{"id":824,"date":"2023-07-28T15:16:06","date_gmt":"2023-07-28T15:16:06","guid":{"rendered":"https:\/\/statorials.org\/ru\/python-%d1%81-%d1%87%d0%b0%d1%81%d1%82%d0%b8%d1%87%d0%bd%d0%be%d0%b8-%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%b5%d0%b8\/"},"modified":"2023-07-28T15:16:06","modified_gmt":"2023-07-28T15:16:06","slug":"python-%d1%81-%d1%87%d0%b0%d1%81%d1%82%d0%b8%d1%87%d0%bd%d0%be%d0%b8-%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%b5%d0%b8","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/python-%d1%81-%d1%87%d0%b0%d1%81%d1%82%d0%b8%d1%87%d0%bd%d0%be%d0%b8-%d0%ba%d0%be%d1%80%d1%80%d0%b5%d0%bb%d1%8f%d1%86%d0%b8%d0%b5%d0%b8\/","title":{"rendered":"\u041a\u0430\u043a \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0443\u044e \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044e \u0432 python"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0412 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 \u043c\u044b \u0447\u0430\u0441\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c<\/span> <a href=\"https:\/\/statorials.org\/ru\/\u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442-\u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438-\u043f\u0438\u0440\u0441\u043e\u043d\u0430-1\/\" target=\"_blank\" rel=\"noopener\">\u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u041f\u0438\u0440\u0441\u043e\u043d\u0430<\/a> <span style=\"color: #000000;\">\u0434\u043b\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438. \u041e\u0434\u043d\u0430\u043a\u043e \u0438\u043d\u043e\u0433\u0434\u0430 \u043c\u044b \u0445\u043e\u0442\u0438\u043c \u043f\u043e\u043d\u044f\u0442\u044c \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u044c \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 <strong>, \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u044f \u0442\u0440\u0435\u0442\u044c\u044e \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u0447\u0442\u043e \u043c\u044b \u0445\u043e\u0442\u0438\u043c \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u044c \u0441\u0432\u044f\u0437\u044c \u043c\u0435\u0436\u0434\u0443 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0443\u0447\u0435\u0431\u043d\u044b\u0445 \u0447\u0430\u0441\u043e\u0432 \u0443\u0447\u0430\u0449\u0435\u0433\u043e\u0441\u044f \u0438 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u043d\u0430 \u0438\u0442\u043e\u0433\u043e\u0432\u043e\u043c \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u0435, \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u044f \u0442\u0435\u043a\u0443\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443 \u0443\u0447\u0430\u0449\u0435\u0433\u043e\u0441\u044f \u0432 \u043a\u043b\u0430\u0441\u0441\u0435. \u0412 \u044d\u0442\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u043c\u044b \u043c\u043e\u0433\u043b\u0438 \u0431\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c <strong>\u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0443\u044e \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044e<\/strong> \u0434\u043b\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0438 \u043c\u0435\u0436\u0434\u0443 \u0443\u0447\u0435\u0431\u043d\u044b\u043c\u0438 \u0447\u0430\u0441\u0430\u043c\u0438 \u0438 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u043d\u0430 \u0438\u0442\u043e\u0433\u043e\u0432\u043e\u043c \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u0435.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u044c \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0443\u044e \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044e \u0432 Python.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440: \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0430\u044f \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044f \u0432 Python<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c, \u0443 \u043d\u0430\u0441 \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 DataFrame Pandas, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0435\u043a\u0443\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443, \u043e\u0431\u0449\u0435\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u0447\u0430\u0441\u043e\u0432 \u0438 \u0438\u0442\u043e\u0433\u043e\u0432\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443 \u0437\u0430 \u044d\u043a\u0437\u0430\u043c\u0435\u043d \u0434\u043b\u044f 10 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u043e\u0432:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">import<\/span> panda <span style=\"color: #107d3f;\">as<\/span> pd\n\ndata = {'currentGrade': [82, 88, 75, 74, 93, 97, 83, 90, 90, 80],\n        'hours': [4, 3, 6, 5, 4, 5, 8, 7, 4, 6],\n        'examScore': [88, 85, 76, 70, 92, 94, 89, 85, 90, 93],\n        }\n\ndf = pd.DataFrame(data, columns = ['currentGrade','hours', 'examScore'])\ndf\n\n   currentGrade hours examScore\n0 82 4 88\n1 88 3 85\n2 75 6 76\n3 74 5 70\n4 93 4 92\n5 97 5 94\n6 83 8 89\n7 90 7 85\n8 90 4 90\n9 80 6 93\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0427\u0442\u043e\u0431\u044b \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u044c \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0443\u044e \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044e \u043c\u0435\u0436\u0434\u0443 <strong>\u0447\u0430\u0441\u0430\u043c\u0438<\/strong> <strong>\u0438examScore<\/strong> \u043f\u0440\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 <strong>currentGrade<\/strong> , \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>parts_corr()<\/strong> \u0438\u0437 <a href=\"https:\/\/pingouin-stats.org\/index.html\" target=\"_blank\" rel=\"noopener\">\u043f\u0430\u043a\u0435\u0442\u0430 penguin<\/a> , \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441:<\/span><\/p>\n<p style=\"text-align: center;\"> <strong><span style=\"color: #000000;\">\u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u0435_\u043a\u043e\u0440\u0440 (\u0434\u0430\u043d\u043d\u044b\u0435, x, y, \u043a\u043e\u0432\u0430\u0440)<\/span><\/strong><\/p>\n<p> <span style=\"color: #000000;\">\u0417\u043e\u043b\u043e\u0442\u043e:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u0434\u0430\u043d\u043d\u044b\u0435:<\/strong> \u0438\u043c\u044f \u0444\u0440\u0435\u0439\u043c\u0430 \u0434\u0430\u043d\u043d\u044b\u0445<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>x, y:<\/strong> \u0438\u043c\u0435\u043d\u0430 \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432 \u0432 \u043a\u0430\u0434\u0440\u0435 \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u043a\u043e\u0432\u0430\u0440:<\/strong> \u0438\u043c\u044f \u0441\u0442\u043e\u043b\u0431\u0446\u0430 \u043a\u043e\u0432\u0430\u0440\u0438\u0430\u0442\u044b \u0432 \u043a\u0430\u0434\u0440\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0430\u044f, \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0432\u044b \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0435)<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u0412\u043e\u0442 \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0432 \u044d\u0442\u043e\u043c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#install and import penguin package<\/span> \npip <span style=\"color: #107d3f;\">install<\/span> penguin\n<span style=\"color: #107d3f;\">import<\/span> penguin <span style=\"color: #107d3f;\">as<\/span> pg\n\n<span style=\"color: #008080;\">#find partial correlation between hours and exam score while controlling for grade<\/span>\npg.partial_corr(data=df, x='hours', y='examScore', covar='currentGrade')\n\n\n         n r CI95% r2 adj_r2 p-val BF10 power\npearson 10 0.191 [-0.5, 0.73] 0.036 -0.238 0.598 0.438 0.082\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041c\u044b \u0432\u0438\u0434\u0438\u043c, \u0447\u0442\u043e \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0430\u044f \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u0443\u0447\u0435\u0431\u043d\u044b\u043c\u0438 \u0447\u0430\u0441\u0430\u043c\u0438 \u0438 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u043d\u0430 \u0432\u044b\u043f\u0443\u0441\u043a\u043d\u043e\u043c \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u0435 \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 <strong>0,191<\/strong> , \u0447\u0442\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u043e\u0439 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0435\u0439. \u041f\u043e \u043c\u0435\u0440\u0435 \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u044f \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0443\u0447\u0435\u0431\u043d\u044b\u0445 \u0447\u0430\u0441\u043e\u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u043e\u0432 \u0442\u0430\u043a\u0436\u0435 \u0438\u043c\u0435\u044e\u0442 \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u044e \u043a \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u044e, \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438, \u0447\u0442\u043e \u0442\u0435\u043a\u0443\u0449\u0430\u044f \u043e\u0446\u0435\u043d\u043a\u0430 \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0439.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0427\u0442\u043e\u0431\u044b \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u044c \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0443\u044e \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044e \u043c\u0435\u0436\u0434\u0443 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e, \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>.pcorr()<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate all pairwise partial correlations, rounded to three decimal places<\/span>\ndf.pcorr().round(3)\n\n\t     currentGrade hours examScore\ncurrentGrade 1.000 -0.311 0.736\nhours -0.311 1.000 0.191\nexamScore 0.736 0.191 1.000\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0418\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0430\u044f:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u0430\u044f \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u0438 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0438\u0437\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u0447\u0430\u0441\u043e\u0432 \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 <strong>-0,311<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u0430\u044f \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u0438 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u0437\u0430 \u044d\u043a\u0437\u0430\u043c\u0435\u043d <strong>0,736<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u0430\u044f \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u0443\u0447\u0435\u0431\u043d\u044b\u043c\u0438 \u0447\u0430\u0441\u0430\u043c\u0438 \u0438 \u0431\u0430\u043b\u043b\u043e\u043c \u043d\u0430 \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u0435 <strong>0,191<\/strong> .<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u0412 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 \u043c\u044b \u0447\u0430\u0441\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u041f\u0438\u0440\u0441\u043e\u043d\u0430 \u0434\u043b\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438. \u041e\u0434\u043d\u0430\u043a\u043e \u0438\u043d\u043e\u0433\u0434\u0430 \u043c\u044b \u0445\u043e\u0442\u0438\u043c \u043f\u043e\u043d\u044f\u0442\u044c \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u044c \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 , \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u044f \u0442\u0440\u0435\u0442\u044c\u044e \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e . \u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u0447\u0442\u043e \u043c\u044b \u0445\u043e\u0442\u0438\u043c \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u044c \u0441\u0432\u044f\u0437\u044c \u043c\u0435\u0436\u0434\u0443 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0443\u0447\u0435\u0431\u043d\u044b\u0445 \u0447\u0430\u0441\u043e\u0432 \u0443\u0447\u0430\u0449\u0435\u0433\u043e\u0441\u044f \u0438 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u043d\u0430 \u0438\u0442\u043e\u0433\u043e\u0432\u043e\u043c \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u0435, \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u044f \u0442\u0435\u043a\u0443\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443 \u0443\u0447\u0430\u0449\u0435\u0433\u043e\u0441\u044f \u0432 \u043a\u043b\u0430\u0441\u0441\u0435. \u0412 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-824","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u041a\u0430\u043a \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0443\u044e \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044e \u0432 Python \u2014 Statorials<\/title>\n<meta name=\"description\" content=\"\u041f\u0440\u043e\u0441\u0442\u043e\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u044c \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0443\u044e 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