{"id":3498,"date":"2023-07-17T04:05:48","date_gmt":"2023-07-17T04:05:48","guid":{"rendered":"https:\/\/statorials.org\/ru\/ggplot2-%d0%bf%d1%80%d0%be%d1%82%d0%b8%d0%b2-matplotlib\/"},"modified":"2023-07-17T04:05:48","modified_gmt":"2023-07-17T04:05:48","slug":"ggplot2-%d0%bf%d1%80%d0%be%d1%82%d0%b8%d0%b2-matplotlib","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/ggplot2-%d0%bf%d1%80%d0%be%d1%82%d0%b8%d0%b2-matplotlib\/","title":{"rendered":"Matplotlib \u043f\u0440\u043e\u0442\u0438\u0432 ggplot2: \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">\u0414\u0432\u0443\u043c\u044f \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u043c\u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430\u043c\u0438 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u043e \u0432\u0441\u0435\u0439 \u043d\u0430\u0443\u043a\u0435 \u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f <strong>ggplot2<\/strong> \u0438 <strong>Matplotlib<\/strong> .<\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 <a href=\"https:\/\/ggplot2.tidyverse.org\/\" target=\"_blank\" rel=\"noopener\">ggplot2<\/a> \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u044f\u0437\u044b\u043a\u0435 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f R, \u0430 <a href=\"https:\/\/matplotlib.org\/\" target=\"_blank\" rel=\"noopener\">Matplotlib<\/a> \u2014 \u0432 Python.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0425\u043e\u0442\u044f \u043e\u0431\u0435 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0435 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, ggplot2 \u043e\u0431\u044b\u0447\u043d\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0434\u0435\u043b\u0430\u0442\u044c \u044d\u0442\u043e \u0441 \u043c\u0435\u043d\u044c\u0448\u0438\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0441\u0442\u0440\u043e\u043a \u043a\u043e\u0434\u0430 \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 Matplotlib.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0427\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0438\u043b\u043b\u044e\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u043e\u0442 \u043c\u043e\u043c\u0435\u043d\u0442, \u043c\u044b \u043f\u043e\u043a\u0430\u0436\u0435\u043c, \u043a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0435 \u0442\u0438\u043f\u044b \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043e\u0431\u0435\u0438\u0445 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u041b\u0438\u043d\u0435\u0439\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u0438\u043a\u0438: ggplot2 \u043f\u0440\u043e\u0442\u0438\u0432 Matplotlib<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e <strong>ggplot2<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (ggplot2)\n<\/span>\n<span style=\"color: #008080;\">#create data frame<\/span>\ndf &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (day=c(1, 2, 3, 4, 5, 6, 7, 8, 9, 10),\n                 sales=c(2, 4, 5, 8, 6, 12, 15, 19, 15, 22))\n\n<span style=\"color: #008080;\">#create line chart\n<\/span>ggplot(df, aes(x=day, y=sales)) +\n  geom_line(size= <span style=\"color: #008000;\">1.2<\/span> , col=' <span style=\"color: #ff0000;\">purple<\/span> ') +\n  ggtitle(' <span style=\"color: #ff0000;\">Sales by Day<\/span> ') +\n  xlab(' <span style=\"color: #ff0000;\">Day<\/span> ') +\n  ylab(' <span style=\"color: #ff0000;\">Sales<\/span> ')\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29125 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/gg1.jpg\" alt=\"\" width=\"511\" height=\"395\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u0410 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0442\u0443 \u0436\u0435 \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e <strong>Matplotlib<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n<span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt \n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">day<\/span> ': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [2, 4, 5, 8, 6, 12, 15, 19, 15, 22]})\n\n<span style=\"color: #008080;\">#create line chart\n<\/span>plt. <span style=\"color: #3366ff;\">plot<\/span> (df. <span style=\"color: #3366ff;\">day<\/span> , df. <span style=\"color: #3366ff;\">sales<\/span> , color=' <span style=\"color: #ff0000;\">purple<\/span> ')\nplt. <span style=\"color: #3366ff;\">title<\/span> (' <span style=\"color: #ff0000;\">Sales by Day<\/span> ', loc=' <span style=\"color: #ff0000;\">left<\/span> ')\nplt. <span style=\"color: #3366ff;\">ylabel<\/span> (' <span style=\"color: #ff0000;\">Sales<\/span> ')\nplt. <span style=\"color: #3366ff;\">xlabel<\/span> (' <span style=\"color: #ff0000;\">Day<\/span> ')<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29126 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/gg2.jpg\" alt=\"\" width=\"508\" height=\"400\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u0412 \u044d\u0442\u043e\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0441\u0442\u0440\u043e\u043a \u043a\u043e\u0434\u0430, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0445 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0438\u043a\u0430, \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u0434\u043b\u044f ggplot2 \u0438 Matplotlib.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b \u0440\u0430\u0441\u0441\u0435\u044f\u043d\u0438\u044f: ggplot2 \u043f\u0440\u043e\u0442\u0438\u0432 Matplotlib<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u0440\u0430\u0441\u0441\u0435\u044f\u043d\u0438\u044f \u0432 <strong>ggplot2<\/strong> , \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0442\u043e\u0447\u043a\u0438 \u0440\u0430\u0441\u043a\u0440\u0430\u0448\u0435\u043d\u044b \u043f\u043e \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f\u043c:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (ggplot2)\n<\/span>\n<span style=\"color: #008080;\">#create data frame\n<span style=\"color: #000000;\">df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (team=c('A', 'A', 'A', 'A', 'B', 'B', 'B', 'B'),\n                 assists=c(1, 2, 2, 4, 5, 7, 8, 10),\n                 points=c(4, 6, 10, 8, 12, 15, 22, 28))<\/span>\n\n#create scatterplot\n<span style=\"color: #000000;\">ggplot(df, aes(x=assists, y=points)) +\n  geom_point(aes(col=team), size= <span style=\"color: #008000;\">3<\/span> )<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29127 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/gg3.jpg\" alt=\"\" width=\"511\" height=\"402\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u0410 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0442\u0443 \u0436\u0435 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u0440\u0430\u0441\u0441\u0435\u044f\u043d\u0438\u044f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e <strong>Matplotlib<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n<span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt \n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': ['A', 'A', 'A', 'A', 'B', 'B', 'B', 'B'],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ': [1, 2, 2, 4, 5, 7, 8, 10],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [4, 6, 10, 8, 12, 15, 22, 28]})\n\n<span style=\"color: #008080;\">#define colors to use\n<\/span>color_list = [] \n<span style=\"color: #008000;\">for<\/span> x <span style=\"color: #008000;\">in<\/span> df[' <span style=\"color: #ff0000;\">team<\/span> ']: \n    <span style=\"color: #008000;\">if<\/span> x == ' <span style=\"color: #ff0000;\">A<\/span> ': color_list. <span style=\"color: #3366ff;\">append<\/span> (' <span style=\"color: #ff0000;\">#F8766D<\/span> ') \n    <span style=\"color: #008000;\">else<\/span> : color_list. <span style=\"color: #3366ff;\">append<\/span> (' <span style=\"color: #ff0000;\">#00BFC4<\/span> ') \n\n<span style=\"color: #008080;\">#create scatterplot\n<\/span>plt. <span style=\"color: #3366ff;\">scatter<\/span> (df. <span style=\"color: #3366ff;\">assists<\/span> , df. <span style=\"color: #3366ff;\">points<\/span> , c=color_list)\nplt. <span style=\"color: #3366ff;\">ylabel<\/span> (' <span style=\"color: #ff0000;\">points<\/span> ')\nplt. <span style=\"color: #3366ff;\">xlabel<\/span> (' <span style=\"color: #ff0000;\">assists<\/span> ')\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29128 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/gg4.jpg\" alt=\"\" width=\"465\" height=\"356\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u041e\u0431\u0440\u0430\u0442\u0438\u0442\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435, \u0447\u0442\u043e \u043d\u0430\u043c \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0433\u043e\u0440\u0430\u0437\u0434\u043e \u0431\u043e\u043b\u044c\u0448\u0435 \u0441\u0442\u0440\u043e\u043a \u043a\u043e\u0434\u0430 \u0432 Matplotlib, \u0447\u0442\u043e\u0431\u044b \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0442\u043e\u0442 \u0436\u0435 \u0433\u0440\u0430\u0444\u0438\u043a, \u0447\u0442\u043e \u0438 ggplot2.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u0413\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u044b: ggplot2 \u043f\u0440\u043e\u0442\u0438\u0432 Matplotlib<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0443 \u0432 <strong>ggplot2<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (ggplot2)\n<\/span>\n<span style=\"color: #008080;\">#create data frame\n<span style=\"color: #000000;\">df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (x=c(2, 2, 4, 4, 4, 5, 5, 6, 7, 7, 8, 8,\n                     10, 11, 11, 11, 12, 13, 14, 14))\n\n<span style=\"color: #008080;\">#create scatterplot\n<\/span>ggplot(df, aes(x=x)) +\n  geom_histogram(bins= <span style=\"color: #008000;\">6<\/span> , fill=' <span style=\"color: #ff0000;\">red<\/span> ', color=' <span style=\"color: #ff0000;\">black<\/span> ') +\n  ggtitle(' <span style=\"color: #ff0000;\">My Histogram<\/span> ')<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29129 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/gg5.jpg\" alt=\"\" width=\"506\" height=\"390\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u0410 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0447\u043d\u0443\u044e \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0443 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e <strong>Matplotlib<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n<span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt \n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">x<\/span> ': [2, 2, 4, 4, 4, 5, 5, 6, 7, 7, 8, 8,\n                         10, 11, 11, 11, 12, 13, 14, 14]})\n\n<span style=\"color: #008080;\">#create histogram\n<\/span>plt. <span style=\"color: #3366ff;\">hist<\/span> (df[' <span style=\"color: #ff0000;\">x<\/span> '], bins= <span style=\"color: #008000;\">6<\/span> , color=' <span style=\"color: #ff0000;\">red<\/span> ', ec=' <span style=\"color: #ff0000;\">black<\/span> ')\nplt. <span style=\"color: #3366ff;\">title<\/span> (' <span style=\"color: #ff0000;\">My Histogram<\/span> ', loc=' <span style=\"color: #ff0000;\">left<\/span> ') \nplt. <span style=\"color: #3366ff;\">xlabel<\/span> (' <span style=\"color: #ff0000;\">x<\/span> ') \nplt. <span style=\"color: #3366ff;\">ylabel<\/span> (' <span style=\"color: #ff0000;\">Count<\/span> ')<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29133 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/gg6-1.jpg\" alt=\"\" width=\"512\" height=\"417\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u0418 \u0441\u043d\u043e\u0432\u0430 \u0432\u0435\u0440\u0441\u0438\u044f Matplotlib \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0441\u0442\u0440\u043e\u043a \u043a\u043e\u0434\u0430, \u0447\u0435\u043c ggplot2.<\/span><\/p>\n<h2> <strong><span style=\"color: #000000;\">\u0417\u0430\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435<\/span><\/strong><\/h2>\n<p> <span style=\"color: #000000;\">ggplot2 \u0438 Matplotlib \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0435 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, \u043d\u043e ggplot2 \u0438\u043c\u0435\u0435\u0442 \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043c\u0435\u043d\u044c\u0448\u0435 \u043a\u043e\u0434\u0430.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0427\u0430\u0441\u0442\u043e \u043f\u0440\u0435\u0434\u043f\u043e\u0447\u0442\u0435\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 ggplot2 \u0438 Matplotlib \u043f\u0440\u043e\u0441\u0442\u043e \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u044f\u0437\u044b\u043a\u0430 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041b\u044e\u0434\u0438, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0449\u0438\u0435 Python, \u043a\u0430\u043a \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 Matplotlib, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043e\u043d\u0438 \u043c\u043e\u0433\u0443\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043e\u0434\u0438\u043d \u044f\u0437\u044b\u043a \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0418 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442, \u043b\u044e\u0434\u0438, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0449\u0438\u0435 R, \u043a\u0430\u043a \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 ggplot2, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043e\u043d \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0438\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0432\u0435\u0441\u044c \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0414\u0432\u0443\u043c\u044f \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u043c\u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430\u043c\u0438 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u043e \u0432\u0441\u0435\u0439 \u043d\u0430\u0443\u043a\u0435 \u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f ggplot2 \u0438 Matplotlib . \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 ggplot2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u044f\u0437\u044b\u043a\u0435 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f R, \u0430 Matplotlib \u2014 \u0432 Python. \u0425\u043e\u0442\u044f \u043e\u0431\u0435 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0435 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, ggplot2 \u043e\u0431\u044b\u0447\u043d\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0434\u0435\u043b\u0430\u0442\u044c \u044d\u0442\u043e \u0441 \u043c\u0435\u043d\u044c\u0448\u0438\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0441\u0442\u0440\u043e\u043a \u043a\u043e\u0434\u0430 \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 Matplotlib. \u0427\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0438\u043b\u043b\u044e\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u043e\u0442 \u043c\u043e\u043c\u0435\u043d\u0442, [&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-3498","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>Matplotlib \u043f\u0440\u043e\u0442\u0438\u0432 ggplot2: \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c? - \u0421\u0442\u0430\u0442\u043e\u0440\u0438\u0430\u043b\u044b<\/title>\n<meta name=\"description\" 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