{"id":1848,"date":"2023-07-24T18:02:19","date_gmt":"2023-07-24T18:02:19","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d0%bd%d0%b5%d1%81%d0%ba%d0%be%d0%bb%d1%8c%d0%ba%d0%be-%d1%83%d1%87%d0%b0%d1%81%d1%82%d0%ba%d0%be%d0%b2\/"},"modified":"2023-07-24T18:02:19","modified_gmt":"2023-07-24T18:02:19","slug":"%d0%bd%d0%b5%d1%81%d0%ba%d0%be%d0%bb%d1%8c%d0%ba%d0%be-%d1%83%d1%87%d0%b0%d1%81%d1%82%d0%ba%d0%be%d0%b2","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d0%bd%d0%b5%d1%81%d0%ba%d0%be%d0%bb%d1%8c%d0%ba%d0%be-%d1%83%d1%87%d0%b0%d1%81%d1%82%d0%ba%d0%be%d0%b2\/","title":{"rendered":"\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432 \u0441\u0438\u0431\u043e\u0440\u043d\u0430 \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u0440\u0438\u0441\u0443\u043d\u043a\u0435"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>FacetGrid()<\/strong> \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432 Seaborn \u043d\u0430 \u043e\u0434\u043d\u043e\u0439 \u0444\u0438\u0433\u0443\u0440\u0435:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#definegrid<\/span>\ng = sns. <span style=\"color: #3366ff;\">FacetGrid<\/span> (data=df, col=' <span style=\"color: #ff0000;\">variable1<\/span> ', col_wrap= <span style=\"color: #008000;\">2<\/span> )\n\n<span style=\"color: #008080;\">#add plots to grid<\/span>\ng. <span style=\"color: #3366ff;\">map<\/span> ( <span style=\"color: #3366ff;\">sns.scatterplot<\/span> , ' <span style=\"color: #ff0000;\">variable2<\/span> ', ' <span style=\"color: #ff0000;\">variable3<\/span> ')\n<\/strong><\/pre>\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 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 <strong>col<\/strong> \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0430, \u0430 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 <strong>col_wrap<\/strong> \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432, \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u043c\u044b\u0445 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\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 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0441\u043e \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u043c \u043d\u0430\u0431\u043e\u0440\u043e\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u00ab\u0441\u043e\u0432\u0435\u0442\u044b\u00bb:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#load tips dataset<\/span>\ntips = sns. <span style=\"color: #3366ff;\">load_dataset<\/span> (' <span style=\"color: #ff0000;\">tips<\/span> ')\n\n<span style=\"color: #008080;\">#view first five rows of tips dataset\n<\/span>tips. <span style=\"color: #3366ff;\">head<\/span> ()\n\n   total_bill tip sex smoker day time size\n0 16.99 1.01 Female No Sun Dinner 2\n1 10.34 1.66 Male No Sun Dinner 3\n2 21.01 3.50 Male No Sun Dinner 3\n3 23.68 3.31 Male No Sun Dinner 2\n4 24.59 3.61 Female No Sun Dinner 4<\/span>\n<\/span><\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 1. \u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u043f\u0443\u0442\u0435\u0439<\/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 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432 Seaborn \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u0440\u0438\u0441\u0443\u043d\u043a\u0435:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#define grid with two plots per row\n<\/span>g = sns. <span style=\"color: #3366ff;\">FacetGrid<\/span> (data=tips, col=' <span style=\"color: #ff0000;\">day<\/span> ', col_wrap= <span style=\"color: #008000;\">2<\/span> )\n\n<span style=\"color: #008080;\">#add histograms to each plot<\/span>\ng. <span style=\"color: #3366ff;\">map<\/span> (sns. <span style=\"color: #3366ff;\">histplot<\/span> , ' <span style=\"color: #ff0000;\">tip<\/span> ')<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-17835\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/snsmlut1.png\" alt=\"\u041f\u0440\u0438\u043c\u0435\u0440 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432 \u0421\u0438\u0431\u043e\u0440\u043d\u0430\" width=\"444\" height=\"455\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u0412\u043e\u0442 \u0447\u0442\u043e \u043c\u044b \u0441\u0434\u0435\u043b\u0430\u043b\u0438 \u0441 \u044d\u0442\u0438\u043c \u043f\u0440\u043e\u0441\u0442\u044b\u043c \u043a\u043e\u0434\u043e\u043c:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u0423\u043a\u0430\u0437\u0430\u043d\u043e \u0434\u043b\u044f \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0438 \u043f\u043e \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u00ab\u0434\u0435\u043d\u044c\u00bb.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0423\u043a\u0430\u0437\u0430\u043d\u043e \u0434\u043b\u044f \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0434\u0432\u0443\u0445 \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0423\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0433\u0440\u0430\u0444\u0438\u043a\u0435 \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u044b, \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0435\u0439 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u00ab\u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043e\u043a\u00bb \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u0434\u043d\u044f.<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 2. \u0421\u043e\u0437\u0434\u0430\u0439\u0442\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0443\u0442\u0435\u0439 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0439 \u0432\u044b\u0441\u043e\u0442\u044b.<\/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 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432 Seaborn \u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0439 \u0432\u044b\u0441\u043e\u0442\u043e\u0439 \u0438 \u0441\u043e\u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435\u043c \u0441\u0442\u043e\u0440\u043e\u043d:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#definegrid\n<\/span>g = sns. <span style=\"color: #3366ff;\">FacetGrid<\/span> (data=tips, col=' <span style=\"color: #ff0000;\">day<\/span> ', col_wrap= <span style=\"color: #008000;\">2 <span style=\"color: #000000;\">, height= <span style=\"color: #008000;\">4<\/span> , aspect= <span style=\"color: #008000;\">.75<\/span><\/span><\/span> )\n\n<span style=\"color: #008080;\">#add histograms to each plot<\/span>\ng. <span style=\"color: #3366ff;\">map<\/span> (sns. <span style=\"color: #3366ff;\">histplot<\/span> , ' <span style=\"color: #ff0000;\">tip<\/span> ')<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-17836 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/snsmult2.png\" alt=\"\" width=\"483\" height=\"657\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 3.<\/strong><\/span> <span style=\"color: #000000;\"><strong>\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432 \u0441 \u043b\u0435\u0433\u0435\u043d\u0434\u043e\u0439<\/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 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432 Seaborn \u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043b\u0435\u0433\u0435\u043d\u0434\u0443:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#definegrid\n<\/span>g = sns. <span style=\"color: #3366ff;\">FacetGrid<\/span> (data=tips, col=' <span style=\"color: #ff0000;\">day<\/span> ', hue=' <span style=\"color: #ff0000;\">sex<\/span> ', col_wrap= <span style=\"color: #008000;\">2<\/span> )\n\n<span style=\"color: #008080;\">#add density plots to each plot<\/span>\ng. <span style=\"color: #3366ff;\">map<\/span> ( <span style=\"color: #3366ff;\">sns.kdeplot<\/span> , ' <span style=\"color: #ff0000;\">tip<\/span> ')\n\n<span style=\"color: #008080;\">#add legend<\/span>\ng. <span style=\"color: #3366ff;\">add_legend<\/span> ()\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-17837\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/snsmult3.png\" alt=\"\u041d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u044e\u0436\u0435\u0442\u043e\u0432 Seaborn \u0441 \u043b\u0435\u0433\u0435\u043d\u0434\u043e\u0439\" width=\"495\" height=\"418\" 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> <a href=\"https:\/\/statorials.org\/ru\/\u043c\u043e\u0440\u0441\u043a\u043e\u0438-\u0442\u0438\u0442\u0443\u043b\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u043a \u0443\u0447\u0430\u0441\u0442\u043a\u0430\u043c Seaborn<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u043f\u043e\u0437\u0438\u0446\u0438\u044f-\u043c\u043e\u0440\u0441\u043a\u043e\u0438-\u043b\u0435\u0433\u0435\u043d\u0434\u044b\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u043b\u0435\u0433\u0435\u043d\u0434\u044b \u0432 Seaborn<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0440\u0430\u0437\u043c\u0435\u0440-\u043c\u043e\u0440\u0441\u043a\u043e\u0438-\u0444\u0438\u0433\u0443\u0440\u044b\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0440\u0430\u0437\u043c\u0435\u0440 \u0444\u0438\u0433\u0443\u0440\u044b \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u043a\u0435 \u0421\u0438\u0431\u043e\u0440\u043d\u0430<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e FacetGrid() \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432 Seaborn \u043d\u0430 \u043e\u0434\u043d\u043e\u0439 \u0444\u0438\u0433\u0443\u0440\u0435: #definegrid g = sns. FacetGrid (data=df, col=&#8217; variable1 &#8216;, col_wrap= 2 ) #add plots to grid g. map ( sns.scatterplot , &#8216; variable2 &#8216;, &#8216; variable3 &#8216;) \u041e\u0431\u0440\u0430\u0442\u0438\u0442\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435, \u0447\u0442\u043e \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 col \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0430, \u0430 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 col_wrap \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432, [&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-1848","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 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432 \u0421\u0438\u0431\u043e\u0440\u043d\u0430 \u043d\u0430 \u043e\u0434\u043d\u043e\u0439 \u0444\u0438\u0433\u0443\u0440\u0435<\/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 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