{"id":2347,"date":"2023-07-22T16:05:32","date_gmt":"2023-07-22T16:05:32","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python\/"},"modified":"2023-07-22T16:05:32","modified_gmt":"2023-07-22T16:05:32","slug":"%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python\/","title":{"rendered":"\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u043f\u0430\u0440\u0435\u0442\u043e \u0432 python (\u0448\u0430\u0433 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u041f\u0430\u0440\u0435\u0442\u043e<\/strong> \u2014 \u044d\u0442\u043e \u0442\u0438\u043f \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0435 \u0447\u0430\u0441\u0442\u043e\u0442\u044b \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0439, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0432\u043e\u043a\u0443\u043f\u043d\u044b\u0435 \u0447\u0430\u0441\u0442\u043e\u0442\u044b \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0439.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-21324\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pareto_chart1.png\" alt=\"\u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python\" width=\"536\" height=\"374\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u0438\u043c\u0435\u0440 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u0428\u0430\u0433&nbsp;1. \u0421\u043e\u0437\u0434\u0430\u0439\u0442\u0435 \u0434\u0430\u043d\u043d\u044b\u0435<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u043c\u044b \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u043c \u043e\u043f\u0440\u043e\u0441, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043f\u0440\u043e\u0441\u0438\u043c 350 \u0440\u0430\u0437\u043d\u044b\u0445 \u043b\u044e\u0434\u0435\u0439 \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u044e \u043b\u044e\u0431\u0438\u043c\u0443\u044e \u043c\u0430\u0440\u043a\u0443 \u0445\u043b\u043e\u043f\u044c\u0435\u0432 \u043c\u0435\u0436\u0434\u0443 \u0431\u0440\u0435\u043d\u0434\u0430\u043c\u0438 A, B, C, D \u0438 E.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041c\u044b \u043c\u043e\u0436\u0435\u043c \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 DataFrame pandas \u0434\u043b\u044f \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u043e\u043f\u0440\u043e\u0441\u0430:<\/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\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">count<\/span> ': [97, 140, 58, 6, 17, 32]})\ndf. <span style=\"color: #3366ff;\">index<\/span> = ['B', 'A', 'C', 'F', 'E', 'D']\n\n<span style=\"color: #008080;\">#sort DataFrame by count descending\n<\/span>df = df. <span style=\"color: #3366ff;\">sort_values<\/span> (by=' <span style=\"color: #ff0000;\">count<\/span> ', ascending= <span style=\"color: #008000;\">False<\/span> )\n\n<span style=\"color: #008080;\">#add column to display cumulative percentage\n<\/span>df[' <span style=\"color: #ff0000;\">cumperc<\/span> '] = df[' <span style=\"color: #ff0000;\">count<\/span> ']. <span style=\"color: #3366ff;\">cumsum<\/span> ()\/df[' <span style=\"color: #ff0000;\">count<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> ()*100\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span>df\n\n\tcount cumperc\nAt 140 40.000000\nB 97 67.714286\nC 58 84.285714\nD 32 93.428571\nE 17 98.285714\nF 6 100.000000<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u0428\u0430\u0433 2. \u0421\u043e\u0437\u0434\u0430\u0439\u0442\u0435 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\u041c\u044b \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b \u041f\u0430\u0440\u0435\u0442\u043e:<\/span><\/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> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n<span style=\"color: #008000;\">from<\/span> matplotlib. <span style=\"color: #3366ff;\">ticker<\/span> <span style=\"color: #008000;\">import<\/span> PercentFormatter\n\n<span style=\"color: #008080;\">#define aesthetics for plot\n<\/span>color1 = ' <span style=\"color: #ff0000;\">steelblue<\/span> '\ncolor2 = ' <span style=\"color: #ff0000;\">red<\/span> '\nline_size = 4\n\n<span style=\"color: #008080;\">#create basic bar plot\n<\/span>fig, ax = plt. <span style=\"color: #3366ff;\">subplots<\/span> ()\nax. <span style=\"color: #3366ff;\">bar<\/span> (df. <span style=\"color: #3366ff;\">index<\/span> , df[' <span style=\"color: #ff0000;\">count<\/span> '], color=color1)\n\n<span style=\"color: #008080;\">#add cumulative percentage line to plot\n<\/span>ax2 = ax. <span style=\"color: #3366ff;\">twinx<\/span> ()\nax2. <span style=\"color: #3366ff;\">plot<\/span> ( <span style=\"color: #3366ff;\">df.index<\/span> , df[' <span style=\"color: #ff0000;\">cumperc<\/span> '], color=color2, marker=\" <span style=\"color: #ff0000;\">D<\/span> \", ms=line_size)\nax2. <span style=\"color: #3366ff;\">yaxis<\/span> . <span style=\"color: #3366ff;\">set_major_formatter<\/span> (PercentFormatter())\n\n<span style=\"color: #008080;\">#specify axis colors\n<\/span>ax. <span style=\"color: #3366ff;\">tick_params<\/span> (axis=' <span style=\"color: #ff0000;\">y<\/span> ', colors=color1)\nax2. <span style=\"color: #3366ff;\">tick_params<\/span> (axis=' <span style=\"color: #ff0000;\">y<\/span> ', colors=color2)<\/span>\n\n#display Pareto chart\n<span style=\"color: #000000;\">plt. <span style=\"color: #3366ff;\">show<\/span> ()\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-21324\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pareto_chart1.png\" alt=\"\u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python\" width=\"536\" height=\"374\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u041e\u0441\u044c X \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0431\u0440\u0435\u043d\u0434\u044b \u0432 \u043f\u043e\u0440\u044f\u0434\u043a\u0435 \u0443\u0431\u044b\u0432\u0430\u043d\u0438\u044f \u0447\u0430\u0441\u0442\u043e\u0442\u044b.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041b\u0435\u0432\u0430\u044f \u043e\u0441\u044c Y \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0431\u0440\u0435\u043d\u0434\u0430, \u0430 \u043f\u0440\u0430\u0432\u0430\u044f \u043e\u0441\u044c Y \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0432\u043e\u043a\u0443\u043f\u043d\u0443\u044e \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u0431\u0440\u0435\u043d\u0434\u043e\u0432.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u0443\u0432\u0438\u0434\u0435\u0442\u044c:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u0411\u0440\u0435\u043d\u0434 \u0410 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e 40% \u043e\u0442 \u043e\u0431\u0449\u0435\u0433\u043e \u0447\u0438\u0441\u043b\u0430 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u0432 \u043e\u043f\u0440\u043e\u0441\u0435.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0411\u0440\u0435\u043d\u0434\u044b A \u0438 B \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e 70% \u043e\u0442 \u043e\u0431\u0449\u0435\u0433\u043e \u0447\u0438\u0441\u043b\u0430 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u0432 \u043e\u043f\u0440\u043e\u0441\u0435.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0411\u0440\u0435\u043d\u0434\u044b A, B \u0438 C \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e 85% \u043e\u0442 \u043e\u0431\u0449\u0435\u0433\u043e \u0447\u0438\u0441\u043b\u0430 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u0432 \u043e\u043f\u0440\u043e\u0441\u0435.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u0418 \u0442\u0430\u043a \u0434\u0430\u043b\u0435\u0435.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u0428\u0430\u0433 3. \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u0442\u0435 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e (\u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e)<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0446\u0432\u0435\u0442\u0430 \u043f\u043e\u043b\u043e\u0441 \u0438 \u0440\u0430\u0437\u043c\u0435\u0440 \u043b\u0438\u043d\u0438\u0438 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u043e\u0432, \u0447\u0442\u043e\u0431\u044b \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u041f\u0430\u0440\u0435\u0442\u043e \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0442\u0430\u043a, \u043a\u0430\u043a \u0432\u044b \u0445\u043e\u0442\u0438\u0442\u0435.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043c\u044b \u043c\u043e\u0433\u043b\u0438 \u0431\u044b \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0441\u0442\u043e\u043b\u0431\u0446\u044b \u043d\u0430 \u0440\u043e\u0437\u043e\u0432\u044b\u0435, \u0430 \u043b\u0438\u043d\u0438\u044e \u043d\u0430 \u0444\u0438\u043e\u043b\u0435\u0442\u043e\u0432\u0443\u044e \u0438 \u043d\u0435\u043c\u043d\u043e\u0433\u043e \u0442\u043e\u043b\u0449\u0435:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n<span style=\"color: #008000;\">from<\/span> matplotlib. <span style=\"color: #3366ff;\">ticker<\/span> <span style=\"color: #008000;\">import<\/span> PercentFormatter\n\n<span style=\"color: #008080;\">#define aesthetics for plot\n<\/span>color1 = ' <span style=\"color: #ff0000;\">pink<\/span> '\ncolor2 = '<\/span> <span><span style=\"color: #ff0000;\">purple<\/span> <span style=\"color: #000000;\">'\nline_size = 6\n\n<span style=\"color: #008080;\">#create basic bar plot\n<\/span>fig, ax = plt.<\/span> <span style=\"color: #3366ff;\">subplots<\/span> <span style=\"color: #000000;\">()\nax.<\/span> <span style=\"color: #3366ff;\">bar<\/span> <span style=\"color: #000000;\">(df.<\/span> <span style=\"color: #3366ff;\">index<\/span> <span style=\"color: #000000;\">, df['<\/span> <span style=\"color: #ff0000;\">count<\/span> <span style=\"color: #000000;\">'], color=color1)\n\n<span style=\"color: #008080;\">#add cumulative percentage line to plot\n<\/span>ax2 = ax.<\/span> <span style=\"color: #3366ff;\">twinx<\/span> <span style=\"color: #000000;\">()\nax2.<\/span> <span style=\"color: #3366ff;\">plot<\/span> <span style=\"color: #000000;\">(df.index<\/span> <span style=\"color: #000000;\">, df['<\/span> <span style=\"color: #ff0000;\">cumperc<\/span> <span style=\"color: #000000;\">'], color=color2, marker=\"<\/span> <span style=\"color: #ff0000;\">D<\/span> <span style=\"color: #000000;\">\", ms=line_size<\/span> <span style=\"color: #3366ff;\">)<\/span><span style=\"color: #000000;\">\nax2.<\/span> <span style=\"color: #3366ff;\">yaxis<\/span> <span style=\"color: #000000;\">.<\/span> <span style=\"color: #3366ff;\">set_major_formatter<\/span> <span style=\"color: #000000;\">(PercentFormatter())\n\n<span style=\"color: #008080;\">#specify axis colors\n<\/span>ax.<\/span> <span style=\"color: #3366ff;\">tick_params<\/span> <span style=\"color: #000000;\">(axis='<\/span> <span style=\"color: #ff0000;\">y<\/span> <span style=\"color: #000000;\">', colors=color1)\nax2.<\/span> <span style=\"color: #3366ff;\">tick_params<\/span> <span style=\"color: #000000;\">(axis='<\/span> <span style=\"color: #ff0000;\">y<\/span> <span style=\"color: #000000;\">', colors=color2)<\/span><\/span><span style=\"color: #008080;\">\n\n#display Pareto chart\n<\/span><span style=\"color: #000000;\">plt. <span style=\"color: #3366ff;\">show<\/span> ()<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-21325 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pareto_chart2.png\" alt=\"\" width=\"535\" height=\"372\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0445 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\u0445 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0434\u0440\u0443\u0433\u0438\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0432 Python:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ru\/\u043a\u043e\u043b\u043e\u043a\u043e\u043b\u044c\u0447\u0430\u0442\u0430\u044f-\u043a\u0440\u0438\u0432\u0430\u044f-\u043f\u0438\u0442\u043e\u043d\u0430\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043a\u043e\u043b\u043e\u043a\u043e\u043b\u043e\u043e\u0431\u0440\u0430\u0437\u043d\u0443\u044e \u043a\u0440\u0438\u0432\u0443\u044e \u0432 Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0431\u043e\u0435\u0433\u043e\u043b\u043e\u0432\u043a\u0430-\u043f\u0438\u0442\u043e\u043d\u0430\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043e\u0436\u0438\u0432\u0430\u043b\u044c\u043d\u0443\u044e \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u0432 Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0433\u0440\u0430\u0444\u0438\u043a-\u0441\u0442\u0435\u0431\u043b\u044f-\u0438-\u043b\u0438\u0441\u0442\u044c\u0435\u0432-\u043f\u0438\u0442\u043e\u043d\u0430\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0433\u0440\u0430\u0444\u0438\u043a \u0441\u0442\u0435\u0431\u043b\u044f \u0438 \u043b\u0438\u0441\u0442\u0430 \u0432 Python<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u041f\u0430\u0440\u0435\u0442\u043e \u2014 \u044d\u0442\u043e \u0442\u0438\u043f \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0435 \u0447\u0430\u0441\u0442\u043e\u0442\u044b \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0439, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0432\u043e\u043a\u0443\u043f\u043d\u044b\u0435 \u0447\u0430\u0441\u0442\u043e\u0442\u044b \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0439. \u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u0438\u043c\u0435\u0440 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python. \u0428\u0430\u0433&nbsp;1. \u0421\u043e\u0437\u0434\u0430\u0439\u0442\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u041f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u043c\u044b \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u043c \u043e\u043f\u0440\u043e\u0441, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043f\u0440\u043e\u0441\u0438\u043c 350 \u0440\u0430\u0437\u043d\u044b\u0445 \u043b\u044e\u0434\u0435\u0439 \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u044e \u043b\u044e\u0431\u0438\u043c\u0443\u044e \u043c\u0430\u0440\u043a\u0443 \u0445\u043b\u043e\u043f\u044c\u0435\u0432 \u043c\u0435\u0436\u0434\u0443 \u0431\u0440\u0435\u043d\u0434\u0430\u043c\u0438 A, B, C, D \u0438 E. \u041c\u044b \u043c\u043e\u0436\u0435\u043c [&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-2347","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 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python (\u0448\u0430\u0433 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c)<\/title>\n<meta name=\"description\" content=\"\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 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python, \u0441 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u043c \u043f\u0440\u0438\u043c\u0435\u0440\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\/ru\/\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430-\u043f\u0430\u0440\u0435\u0442\u043e-\u0432-python\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python (\u0448\u0430\u0433 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c)\" \/>\n<meta property=\"og:description\" content=\"\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 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python, \u0441 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ru\/\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430-\u043f\u0430\u0440\u0435\u0442\u043e-\u0432-python\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-22T16:05:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pareto_chart1.png\" \/>\n<meta name=\"author\" content=\"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u0430\u0432\u0442\u043e\u0440\u043e\u043c\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u041f\u0440\u0438\u043c\u0435\u0440\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f \u0434\u043b\u044f \u0447\u0442\u0435\u043d\u0438\u044f\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u043c\u0438\u043d\u0443\u0442\u0430\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/ru\/%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python\/\",\"url\":\"https:\/\/statorials.org\/ru\/%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python\/\",\"name\":\"\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python (\u0448\u0430\u0433 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c)\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/ru\/#website\"},\"datePublished\":\"2023-07-22T16:05:32+00:00\",\"dateModified\":\"2023-07-22T16:05:32+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/ru\/#\/schema\/person\/774949a85feafc6654ba9cefc39d3cae\"},\"description\":\"\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 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python, \u0441 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/ru\/%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python\/#breadcrumb\"},\"inLanguage\":\"ru-RU\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/ru\/%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/ru\/%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u0414\u043e\u043c\",\"item\":\"https:\/\/statorials.org\/ru\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u043f\u0430\u0440\u0435\u0442\u043e \u0432 python (\u0448\u0430\u0433 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/ru\/#website\",\"url\":\"https:\/\/statorials.org\/ru\/\",\"name\":\"Statorials\",\"description\":\"\u0412\u0430\u0448 \u043f\u0443\u0442\u0435\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043f\u043e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0433\u0440\u0430\u043c\u043e\u0442\u043d\u043e\u0441\u0442\u0438!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/ru\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"ru-RU\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/ru\/#\/schema\/person\/774949a85feafc6654ba9cefc39d3cae\",\"name\":\"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ru-RU\",\"@id\":\"https:\/\/statorials.org\/ru\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/ru\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/ru\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d\"},\"description\":\"\u0417\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439\u0442\u0435, \u044f \u0411\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d, \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u043e\u0440 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u043d\u0430 \u043f\u0435\u043d\u0441\u0438\u0438, \u0441\u0442\u0430\u0432\u0448\u0438\u0439 \u043f\u0440\u0435\u0434\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0435\u043f\u043e\u0434\u0430\u0432\u0430\u0442\u0435\u043b\u0435\u043c Statorials. \u0418\u043c\u0435\u044f \u043e\u0431\u0448\u0438\u0440\u043d\u044b\u0439 \u043e\u043f\u044b\u0442 \u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u0434\u0435\u043b\u0438\u0442\u044c\u0441\u044f \u0441\u0432\u043e\u0438\u043c\u0438 \u0437\u043d\u0430\u043d\u0438\u044f\u043c\u0438, \u0447\u0442\u043e\u0431\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0438\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u043e\u0432 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Statorials. \u0423\u0437\u043d\u0430\u0442\u044c \u0431\u043e\u043b\u044c\u0448\u0435\",\"sameAs\":[\"https:\/\/statorials.org\/ru\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python (\u0448\u0430\u0433 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c)","description":"\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 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python, \u0441 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u043c \u043f\u0440\u0438\u043c\u0435\u0440\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\/ru\/\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430-\u043f\u0430\u0440\u0435\u0442\u043e-\u0432-python\/","og_locale":"ru_RU","og_type":"article","og_title":"\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python (\u0448\u0430\u0433 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c)","og_description":"\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 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python, \u0441 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c.","og_url":"https:\/\/statorials.org\/ru\/\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430-\u043f\u0430\u0440\u0435\u0442\u043e-\u0432-python\/","og_site_name":"Statorials","article_published_time":"2023-07-22T16:05:32+00:00","og_image":[{"url":"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pareto_chart1.png"}],"author":"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d","twitter_card":"summary_large_image","twitter_misc":{"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u0430\u0432\u0442\u043e\u0440\u043e\u043c":"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d","\u041f\u0440\u0438\u043c\u0435\u0440\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f \u0434\u043b\u044f \u0447\u0442\u0435\u043d\u0438\u044f":"1 \u043c\u0438\u043d\u0443\u0442\u0430"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/ru\/%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python\/","url":"https:\/\/statorials.org\/ru\/%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python\/","name":"\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python (\u0448\u0430\u0433 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c)","isPartOf":{"@id":"https:\/\/statorials.org\/ru\/#website"},"datePublished":"2023-07-22T16:05:32+00:00","dateModified":"2023-07-22T16:05:32+00:00","author":{"@id":"https:\/\/statorials.org\/ru\/#\/schema\/person\/774949a85feafc6654ba9cefc39d3cae"},"description":"\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 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u041f\u0430\u0440\u0435\u0442\u043e \u0432 Python, \u0441 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c.","breadcrumb":{"@id":"https:\/\/statorials.org\/ru\/%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python\/#breadcrumb"},"inLanguage":"ru-RU","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/ru\/%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/ru\/%d0%b4%d0%b8%d0%b0%d0%b3%d1%80%d0%b0%d0%bc%d0%bc%d0%b0-%d0%bf%d0%b0%d1%80%d0%b5%d1%82%d0%be-%d0%b2-python\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u0414\u043e\u043c","item":"https:\/\/statorials.org\/ru\/"},{"@type":"ListItem","position":2,"name":"\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u043f\u0430\u0440\u0435\u0442\u043e \u0432 python (\u0448\u0430\u0433 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c)"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/ru\/#website","url":"https:\/\/statorials.org\/ru\/","name":"Statorials","description":"\u0412\u0430\u0448 \u043f\u0443\u0442\u0435\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043f\u043e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0433\u0440\u0430\u043c\u043e\u0442\u043d\u043e\u0441\u0442\u0438!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/ru\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"ru-RU"},{"@type":"Person","@id":"https:\/\/statorials.org\/ru\/#\/schema\/person\/774949a85feafc6654ba9cefc39d3cae","name":"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d","image":{"@type":"ImageObject","inLanguage":"ru-RU","@id":"https:\/\/statorials.org\/ru\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/ru\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/ru\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d"},"description":"\u0417\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439\u0442\u0435, \u044f \u0411\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d, \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u043e\u0440 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u043d\u0430 \u043f\u0435\u043d\u0441\u0438\u0438, \u0441\u0442\u0430\u0432\u0448\u0438\u0439 \u043f\u0440\u0435\u0434\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0435\u043f\u043e\u0434\u0430\u0432\u0430\u0442\u0435\u043b\u0435\u043c Statorials. \u0418\u043c\u0435\u044f \u043e\u0431\u0448\u0438\u0440\u043d\u044b\u0439 \u043e\u043f\u044b\u0442 \u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u0434\u0435\u043b\u0438\u0442\u044c\u0441\u044f \u0441\u0432\u043e\u0438\u043c\u0438 \u0437\u043d\u0430\u043d\u0438\u044f\u043c\u0438, \u0447\u0442\u043e\u0431\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0438\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u043e\u0432 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Statorials. \u0423\u0437\u043d\u0430\u0442\u044c \u0431\u043e\u043b\u044c\u0448\u0435","sameAs":["https:\/\/statorials.org\/ru"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/posts\/2347","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/comments?post=2347"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/posts\/2347\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/media?parent=2347"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/categories?post=2347"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/ru\/wp-json\/wp\/v2\/tags?post=2347"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}