430\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u043c\u0456\u0436 20% \u0456 30% \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0438\u043b\u0435\u043c, \u0442\u043e\u043c\u0443 \u0432\u043e\u043d\u043e \u043f\u043e\u0442\u0440\u0430\u043f\u043b\u044f\u0454 \u0432 \u0434\u0435\u0446\u0438\u043b\u044c <strong>2<\/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>\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\/\u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0438\u043b\u0456-\u0432-python\/\" target=\"_blank\" rel=\"noopener\">\u042f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0438\u043b\u0438 \u0432 Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/uk\/\u0456\u043d\u0442\u0435\u0440\u043a\u0432\u0430\u0440\u0442\u0438\u043b\u044c\u043d\u0438\u0438-\u0434\u0456\u0430\u043f\u0430\u0437\u043e\u043d-python\/\" target=\"_blank\" rel=\"noopener\">\u042f\u043a \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u0456\u043d\u0442\u0435\u0440\u043a\u0432\u0430\u0440\u0442\u0438\u043b\u044c\u043d\u0438\u0439 \u0434\u0456\u0430\u043f\u0430\u0437\u043e\u043d \u0443 Python<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0423 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0446\u0456 \u0434\u0435\u0446\u0438\u043b\u0456 \u2014 \u0446\u0435 \u0447\u0438\u0441\u043b\u0430, \u044f\u043a\u0456 \u0434\u0456\u043b\u044f\u0442\u044c \u043d\u0430\u0431\u0456\u0440 \u0434\u0430\u043d\u0438\u0445 \u043d\u0430 \u0434\u0435\u0441\u044f\u0442\u044c \u0433\u0440\u0443\u043f \u043e\u0434\u043d\u0430\u043a\u043e\u0432\u043e\u0457 \u0447\u0430\u0441\u0442\u043e\u0442\u0438. \u041f\u0435\u0440\u0448\u0438\u0439 \u0434\u0435\u0446\u0438\u043b\u044c &#8211; \u0446\u0435 \u0442\u043e\u0447\u043a\u0430, \u0434\u0435 10% \u0443\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043f\u0430\u0434\u0430\u044e\u0442\u044c \u043d\u0438\u0436\u0447\u0435. \u0414\u0440\u0443\u0433\u0438\u0439 \u0434\u0435\u0446\u0438\u043b\u044c &#8211; \u0446\u0435 \u0442\u043e\u0447\u043a\u0430, \u0434\u0435 20% \u0443\u0441\u0456\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u044c \u0434\u0430\u043d\u0438\u0445 \u043f\u0430\u0434\u0430\u044e\u0442\u044c \u043d\u0438\u0436\u0447\u0435, \u0456 \u0442\u0430\u043a \u0434\u0430\u043b\u0456. \u041c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0442\u0430\u043a\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0434\u043b\u044f \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044f \u0434\u0435\u0446\u0438\u043b\u0456\u0432 \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u0430\u043d\u0438\u0445 \u0443 Python: import [&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 \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u0442\u0438 \u0434\u0435\u0446\u0438\u043b\u0456 \u0432 Python: 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