{"id":2127,"date":"2023-07-23T13:57:35","date_gmt":"2023-07-23T13:57:35","guid":{"rendered":"https:\/\/statorials.org\/ru\/seaborn-barplot-%d0%bf%d0%be%d0%ba%d0%b0%d0%b7%d1%8b%d0%b2%d0%b0%d0%b5%d1%82-%d0%b7%d0%bd%d0%b0%d1%87%d0%b5%d0%bd%d0%b8%d1%8f\/"},"modified":"2023-07-23T13:57:35","modified_gmt":"2023-07-23T13:57:35","slug":"seaborn-barplot-%d0%bf%d0%be%d0%ba%d0%b0%d0%b7%d1%8b%d0%b2%d0%b0%d0%b5%d1%82-%d0%b7%d0%bd%d0%b0%d1%87%d0%b5%d0%bd%d0%b8%d1%8f","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/seaborn-barplot-%d0%bf%d0%be%d0%ba%d0%b0%d0%b7%d1%8b%d0%b2%d0%b0%d0%b5%d1%82-%d0%b7%d0%bd%d0%b0%d1%87%d0%b5%d0%bd%d0%b8%d1%8f\/","title":{"rendered":"\u041a\u0430\u043a \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0430 seaborn barplot (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438)"},"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 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0443\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0434\u043b\u044f \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043d\u0430 <a href=\"https:\/\/seaborn.pydata.org\/\" target=\"_blank\" rel=\"noopener\">\u043c\u043e\u0440\u0441\u043a\u043e\u0439<\/a> \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">def<\/span> <span style=\"color: #3366ff;\">show_values<\/span> (axs, orient=\" <span style=\"color: #ff0000;\">v<\/span> \", space=.01):\n    def <span style=\"color: #3366ff;\">_single<\/span> (ax):\n        <span style=\"color: #008000;\">if<\/span> orient == \" <span style=\"color: #ff0000;\">v<\/span> \":\n            <span style=\"color: #008000;\">for<\/span> p <span style=\"color: #008000;\">in<\/span> ax. <span style=\"color: #3366ff;\">patches<\/span> :\n                _x = p. <span style=\"color: #3366ff;\">get_x<\/span> () + p. <span style=\"color: #3366ff;\">get_width<\/span> ()\/2\n                _y = p. <span style=\"color: #3366ff;\">get_y<\/span> () + p. <span style=\"color: #3366ff;\">get_height<\/span> () + ( <span style=\"color: #3366ff;\">p.get_height<\/span> ()*0.01)\n                value = ' <span style=\"color: #ff0000;\">{:.1f}<\/span> '. <span style=\"color: #3366ff;\">format<\/span> (e.g. <span style=\"color: #3366ff;\">get_height<\/span> ())\n                ax. <span style=\"color: #3366ff;\">text<\/span> (_x, _y, value, ha=\" <span style=\"color: #ff0000;\">center<\/span> \") \n        <span style=\"color: #008000;\">elif<\/span> orient == \" <span style=\"color: #ff0000;\">h<\/span> \":\n            <span style=\"color: #008000;\">for<\/span> p <span style=\"color: #008000;\">in<\/span> ax. <span style=\"color: #3366ff;\">patches<\/span> :\n                _x = p. <span style=\"color: #3366ff;\">get_x<\/span> () + p. <span style=\"color: #3366ff;\">get_width<\/span> () + float(space)\n                _y = p. <span style=\"color: #3366ff;\">get_y<\/span> () + p. <span style=\"color: #3366ff;\">get_height<\/span> () - (e.g. <span style=\"color: #3366ff;\">get_height<\/span> ()*0.5)\n                value = ' <span style=\"color: #ff0000;\">{:.1f}<\/span> '. <span style=\"color: #3366ff;\">format<\/span> (e.g. <span style=\"color: #3366ff;\">get_width<\/span> ())\n                ax. <span style=\"color: #3366ff;\">text<\/span> (_x, _y, value, ha=\" <span style=\"color: #ff0000;\">left<\/span> \")\n\n    <span style=\"color: #008000;\">if<\/span> isinstance(axs, <span style=\"color: #3366ff;\">np.ndarray<\/span> ):\n        <span style=\"color: #008000;\">for<\/span> idx, ax <span style=\"color: #008000;\">in<\/span> np. <span style=\"color: #3366ff;\">ndenumerate<\/span> (axs):\n            _single(ax)\n    <span style=\"color: #008000;\">else<\/span> :\n        _single(axs)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u042d\u0442\u0430 \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0434\u043b\u044f \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0445 \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c.<\/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 \u043d\u0430\u0431\u043e\u0440\u043e\u043c \u0434\u0430\u043d\u043d\u044b\u0445 Seaborn \u00abtips\u00bb:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> seaborn <span style=\"color: #008000;\">as<\/span> sns<\/span>\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd<\/span>\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np<\/span>\n\n<span style=\"color: #008080;\">#load tips dataset<\/span>\n<span style=\"color: #000000;\">data = sns. <span style=\"color: #3366ff;\">load_dataset<\/span> (\u201c <span style=\"color: #ff0000;\">tips<\/span> \u201d)<\/span>\n\n<span style=\"color: #008080;\">#view first five rows<\/span>\n<span style=\"color: #000000;\">data. <span style=\"color: #3366ff;\">head<\/span> ()\n\n\ttotal_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: \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043d\u0430 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435<\/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 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0430 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create vertical barplot<\/span>\np = sns. <span style=\"color: #3366ff;\">barplot<\/span> (x=\" <span style=\"color: #ff0000;\">day<\/span> \", y=\" <span style=\"color: #ff0000;\">tip<\/span> \", data=data, ci= <span style=\"color: #008000;\">None<\/span> )\n\n<span style=\"color: #008080;\">#show values on barplot\n<\/span>show_values(p)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19750 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/baraffichage1.png\" alt=\"\" width=\"571\" height=\"382\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 2: \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043d\u0430 \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0439 \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435<\/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 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0430 \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0439 \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create horizontal barplot<\/span>\np = sns. <span style=\"color: #3366ff;\">barplot<\/span> (x=\" <span style=\"color: #ff0000;\">tip<\/span> \", y=\" <span style=\"color: #ff0000;\">day<\/span> \", data=data, ci= <span style=\"color: #008000;\">None<\/span> )\n\n<span style=\"color: #008080;\">#show values on barplot<\/span>\nshow_values(p, \" <span style=\"color: #ff0000;\">h<\/span> \", space= <span style=\"color: #008000;\">0<\/span> )\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19751 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/barshow2.png\" alt=\"\" width=\"578\" height=\"385\" 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\u0435\u043c \u0431\u043e\u043b\u044c\u0448\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435 \u0434\u043b\u044f \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430, \u0442\u0435\u043c \u0434\u0430\u043b\u044c\u0448\u0435 \u043c\u0435\u0442\u043a\u0438 \u0431\u0443\u0434\u0443\u0442 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u043e\u0442 \u043f\u043e\u043b\u043e\u0441.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u0438\u0437\u043c\u0435\u043d\u0438\u043c \u043f\u0440\u043e\u0431\u0435\u043b \u0441 <strong>0<\/strong> \u043d\u0430 <strong>.05<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create horizontal barplot<\/span>\np = sns. <span style=\"color: #3366ff;\">barplot<\/span> (x=\" <span style=\"color: #ff0000;\">tip<\/span> \", y=\" <span style=\"color: #ff0000;\">day<\/span> \", data=data, ci= <span style=\"color: #008000;\">None<\/span> )\n\n<span style=\"color: #008080;\">#show values on barplot<\/span>\nshow_values(p, \" <span style=\"color: #ff0000;\">h<\/span> \", space= <span style=\"color: #008000;\">0.05<\/span> )<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19752 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/barshow3.png\" alt=\"\" width=\"583\" height=\"391\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435<\/strong> . \u0427\u0442\u043e\u0431\u044b \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u043c\u044b\u0445 \u0434\u0435\u0441\u044f\u0442\u0438\u0447\u043d\u044b\u0445 \u0437\u043d\u0430\u043a\u043e\u0432, \u043f\u0440\u043e\u0441\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432 \u044d\u0442\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>value = ' <span style=\"color: #ff0000;\">{:.1f}<\/span> '. <span style=\"color: #3366ff;\">format<\/span> (e.g. <span style=\"color: #3366ff;\">get_height<\/span> ())\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u0435 \u0435\u0433\u043e \u043d\u0430 . <strong>\u041e\u0442 1f<\/strong> \u0434\u043e <strong>.2f<\/strong> \u0434\u043b\u044f \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0434\u0432\u0443\u0445 \u0434\u0435\u0441\u044f\u0442\u0438\u0447\u043d\u044b\u0445 \u0437\u043d\u0430\u043a\u043e\u0432 \u0432\u043c\u0435\u0441\u0442\u043e \u043e\u0434\u043d\u043e\u0433\u043e.<\/span><\/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 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0434\u0440\u0443\u0433\u0438\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0432 seaborn:<\/span><\/p>\n<p><a href=\"https:\/\/statorials.org\/ru\/\u043c\u043e\u0440\u0441\u043a\u043e\u0438-\u043a\u0430\u043c\u0430\u043c\u0431\u0435\u0440\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043a\u0440\u0443\u0433\u043e\u0432\u0443\u044e \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u0432 Seaborn<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u043c\u043e\u0440\u0441\u043a\u0430\u044f-\u0445\u0440\u043e\u043d\u043e\u043b\u043e\u0433\u0438\u044f\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0433\u0440\u0430\u0444\u0438\u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0440\u044f\u0434\u043e\u0432 \u0432 Seaborn<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e-\u0443\u0447\u0430\u0441\u0442\u043a\u043e\u0432\/\" target=\"_blank\" rel=\"noopener\">\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\u043c \u0440\u0438\u0441\u0443\u043d\u043a\u0435<\/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 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0443\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0434\u043b\u044f \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043d\u0430 \u043c\u043e\u0440\u0441\u043a\u043e\u0439 \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435: def show_values (axs, orient=&#187; v &#171;, space=.01): def _single (ax): if orient == &#187; v &#171;: for p in ax. patches : _x = p. get_x () + p. get_width ()\/2 _y = p. get_y () + p. get_height () + ( p.get_height ()*0.01) 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