{"id":1328,"date":"2023-07-26T20:37:47","date_gmt":"2023-07-26T20:37:47","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d0%be%d0%b1%d0%bb%d0%b0%d0%ba%d0%be-%d1%82%d0%be%d1%87%d0%b5%d0%ba-%d0%bf%d0%b0%d0%bd%d0%b4%d1%8b\/"},"modified":"2023-07-26T20:37:47","modified_gmt":"2023-07-26T20:37:47","slug":"%d0%be%d0%b1%d0%bb%d0%b0%d0%ba%d0%be-%d1%82%d0%be%d1%87%d0%b5%d0%ba-%d0%bf%d0%b0%d0%bd%d0%b4%d1%8b","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d0%be%d0%b1%d0%bb%d0%b0%d0%ba%d0%be-%d1%82%d0%be%d1%87%d0%b5%d0%ba-%d0%bf%d0%b0%d0%bd%d0%b4%d1%8b\/","title":{"rendered":"\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043e\u0431\u043b\u0430\u043a\u043e \u0442\u043e\u0447\u0435\u043a \u0438\u0437 dataframe pandas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0434\u0432\u0430 \u0441\u043f\u043e\u0441\u043e\u0431\u0430 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043e\u0431\u043b\u0430\u043a\u0430 \u0442\u043e\u0447\u0435\u043a \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 DataFrame pandas:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 pandas.DataFrame.plot.scatter.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041e\u0434\u0438\u043d \u0438\u0437 \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u0432 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b \u0440\u0430\u0441\u0441\u0435\u044f\u043d\u0438\u044f \u2014 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u0443\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u044e <a href=\"https:\/\/pandas.pydata.org\/pandas-docs\/stable\/reference\/api\/pandas.DataFrame.plot.scatter.html\" target=\"_blank\" rel=\"noopener\">Pandasplot.scatter()<\/a> :<\/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\ndf. <span style=\"color: #3366ff;\">plot<\/span> . <span style=\"color: #3366ff;\">scatter<\/span> (x = ' <span style=\"color: #008000;\">x_column_name<\/span> ', y = ' <span style=\"color: #008000;\">y_columnn_name<\/span> ')<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>2. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 matplotlib.pyplot.scatter.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0414\u0440\u0443\u0433\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \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 \u2014 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e Matplotlib <a href=\"https:\/\/matplotlib.org\/api\/_as_gen\/matplotlib.pyplot.scatter.html#matplotlib.pyplot.scatter\" target=\"_blank\" rel=\"noopener\">pyplot.scatter()<\/a> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #107d3f;\">as<\/span> plt\n\nplt. <span style=\"color: #3366ff;\">scatter<\/span> (df.x, df.y)\n<\/strong><\/pre>\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\u0440\u0438\u043c\u0435\u0440 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0438\u0437 \u044d\u0442\u0438\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 1: \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043d\u0434<\/strong><\/span><\/h3>\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 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c <a href=\"https:\/\/pandas.pydata.org\/pandas-docs\/stable\/reference\/api\/pandas.DataFrame.plot.scatter.html\" target=\"_blank\" rel=\"noopener\">\u0444\u0443\u043d\u043a\u0446\u0438\u044eplot.scatter()<\/a> \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0441\u0442\u043e\u0439 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b \u0440\u0430\u0441\u0441\u0435\u044f\u043d\u0438\u044f:<\/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\n<span style=\"color: #008080;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({'x': [1, 3, 3, 4, 5, 7, 9, 12, 13, 15],\n                   'y': [5, 7, 9, 7, 6, 12, 14, 18, 15, 22]})\n\n<span style=\"color: #008080;\">#create scatterplot<\/span>\ndf. <span style=\"color: #3366ff;\">plot<\/span> . <span style=\"color: #3366ff;\">scatter<\/span> (x=' <span style=\"color: #008000;\">x<\/span> ', y=' <span style=\"color: #008000;\">y<\/span> ')\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12995 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/dispersion1.png\" alt=\"\u043e\u0431\u043b\u0430\u043a\u043e \u0442\u043e\u0447\u0435\u043a \u043f\u0430\u043d\u0434\u044b\" width=\"417\" height=\"277\" 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 \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u044b <strong>s<\/strong> \u0438 <strong>c<\/strong> \u0434\u043b\u044f \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043c\u0435\u0440\u0430 \u0438 \u0446\u0432\u0435\u0442\u0430 \u0442\u043e\u0447\u0435\u043a \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">plot<\/span> . <span style=\"color: #3366ff;\">scatter<\/span> (x=' <span style=\"color: #008000;\">x<\/span> ', y=' <span style=\"color: #008000;\">y<\/span> ', s= <span style=\"color: #008000;\">60<\/span> , c=' <span style=\"color: #008000;\">green<\/span> ')<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12996 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/dispersion2.png\" alt=\"\u041e\u0431\u043b\u0430\u043a\u043e \u0442\u043e\u0447\u0435\u043a \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c DataFrame pandas\" width=\"434\" height=\"283\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 2: \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 Matplotlib<\/strong><\/span><\/h3>\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 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <a href=\"https:\/\/matplotlib.org\/api\/_as_gen\/matplotlib.pyplot.scatter.html#matplotlib.pyplot.scatter\" target=\"_blank\" rel=\"noopener\">pyplot.scatter()<\/a> \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b \u0440\u0430\u0441\u0441\u0435\u044f\u043d\u0438\u044f:<\/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: #107d3f;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({'x': [1, 3, 3, 4, 5, 7, 9, 12, 13, 15],\n                   'y': [5, 7, 9, 7, 6, 12, 14, 18, 15, 22]})\n\n<span style=\"color: #008080;\">#create scatterplot<\/span>\nplt. <span style=\"color: #3366ff;\">scatter<\/span> (df.x, df.y)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12997 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/dispersion3.png\" alt=\"\" width=\"408\" height=\"272\" 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 \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u044b <strong>s<\/strong> \u0438 <strong>c<\/strong> \u0434\u043b\u044f \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043c\u0435\u0440\u0430 \u0438 \u0446\u0432\u0435\u0442\u0430 \u0442\u043e\u0447\u0435\u043a \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>plt. <span style=\"color: #3366ff;\">scatter<\/span> (df.x, df.y, s= <span style=\"color: #008000;\">60<\/span> , c=' <span style=\"color: #008000;\">purple<\/span> ')<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12998 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/dispersion4.png\" alt=\"\" width=\"421\" height=\"279\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><em>\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0443\u0440\u043e\u043a\u0438 \u043f\u043e Python \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043d\u0430\u0439\u0442\u0438 \u0437\u0434\u0435\u0441\u044c .<\/em><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0434\u0432\u0430 \u0441\u043f\u043e\u0441\u043e\u0431\u0430 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043e\u0431\u043b\u0430\u043a\u0430 \u0442\u043e\u0447\u0435\u043a \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 DataFrame pandas: 1. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 pandas.DataFrame.plot.scatter. \u041e\u0434\u0438\u043d \u0438\u0437 \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u0432 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b \u0440\u0430\u0441\u0441\u0435\u044f\u043d\u0438\u044f \u2014 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u0443\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u044e Pandasplot.scatter() : import pandas as pd df. plot . scatter (x = &#8216; x_column_name &#8216;, y = &#8216; y_columnn_name &#8216;) 2. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 matplotlib.pyplot.scatter. \u0414\u0440\u0443\u0433\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \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 \u2014 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c [&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-1328","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\/ 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