{"id":15534,"date":"2024-01-13T16:24:21","date_gmt":"2024-01-13T12:54:21","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/"},"modified":"2024-01-13T16:24:21","modified_gmt":"2024-01-13T12:54:21","slug":"%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/","title":{"rendered":"\u0637\u0631\u062d \u0648\u06cc\u0648\u0644\u0646 Seaborn &#8211; \u0622\u0645\u0648\u0632\u0634 \u0648 \u0646\u0645\u0648\u0646\u0647"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d9%88%d8%a7%d8%b1%d8%af_%da%a9%d8%b1%d8%af%d9%86_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\" >\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d8%b7%d8%b1%d8%ad_%db%8c%da%a9_%d9%86%d9%82%d8%b4%d9%87_%d8%b3%d8%a7%d8%af%d9%87_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%af%d8%b1_seaborn\" >\u0637\u0631\u062d \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0633\u0627\u062f\u0647 \u0648\u06cc\u0648\u0644\u0646 \u062f\u0631 Seaborn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d8%aa%d8%b1%d8%b3%db%8c%d9%85_%d9%be%d9%84%d8%a7%d8%aa_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%a8%d8%a7_%d9%85%d8%aa%d8%ba%db%8c%d8%b1%d9%87%d8%a7%db%8c_x_%d9%88_y\" >\u062a\u0631\u0633\u06cc\u0645 \u067e\u0644\u0627\u062a \u0648\u06cc\u0648\u0644\u0646 \u0628\u0627 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc X \u0648 Y<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c_%da%a9%d8%b1%d8%af%d9%86_%d8%b7%d8%b1%d8%ad\" >\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0637\u0631\u062d<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d8%a8%d8%b1%da%86%d8%b3%d8%a8_%d9%87%d8%a7%db%8c_%d8%b7%d8%b1%d8%ad_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%b1%d8%a7_%d8%a8%d8%a7_seaborn_%d8%aa%d8%ba%db%8c%db%8c%d8%b1_%d8%af%d9%87%db%8c%d8%af\" >\u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0637\u0631\u062d \u0648\u06cc\u0648\u0644\u0646 \u0631\u0627 \u0628\u0627 Seaborn \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d8%b1%d9%86%da%af_%d9%be%d9%84%d8%a7%d8%aa_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%b1%d8%a7_%d8%a8%d8%a7_seaborn_%d8%aa%d8%ba%db%8c%db%8c%d8%b1_%d8%af%d9%87%db%8c%d8%af\" >\u0631\u0646\u06af \u067e\u0644\u0627\u062a \u0648\u06cc\u0648\u0644\u0646 \u0631\u0627 \u0628\u0627 Seaborn \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d9%87%d9%85%d9%be%d9%88%d8%b4%d8%a7%d9%86%db%8c_%d8%a7%d8%b2%d8%af%d8%ad%d8%a7%d9%85_%d8%a8%d8%b1_%d8%b1%d9%88%db%8c_%d8%b7%d8%b1%d8%ad_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%af%d8%b1_seaborn\" >\u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u0627\u0632\u062f\u062d\u0627\u0645 \u0628\u0631 \u0631\u0648\u06cc \u0637\u0631\u062d \u0648\u06cc\u0648\u0644\u0646 \u062f\u0631 Seaborn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d8%aa%d8%ba%db%8c%db%8c%d8%b1_%d8%b3%d8%a8%da%a9_%d9%88%db%8c%d9%88%d9%84%d9%86_%d9%be%d9%84%d8%a7%d8%aa_%d8%a8%d8%a7_seaborn\" >\u062a\u063a\u06cc\u06cc\u0631 \u0633\u0628\u06a9 \u0648\u06cc\u0648\u0644\u0646 \u067e\u0644\u0627\u062a \u0628\u0627 Seaborn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d8%b7%d8%b1%d8%ad_%d9%87%d8%a7%db%8c_%d9%81%d8%b1%d8%b9%db%8c_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%a8%d8%a7_seaborn\" >\u0637\u0631\u062d \u0647\u0627\u06cc \u0641\u0631\u0639\u06cc \u0648\u06cc\u0648\u0644\u0646 \u0628\u0627 Seaborn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%da%af%d8%b1%d9%88%d9%87_%d8%a8%d9%86%d8%af%db%8c_%d8%aa%d9%88%d8%b7%d8%a6%d9%87_%d9%87%d8%a7%db%8c_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%aa%d9%88%d8%b3%d8%b7_hue\" >\u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u062a\u0648\u0637\u0626\u0647 \u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646 \u062a\u0648\u0633\u0637 Hue<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%b7%d8%b1%d8%ad_%d9%87%d8%a7%db%8c_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%aa%d9%88%d8%b3%d8%b7_hue\" >\u062a\u0642\u0633\u06cc\u0645 \u0637\u0631\u062d \u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646 \u062a\u0648\u0633\u0637 Hue<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d9%88%db%8c%d9%88%d9%84%d9%86-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 7<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><em>\u0645\u062a\u0648\u0644\u062f \u062f\u0631\u06cc\u0627<\/em> \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0633\u0648\u0646\u062f\u06cc \u0627\u0633\u062a <em>Matplotlib<\/em>.  \u0627\u06cc\u0646 \u06cc\u06a9 API \u0633\u0627\u062f\u0647\u060c \u0628\u0635\u0631\u06cc \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0642\u0627\u0628\u0644 \u062a\u0646\u0638\u06cc\u0645 \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0631\u0648\u0634 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <em>\u0637\u0631\u062d \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0648\u06cc\u0648\u0644\u0646 \u062f\u0631 Seaborn<\/em>.<\/p>\n<blockquote>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0646\u0645\u0627\u06cc\u0634 \u0645\u062d\u062f\u0648\u062f\u0647\u060c \u0645\u06cc\u0627\u0646\u0647 \u0648 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/blockquote>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646 \u0647\u0645\u0627\u0646 \u0622\u0645\u0627\u0631 \u062e\u0644\u0627\u0635\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0627\u06cc \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0622\u0646\u0647\u0627 \u0646\u06cc\u0632 \u0634\u0627\u0645\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f <em>\u062a\u062e\u0645\u06cc\u0646 \u062a\u0631\u0627\u06a9\u0645 \u0647\u0633\u062a\u0647<\/em> \u06a9\u0647 \u0634\u06a9\u0644\/\u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2 id=\"importingdata\"><span class=\"ez-toc-section\" id=\"%d9%88%d8%a7%d8%b1%d8%af_%da%a9%d8%b1%d8%af%d9%86_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\"><\/span>\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639\u060c \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0637\u0631\u062d \u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646 \u0645\u0646\u0627\u0633\u0628 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627\u06cc\u062f \u062f\u0627\u0631\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0648 \u067e\u06cc\u0648\u0633\u062a\u0647 \u0628\u0627\u0634\u062f.  \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 Violin Plots \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0622\u0646\u0647\u0627 \u0645\u062d\u062f\u0648\u062f\u0647\u060c \u0645\u06cc\u0627\u0646\u0647 \u0648 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<p>\u062a\u0648\u0637\u0626\u0647\u200c\u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646 \u0627\u0633\u0627\u0633\u0627\u064b \u0647\u0645\u0627\u0646 \u0622\u0645\u0627\u0631 \u062e\u0644\u0627\u0635\u0647\u200c\u0627\u06cc \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u060c \u0627\u0645\u0627 \u0634\u0627\u0645\u0644 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0636\u0627\u0641\u06cc \u0646\u06cc\u0632 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.  \u0634\u06a9\u0644 &#8220;\u0648\u06cc\u0648\u0644\u0646&#8221; \u062f\u0631 \u0637\u0631\u062d \u0648\u06cc\u0648\u0644\u0646 \u06cc\u06a9 \u0627\u0633\u062a <em>\u062a\u062e\u0645\u06cc\u0646 \u0686\u06af\u0627\u0644\u06cc \u0647\u0633\u062a\u0647<\/em> \u06a9\u0647 \u0634\u06a9\u0644\/\u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u0627 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.kaggle.com\/tklimonova\/gapminder-datacamp-2007?select=gapminder_full.csv\">\u06af\u067e \u0645\u0627\u06cc\u0646\u062f\u0631<\/a> \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/p>\n<p>\u0645\u0627 \u0628\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 Seaborn\u060c \u0645\u0627\u0698\u0648\u0644 PyPlot \u0627\u0632 Matplotlib \u0648 Pandas \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<\/code><\/pre>\n<p>\u0633\u067e\u0633 \u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 import \u062f\u0627\u062f\u0647.  \u062e\u0648\u0628 print \u0633\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0635\u062d\u06cc\u062d \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0633\u062a\u0648\u0646 \u0647\u0627\/\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627.<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u0645 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u06af\u0645 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">dataframe = pd.read_csv(<span class=\"hljs-string\">\"gapminder_full.csv\"<\/span>, error_bad_lines=<span class=\"hljs-literal\">False<\/span>, encoding=<span class=\"hljs-string\">\"ISO-8859-1\"<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(dataframe.head())\n<span class=\"hljs-built_in\">print<\/span>(dataframe.isnull().values.<span class=\"hljs-built_in\">any<\/span>())\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<pre><code class=\"hljs\">       country  year  population continent  life_exp     gdp_cap\n0  Afghanistan  1952     8425333      Asia    28.801  779.445314\n1  Afghanistan  1957     9240934      Asia    30.332  820.853030\n2  Afghanistan  1962    10267083      Asia    31.997  853.100710\n3  Afghanistan  1967    11537966      Asia    34.020  836.197138\n4  Afghanistan  1972    13079460      Asia    36.088  739.981106\n<\/code><\/pre>\n<p>\u0645\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062a\u063a\u06cc\u0631 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0647 \u062a\u0648\u0627\u0628\u0639 Seaborn \u0645\u0646\u062a\u0642\u0644 \u0634\u0648\u0646\u062f:<\/p>\n<pre><code class=\"hljs\">country = dataframe.country\ncontinent = dataframe.continent\npopulation = dataframe.population\nlife_exp = dataframe.life_exp\ngdp_cap = dataframe.gdp_cap\n<\/code><\/pre>\n<h2 id=\"plottingasimpleviolinplotinseaborn\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%ad_%db%8c%da%a9_%d9%86%d9%82%d8%b4%d9%87_%d8%b3%d8%a7%d8%af%d9%87_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%af%d8%b1_seaborn\"><\/span>\u0637\u0631\u062d \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0633\u0627\u062f\u0647 \u0648\u06cc\u0648\u0644\u0646 \u062f\u0631 Seaborn<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0637\u0631\u062d \u0648\u06cc\u0648\u0644\u0646 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0637\u0631\u062d \u0648\u06cc\u0648\u0644\u0646\u060c \u0645\u0627 \u0641\u0642\u0637 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>violinplot()<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 Seaborn<\/p>\n<p>\u0645\u0627 \u062f\u0631 dataframe \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645\u060c \u0639\u0628\u0648\u0631 \u0645\u06cc \u062f\u0647\u06cc\u0645.  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0641\u0642\u0637 \u0645\u062a\u063a\u06cc\u0631 X \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u0645 \u0648 \u062a\u0627\u0628\u0639 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0645\u062d\u0648\u0631 Y:<\/p>\n<pre><code class=\"hljs\">sns.violinplot(x=life_exp)\n\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-violin-plot-tutorial-and-examples-1.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631\u060c \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0627\u0632 \u0642\u0628\u0644 \u0646\u062f\u0627\u0631\u06cc\u062f.  \u0628\u0627 \u062a\u0627\u0645\u06cc\u0646 <code>data<\/code> \u0622\u0631\u06af\u0648\u0645\u0627\u0646\u060c \u0648 \u0628\u0627 \u0627\u062e\u062a\u0635\u0627\u0635 \u0622\u0646 \u0628\u0647 DataFrame \u0645\u0627\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0645\u062a\u063a\u06cc\u0631 \u0627\u0631\u062c\u0627\u0639 \u062f\u0647\u06cc\u062f\u060c \u06a9\u0647 \u0633\u067e\u0633 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">sns.violinplot(x=<span class=\"hljs-string\">\"life_exp\"<\/span>, data = dataframe)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u062f\u0642\u06cc\u0642\u0627\u064b \u0647\u0645\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u062f\u0631 \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631\u060c Seaborn \u062a\u0648\u0632\u06cc\u0639 \u0627\u0645\u06cc\u062f \u0628\u0647 \u0632\u0646\u062f\u06af\u06cc \u062f\u0631 \u0647\u0645\u0647 \u06a9\u0634\u0648\u0631\u0647\u0627 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u0627 \u0641\u0642\u0637 <code>life_exp<\/code> \u0645\u062a\u063a\u06cc\u0631.  \u0628\u06cc\u0634\u062a\u0631 \u0627\u0648\u0642\u0627\u062a\u060c \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0645\u062a\u063a\u06cc\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u0631\u0627 \u0646\u06cc\u0632 \u062c\u062f\u0627 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0645\u062a\u063a\u06cc\u0631 \u062f\u06cc\u06af\u0631\u06cc \u0645\u0627\u0646\u0646\u062f <code>country<\/code> \u06cc\u0627 <code>continent<\/code>.<\/p>\n<\/p><\/div><\/div><\/div>\n<h2 id=\"plottingviolinplotwithxandyvariables\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b1%d8%b3%db%8c%d9%85_%d9%be%d9%84%d8%a7%d8%aa_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%a8%d8%a7_%d9%85%d8%aa%d8%ba%db%8c%d8%b1%d9%87%d8%a7%db%8c_x_%d9%88_y\"><\/span>\u062a\u0631\u0633\u06cc\u0645 \u067e\u0644\u0627\u062a \u0648\u06cc\u0648\u0644\u0646 \u0628\u0627 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc X \u0648 Y<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 X \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0648 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 Y \u067e\u06cc\u0648\u0633\u062a\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u0632\u06cc\u0631\u0627 \u062a\u0648\u0632\u06cc\u0639 \u062e\u0627\u0635\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u0648\u0639 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u0645\u0627 \u06a9\u0634\u0648\u0631\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u06cc\u0645.  \u0627\u06af\u0631 \u0647\u0645\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645\u060c \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0639\u0645\u0644\u06cc \u0648\u062c\u0648\u062f \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a \u0648 \u0631\u0642\u0645 \u0628\u0633\u06cc\u0627\u0631 \u0634\u0644\u0648\u063a \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.  \u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645 \u0648 \u0645\u062b\u0644\u0627\u064b 10 \u06a9\u0634\u0648\u0631 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0639\u0648\u0636\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0642\u0627\u0631\u0647 \u0646\u06cc\u0632 \u0646\u0642\u0634\u0647 \u0628\u06a9\u0634\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">sns.violinplot(x=continent, y=life_exp, data=dataframe)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-violin-plot-tutorial-and-examples-2.png\" alt=\"\" title=\"\"><\/p>\n<h2 id=\"customizingtheplot\"><span class=\"ez-toc-section\" id=\"%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c_%da%a9%d8%b1%d8%af%d9%86_%d8%b7%d8%b1%d8%ad\"><\/span>\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0637\u0631\u062d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0637\u0631\u062d \u0648\u06cc\u0648\u0644\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0686\u0646\u062f \u0631\u0648\u0634 \u0645\u062e\u062a\u0644\u0641 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<h3 id=\"changeviolinplotlabelswithseaborn\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%b1%da%86%d8%b3%d8%a8_%d9%87%d8%a7%db%8c_%d8%b7%d8%b1%d8%ad_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%b1%d8%a7_%d8%a8%d8%a7_seaborn_%d8%aa%d8%ba%db%8c%db%8c%d8%b1_%d8%af%d9%87%db%8c%d8%af\"><\/span>\u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0637\u0631\u062d \u0648\u06cc\u0648\u0644\u0646 \u0631\u0627 \u0628\u0627 Seaborn \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0639\u0646\u0627\u0648\u06cc\u0646 \u0648 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0647 \u0637\u0631\u062d \u062e\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0647 \u062f\u06cc\u06af\u0631\u0627\u0646 \u062f\u0631 \u062a\u0641\u0633\u06cc\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06a9\u0645\u06a9 \u06a9\u0646\u06cc\u0645.  \u0627\u06af\u0631\u0686\u0647 Seaborn \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062d\u0648\u0631\u0647\u0627\u06cc X \u0648 Y \u0631\u0627 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u0645.<\/p>\n<p>\u0627\u06cc\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 <code>set_title()<\/code> \u0648 <code>set_label()<\/code> \u067e\u0633 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0634\u06cc\u0621 \u0645\u062d\u0648\u0631 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.  \u0645\u0627 \u0641\u0642\u0637 \u0639\u0646\u0648\u0627\u0646\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0637\u0631\u062d \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0628\u062f\u0647\u06cc\u0645\u060c \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>set_title()<\/code> \u062a\u0627\u0628\u0639.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0628\u0631\u0686\u0633\u0628 \u0632\u062f\u0646 \u0645\u062d\u0648\u0631\u0647\u0627 \u0627\u0632 \u0639\u0644\u0627\u0645\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>set()<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0627\u0631\u0627\u0626\u0647 \u0628\u0631\u0686\u0633\u0628 \u0628\u0647 <code>xlabel<\/code> \u0648 <code>ylabel<\/code> \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0647\u0627 \u06cc\u0627 \u0627\u0632 wrapper \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>set_xlabel()<\/code>\/<code>set_ylabel()<\/code> \u06a9\u0627\u0631\u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\">ax = sns.violinplot(x=continent, y=life_exp)\nax.set_title(<span class=\"hljs-string\">\"Life Expectancy By Country\"<\/span>)\nax.set_ylabel(<span class=\"hljs-string\">\"Gapminder Life Expectancy\"<\/span>)\nax.set_xlabel(<span class=\"hljs-string\">\"Nations\"<\/span>)\n\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-violin-plot-tutorial-and-examples-3.png\" alt=\"\" title=\"\"><\/p>\n<h3 id=\"changeviolinplotcolorwithseaborn\"><span class=\"ez-toc-section\" id=\"%d8%b1%d9%86%da%af_%d9%be%d9%84%d8%a7%d8%aa_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%b1%d8%a7_%d8%a8%d8%a7_seaborn_%d8%aa%d8%ba%db%8c%db%8c%d8%b1_%d8%af%d9%87%db%8c%d8%af\"><\/span>\u0631\u0646\u06af \u067e\u0644\u0627\u062a \u0648\u06cc\u0648\u0644\u0646 \u0631\u0627 \u0628\u0627 Seaborn \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0637\u0631\u062d \u0631\u0627 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0631\u0646\u06af \u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0628\u0647 \u0622\u0646 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u0645.  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0631\u0646\u06af \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u0645 <code>palette<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631:<\/p>\n<pre><code class=\"hljs\">colors_list = (<span class=\"hljs-string\">'#78C850'<\/span>, <span class=\"hljs-string\">'#F08030'<\/span>,  <span class=\"hljs-string\">'#6890F0'<\/span>,  <span class=\"hljs-string\">'#A8B820'<\/span>,  <span class=\"hljs-string\">'#F8D030'<\/span>, <span class=\"hljs-string\">'#E0C068'<\/span>, <span class=\"hljs-string\">'#C03028'<\/span>, <span class=\"hljs-string\">'#F85888'<\/span>, <span class=\"hljs-string\">'#98D8D8'<\/span>)\n\nax = sns.violinplot(x=continent, y=life_exp, palette=colors_list)\nax.set_title(<span class=\"hljs-string\">\"Life Expectancy By Country\"<\/span>)\nax.set_ylabel(<span class=\"hljs-string\">\"Gapminder Life Expectancy\"<\/span>)\nax.set_xlabel(<span class=\"hljs-string\">\"Nations\"<\/span>)\n\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-violin-plot-tutorial-and-examples-4.png\" alt=\"\" title=\"\"><\/p>\n<h3 id=\"overlayingswarmplotoverviolinplotinseaborn\"><span class=\"ez-toc-section\" id=\"%d9%87%d9%85%d9%be%d9%88%d8%b4%d8%a7%d9%86%db%8c_%d8%a7%d8%b2%d8%af%d8%ad%d8%a7%d9%85_%d8%a8%d8%b1_%d8%b1%d9%88%db%8c_%d8%b7%d8%b1%d8%ad_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%af%d8%b1_seaborn\"><\/span>\u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u0627\u0632\u062f\u062d\u0627\u0645 \u0628\u0631 \u0631\u0648\u06cc \u0637\u0631\u062d \u0648\u06cc\u0648\u0644\u0646 \u062f\u0631 Seaborn<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u062d\u062a\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 Swarmplot \u0631\u0627 \u0631\u0648\u06cc \u067e\u0644\u0627\u062a \u0648\u06cc\u0648\u0644\u0646 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645 \u062a\u0627 \u062a\u0648\u0632\u06cc\u0639 \u0648 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0646\u0642\u0627\u0637\u06cc \u06a9\u0647 \u0622\u0646 \u062a\u0648\u0632\u06cc\u0639 \u0631\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u060c \u0628\u0628\u06cc\u0646\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0641\u0642\u0637 \u06cc\u06a9 \u0634\u06cc\u0621 \u0634\u06a9\u0644 \u0648\u0627\u062d\u062f \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u062f\u0648 \u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u062e\u062a\u0644\u0641 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">colors_list = (<span class=\"hljs-string\">'#78C850'<\/span>, <span class=\"hljs-string\">'#F08030'<\/span>,  <span class=\"hljs-string\">'#6890F0'<\/span>,  <span class=\"hljs-string\">'#A8B820'<\/span>,  <span class=\"hljs-string\">'#F8D030'<\/span>, <span class=\"hljs-string\">'#E0C068'<\/span>, <span class=\"hljs-string\">'#C03028'<\/span>, <span class=\"hljs-string\">'#F85888'<\/span>, <span class=\"hljs-string\">'#98D8D8'<\/span>)\n\nplt.figure(figsize=(<span class=\"hljs-number\">10<\/span>,<span class=\"hljs-number\">6<\/span>))\nsns.violinplot(x=continent, y=life_exp,palette=colors_list)\nsns.swarmplot(x=continent, y=life_exp, color=<span class=\"hljs-string\">\"k\"<\/span>, alpha=<span class=\"hljs-number\">0.8<\/span>)\nplt.title(<span class=\"hljs-string\">\"Life Expectancy By Country\"<\/span>)\nplt.ylabel(<span class=\"hljs-string\">\"Gapminder Life Expectancy\"<\/span>)\nplt.xlabel(<span class=\"hljs-string\">\"Nations\"<\/span>)\n\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-violin-plot-tutorial-and-examples-5.png\" alt=\"\" title=\"\"><\/p>\n<h3 id=\"changeviolinplotstylewithseaborn\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%ba%db%8c%db%8c%d8%b1_%d8%b3%d8%a8%da%a9_%d9%88%db%8c%d9%88%d9%84%d9%86_%d9%be%d9%84%d8%a7%d8%aa_%d8%a8%d8%a7_seaborn\"><\/span>\u062a\u063a\u06cc\u06cc\u0631 \u0633\u0628\u06a9 \u0648\u06cc\u0648\u0644\u0646 \u067e\u0644\u0627\u062a \u0628\u0627 Seaborn<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0633\u0628\u06a9 \u0648 \u067e\u0627\u0644\u062a \u0631\u0646\u06af \u0637\u0631\u062d \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u0645 <code>set_style()<\/code> \u0648 <code>set_palette()<\/code> \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u062a\u0648\u0627\u0628\u0639<\/p>\n<p>Seaborn \u0627\u0632 \u062a\u0639\u062f\u0627\u062f\u06cc \u06af\u0632\u06cc\u0646\u0647 \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/seaborn.pydata.org\/tutorial\/aesthetics.html\">\u0633\u0628\u06a9<\/a> \u0648 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/seaborn.pydata.org\/tutorial\/color_palettes.html\">\u062c\u0639\u0628\u0647 \u0631\u0646\u06af \u0646\u0642\u0627\u0634\u06cc<\/a> \u0627\u0632 \u0634\u06a9\u0644:<\/p>\n<pre><code class=\"hljs\">plt.figure(figsize=(<span class=\"hljs-number\">10<\/span>,<span class=\"hljs-number\">6<\/span>))\nsns.set_palette(<span class=\"hljs-string\">\"RdBu\"<\/span>)\nsns.set_style(<span class=\"hljs-string\">\"darkgrid\"<\/span>)\nsns.violinplot(x=continent, y=life_exp, data=dataframe)\nsns.swarmplot(x=continent, y=life_exp, data=dataframe, color=<span class=\"hljs-string\">\"k\"<\/span>, alpha=<span class=\"hljs-number\">0.8<\/span>)\nplt.title(<span class=\"hljs-string\">\"Life Expectancy By Country\"<\/span>)\nplt.ylabel(<span class=\"hljs-string\">\"Gapminder Life Expectancy\"<\/span>)\nplt.xlabel(<span class=\"hljs-string\">\"Nations\"<\/span>)\n\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-violin-plot-tutorial-and-examples-6.png\" alt=\"\" title=\"\"><\/p>\n<h3 id=\"subplottingviolinplotswithseaborn\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%ad_%d9%87%d8%a7%db%8c_%d9%81%d8%b1%d8%b9%db%8c_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%a8%d8%a7_seaborn\"><\/span>\u0637\u0631\u062d \u0647\u0627\u06cc \u0641\u0631\u0639\u06cc \u0648\u06cc\u0648\u0644\u0646 \u0628\u0627 Seaborn<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0631\u062d\u200c\u0647\u0627\u06cc \u0641\u0631\u0639\u06cc \u062e\u0648\u062f \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0634\u06a9\u0644 \u0648 \u0633\u067e\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>add_gridspec()<\/code> \u062a\u0627\u0628\u0639\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0637\u0631\u062d \u0641\u0631\u0639\u06cc \u062e\u0648\u062f \u0631\u0627 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645.<\/p>\n<p>\u0633\u067e\u0633 \u0641\u0642\u0637 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>add_subplot()<\/code> \u062a\u0627\u0628\u0639 \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u062f \u0648 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u06a9\u062c\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631 \u0641\u0631\u0639\u06cc \u0641\u0639\u0644\u06cc \u0631\u0627 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u06cc \u0645\u062d\u0648\u0631\u0647\u0627\u060c \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0647\u0631 \u062f\u0648 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u0645 <code>y=variable<\/code>\u060c \u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>data=variable<\/code>.<\/p>\n<pre><code class=\"hljs\">fig = plt.figure(figsize=(<span class=\"hljs-number\">6<\/span>, <span class=\"hljs-number\">6<\/span>))\ngs = fig.add_gridspec(<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">3<\/span>)\n\nax = fig.add_subplot(gs(<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">0<\/span>))\n\nsns.violinplot(data=population)\nax.set_xlabel(<span class=\"hljs-string\">\"Population\"<\/span>)\n\nax = fig.add_subplot(gs(<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">1<\/span>))\nsns.violinplot(data=life_exp)\nax.set_xlabel(<span class=\"hljs-string\">\"Life Exp.\"<\/span>)\n\nax = fig.add_subplot(gs(<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">2<\/span>))\nsns.violinplot(data=gdp_cap)\nax.set_xlabel(<span class=\"hljs-string\">\"GDP Capacity\"<\/span>)\n\nfig.tight_layout()\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-violin-plot-tutorial-and-examples-7.png\" alt=\"\" title=\"\"><\/p>\n<h3 id=\"groupingviolinplotsbyhue\"><span class=\"ez-toc-section\" id=\"%da%af%d8%b1%d9%88%d9%87_%d8%a8%d9%86%d8%af%db%8c_%d8%aa%d9%88%d8%b7%d8%a6%d9%87_%d9%87%d8%a7%db%8c_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%aa%d9%88%d8%b3%d8%b7_hue\"><\/span>\u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u062a\u0648\u0637\u0626\u0647 \u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646 \u062a\u0648\u0633\u0637 Hue<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u06a9 \u06a9\u0627\u0631 \u0648\u0627\u0642\u0639\u0627 \u0645\u0641\u06cc\u062f \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0637\u0631\u062d \u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646\u060c \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0646\u06af \u0627\u0633\u062a.  \u0627\u06af\u0631 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062f\u0627\u0631\u06cc\u062f \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u062f\u0648 \u0645\u0642\u062f\u0627\u0631 \u0627\u0633\u062a (\u0645\u0639\u0645\u0648\u0644\u0627\u064b\u060c a <code>true<\/code>\/<code>false<\/code>\u0645\u062a\u063a\u06cc\u0631 -style)\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0646\u06af \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u0648 \u06cc\u06a9 <code>employment<\/code> \u0633\u062a\u0648\u0646\u060c \u0628\u0627 <code>employed<\/code> \u0648 <code>unemployed<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0631\u0632\u0634 \u0647\u0627  \u0633\u067e\u0633 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0637\u0631\u062d \u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 &#8220;\u0631\u0646\u06af&#8221; \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f &#8211; \u0627\u06cc\u0646 \u062f\u0648 \u0637\u0639\u0645 \u0634\u063a\u0644\u06cc.<\/p>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Gapminder \u0633\u062a\u0648\u0646\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u0646\u062f\u0627\u0631\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062e\u0648\u062f\u0645\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u0645.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0627\u0645\u06cc\u062f \u0628\u0647 \u0632\u0646\u062f\u06af\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u06a9\u0634\u0648\u0631\u0647\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0646\u06cc\u0645.  \u0645\u062b\u0644\u0627\u064b \u0645\u0627 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0627\u0645\u06cc\u062f \u0628\u0647 \u0632\u0646\u062f\u06af\u06cc \u06a9\u0634\u0648\u0631\u0647\u0627\u06cc \u0627\u0631\u0648\u067e\u0627\u06cc\u06cc \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0633\u067e\u0633\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 a \u0631\u0627 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u0645 <code>Yes<\/code>\/<code>No<\/code> \u0645\u0642\u062f\u0627\u0631 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u062c\u062f\u06cc\u062f &#8211; <code>above_average_life_exp<\/code> \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0634\u0648\u0631  \u0627\u06af\u0631 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0627\u0645\u06cc\u062f \u0628\u0647 \u0632\u0646\u062f\u06af\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u06a9\u0644 \u0642\u0627\u0631\u0647 \u0628\u0627\u0634\u062f\u060c \u0627\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u0627\u0633\u062a <code>Yes<\/code>\u060c \u0648 \u0628\u0627\u0644\u0639\u06a9\u0633:<\/p>\n<pre><code class=\"hljs\">\neurope = dataframe.loc(dataframe(<span class=\"hljs-string\">\"continent\"<\/span>) == <span class=\"hljs-string\">\"Europe\"<\/span>)\n\n\navg_life_exp = dataframe(<span class=\"hljs-string\">\"life_exp\"<\/span>).mean()\n\n\nabove_average_life_exp = ()\n\n\n\n<span class=\"hljs-keyword\">for<\/span> index, row <span class=\"hljs-keyword\">in<\/span> europe.iterrows():\n    <span class=\"hljs-keyword\">if<\/span> row(<span class=\"hljs-string\">\"life_exp\"<\/span>) &gt; avg_life_exp:\n        above_average_life_exp.append(<span class=\"hljs-string\">\"Yes\"<\/span>)\n    <span class=\"hljs-keyword\">else<\/span>:\n        above_average_life_exp.append(<span class=\"hljs-string\">\"No\"<\/span>)\n\n\neurope(<span class=\"hljs-string\">\"above_average_life_exp\"<\/span>) = above_average_life_exp\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u0627 \u0627\u06af\u0631 \u0645\u0627 print \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627\u060c \u0686\u06cc\u0632\u06cc \u062f\u0631 \u0627\u0645\u062a\u062f\u0627\u062f \u062e\u0637\u0648\u0637 \u0632\u06cc\u0631 \u062f\u0627\u0631\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">             country  year  population continent  life_exp       gdp_cap avle\n12           Albania  1952     1282697    Europe    55.230   1601.056136  No\n13           Albania  1957     1476505    Europe    59.280   1942.284244  No\n14           Albania  1962     1728137    Europe    64.820   2312.888958  Yes\n15           Albania  1967     1984060    Europe    66.220   2760.196931  Yes\n16           Albania  1972     2263554    Europe    67.690   3313.422188  Yes\n...              ...   ...         ...       ...       ...           ...  ...\n1603  United Kingdom  1987    56981620    Europe    75.007  21664.787670  Yes\n1604  United Kingdom  1992    57866349    Europe    76.420  22705.092540  Yes\n1605  United Kingdom  1997    58808266    Europe    77.218  26074.531360  Yes\n1606  United Kingdom  2002    59912431    Europe    78.471  29478.999190  Yes\n1607  United Kingdom  2007    60776238    Europe    79.425  33203.261280  Yes\n<\/code><\/pre>\n<p>\u0646\u0627\u0645 \u0645\u062a\u063a\u06cc\u0631 \u0628\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <code>avle<\/code> \u0628\u0647 \u062e\u0627\u0637\u0631 \u0627\u062e\u062a\u0635\u0627\u0631<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u06a9\u0648\u0686\u06a9\u062a\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u0634\u0648\u0631\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645 <code>europe.head()<\/code> \u0648 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646 \u0631\u0627 \u0628\u0627 \u0633\u062a\u0648\u0646 \u062c\u062f\u06cc\u062f\u06cc \u06a9\u0647 \u062f\u0631\u062c \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">europe = europe.tail(<span class=\"hljs-number\">50<\/span>)\n\nax = sns.violinplot(x=europe.country, y=europe.life_exp, hue=europe.above_average_life_exp)\nax.set_title(<span class=\"hljs-string\">\"Life Expectancy By Country\"<\/span>)\nax.set_ylabel(<span class=\"hljs-string\">\"Gapminder Life Expectancy\"<\/span>)\nax.set_xlabel(<span class=\"hljs-string\">\"Nations\"<\/span>)\n\nplt.show()\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-violin-plot-tutorial-and-examples-8.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0634\u0648\u0631\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0645\u06cc\u062f \u0628\u0647 \u0632\u0646\u062f\u06af\u06cc \u06a9\u0645\u062a\u0631 \u0627\u0632 \u062d\u062f \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0628\u0627 \u0631\u0646\u06af \u0646\u0627\u0631\u0646\u062c\u06cc \u0631\u0646\u06af \u0622\u0645\u06cc\u0632\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0633\u0627\u06cc\u0631 \u06a9\u0634\u0648\u0631\u0647\u0627 \u0628\u0627 \u0631\u0646\u06af \u0622\u0628\u06cc \u0631\u0646\u06af \u0645\u06cc \u0634\u0648\u0646\u062f.  \u0627\u06af\u0631\u0686\u0647\u060c \u062d\u062a\u06cc \u0627\u06cc\u0646 \u0647\u0645 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0628\u0647 \u0645\u0627 \u0646\u0645\u06cc \u06af\u0648\u06cc\u062f.  \u0634\u0627\u06cc\u062f \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645 <em>\u0686\u0646\u062f \u062a\u0627<\/em> \u0645\u0631\u062f\u0645 \u062a\u0631\u06a9\u06cc\u0647 \u0627\u0645\u06cc\u062f \u0628\u0647 \u0632\u0646\u062f\u06af\u06cc \u06a9\u0645\u062a\u0631 \u0627\u0632 \u062d\u062f \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646\u062c\u0627 \u06a9\u062c\u0627\u0633\u062a <em>\u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f\u0646<\/em> \u0644\u06af\u062f \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f<\/p>\n<h3 id=\"splittingviolinplotsbyhue\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%b7%d8%b1%d8%ad_%d9%87%d8%a7%db%8c_%d9%88%db%8c%d9%88%d9%84%d9%86_%d8%aa%d9%88%d8%b3%d8%b7_hue\"><\/span>\u062a\u0642\u0633\u06cc\u0645 \u0637\u0631\u062d \u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646 \u062a\u0648\u0633\u0637 Hue<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062a\u0648\u0637\u0626\u0647\u200c\u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646 Seaborn \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u0627\u0632 \u062f\u0627\u062e\u0644 \u0622\u0646 \u0639\u0628\u0648\u0631 \u06a9\u0646\u06cc\u062f <code>split<\/code> \u0622\u0631\u06af\u0648\u0645\u0627\u0646\u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0622\u0646\u0647\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f <code>True<\/code> \u06cc\u0627 <code>False<\/code>.<\/p>\n<p>\u0627\u06af\u0631 \u0622\u0646 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f <code>True<\/code>\u060c \u0648 \u0627\u0644\u0641 <code>hue<\/code> \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0648\u06cc\u0648\u0644\u0646 \u0647\u0627 \u0631\u0627 \u0628\u06cc\u0646 \u062f\u0648 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f <code>hue<\/code> \u0627\u0631\u0632\u0634 \u0647\u0627\u06cc.<\/p>\n<p>\u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0627\u060c \u06cc\u06a9 \u0637\u0631\u0641 \u0648\u06cc\u0648\u0644\u0646 \u0633\u0645\u062a \u0686\u067e \u0648\u06cc\u0648\u0644\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0645\u06cc\u062f \u0628\u0647 \u0632\u0646\u062f\u06af\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0627\u0645\u06cc\u062f \u0628\u0647 \u0632\u0646\u062f\u06af\u06cc \u06a9\u0645\u062a\u0631 \u0627\u0632 \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-violin-plot-tutorial-and-examples-9.png\" alt=\"\u062a\u0642\u0633\u06cc\u0645 \u062a\u0648\u0637\u0626\u0647 \u0647\u0627\u06cc \u0648\u06cc\u0648\u0644\u0646 \u062a\u0648\u0633\u0637 \u0631\u0646\u06af \u062f\u0631\u06cc\u0627\u06cc\u06cc\" title=\"\"><\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u0634 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0637\u0631\u062d \u0648\u06cc\u0648\u0644\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Seaborn \u0648 Python \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0631\u0648\u0634 \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0648 \u0631\u0646\u06af\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u067e\u0648\u0634\u0634 Swarmplots\u060c \u0637\u0631\u062d \u0641\u0631\u0639\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0648\u0644\u0646 \u067e\u0644\u0627\u062a\u060c \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a &#8211; \u0631\u0648\u0634 \u06af\u0631\u0648\u0647\u200c\u0628\u0646\u062f\u06cc \u0637\u0631\u062d\u200c\u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0646\u06af \u0648 \u0627\u06cc\u062c\u0627\u062f \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u0648\u06cc\u0648\u0644\u0646 \u067e\u0644\u0627\u062a\u200c\u0647\u0627 \u0631\u0627 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc\u0645. \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631<\/p>\n<p>\u0627\u06af\u0631 \u0628\u0647 \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0639\u0644\u0627\u0642\u0647 \u062f\u0627\u0631\u06cc\u062f \u0648 \u0646\u0645\u06cc\u200c\u062f\u0627\u0646\u06cc\u062f \u0627\u0632 \u06a9\u062c\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f\u060c \u062d\u062a\u0645\u0627\u064b \u0645\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f <em>\u0628\u0633\u062a\u0647 \u06a9\u062a\u0627\u0628<\/em> \u0631\u0648\u06cc <a class=\"ebook-link\" href=\"https:\/\/gum.co\/data-visualization-in-python-book-bundle\" target=\"_blank\" rel=\"noopener\"><em>\u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/em><\/a>:<\/p>\n<p><em><strong>\u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 Matplotlib \u0648 Pandas<\/strong><\/em>  \u06a9\u062a\u0627\u0628\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0645\u0637\u0644\u0642 \u0631\u0627 \u0628\u0627 \u062f\u0627\u0646\u0634 \u067e\u0627\u06cc\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 Pandas \u0648 Matplotlib \u0628\u0628\u0631\u062f \u0648 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u062f \u067e\u0627\u06cc\u0647 \u0627\u06cc \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0628\u0633\u0627\u0632\u0646\u062f &#8211; \u0627\u0632 \u0637\u0631\u062d \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0637\u0631\u062d \u0647\u0627\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc \u0645\u062a\u062d\u0631\u06a9 \u0628\u0627 \u062f\u06a9\u0645\u0647 \u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc.<\/p>\n<blockquote>\n<p>\u0627\u06cc\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0648 Matplotlib \u0628\u062f\u0627\u0646\u06cc\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0631\u0648\u0634 \u0633\u0627\u062e\u062a \u0627\u0646\u0648\u0627\u0639 \u0637\u0631\u062d \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u062e\u0648\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0639\u0628\u06cc\u0647 \u0646\u0634\u062f\u0647 \u0627\u0646\u062f \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/blockquote>\n<p><em><strong>\u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/strong><\/em>\u060c \u06a9\u062a\u0627\u0628\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0628\u062a\u062f\u06cc \u062a\u0627 \u0645\u062a\u0648\u0633\u0637\u060c \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0633\u0627\u062f\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0647\u0633\u062a\u0647 \u0627\u06cc \u0645\u0627\u0646\u0646\u062f Matplotlib \u0648 Seaborn \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0627\u0639\u0644\u0627\u0645\u06cc \u0648 \u062a\u062c\u0631\u0628\u06cc \u0645\u0627\u0646\u0646\u062f Altair \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635\u060c \u062f\u0631 \u0637\u0648\u0644 \u06f1\u06f1 \u0641\u0635\u0644\u060c \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628 \u06f9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f: Pandas\u060c Matplotlib\u060c Seaborn\u060c Bokeh\u060c Altair\u060c Plotly\u060c GGPlot\u060c GeoPandas \u0648 VisPy.<\/p>\n<blockquote>\n<p>\u0627\u06cc\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc 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