{"id":16492,"date":"2024-01-25T21:54:22","date_gmt":"2024-01-25T18:24:22","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/"},"modified":"2024-01-25T21:54:22","modified_gmt":"2024-01-25T18:24:22","slug":"%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/","title":{"rendered":"\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Seaborn \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646: \u0642\u0633\u0645\u062a 2"},"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\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%aa%d9%88%d8%b7%d8%a6%d9%87_%d9%87%d8%a7%db%8c_%d9%85%d8%a7%d8%aa%d8%b1%db%8c%d8%b3%db%8c\" >\u062a\u0648\u0637\u0626\u0647 \u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%86%d9%82%d8%b4%d9%87_%d9%87%d8%a7%db%8c_%d8%ad%d8%b1%d8%a7%d8%b1%d8%aa%db%8c\" >\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062d\u0631\u0627\u0631\u062a\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%86%d9%82%d8%b4%d9%87_%d8%ae%d9%88%d8%b4%d9%87_%d8%a7%db%8c\" >\u0646\u0642\u0634\u0647 \u062e\u0648\u0634\u0647 \u0627\u06cc<\/a><\/li><\/ul><\/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\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#seaborn_grids\" >Seaborn Grids<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%ac%d9%81%d8%aa_%da%af%d8%b1%db%8c%d8%af\" >\u062c\u0641\u062a \u06af\u0631\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%b4%d8%a8%da%a9%d9%87_%d9%87%d8%a7%db%8c_%d9%88%d8%ac%d9%87%db%8c\" >\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0648\u062c\u0647\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%86%d9%85%d9%88%d8%af%d8%a7%d8%b1%d9%87%d8%a7%db%8c_%d8%b1%da%af%d8%b1%d8%b3%db%8c%d9%88%d9%86\" >\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%b7%d8%b1%d8%ad_%d8%b7%d8%b1%d8%ad\" >\u0637\u0631\u062d \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-9\" href=\"https:\/\/rasanegaar.com\/blog\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%aa%d9%86%d8%b8%db%8c%d9%85_%d8%b3%d8%a8%da%a9\" >\u062a\u0646\u0638\u06cc\u0645 \u0633\u0628\u06a9<\/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\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%aa%d8%ba%db%8c%db%8c%d8%b1_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%d9%87_%d8%b4%da%a9%d9%84\" >\u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0634\u06a9\u0644<\/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\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%85%d8%aa%d9%86_%d8%b1%d8%a7_%d8%aa%d9%86%d8%b8%db%8c%d9%85_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u062a\u0646 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/rasanegaar.com\/blog\/%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-seaborn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d8%ac%d8%b3%d9%85-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%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\"> 10<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<p>\u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc Seaborn Library for Data Visualization in Python: Part 1\u060c \u0645\u0627 \u0628\u0647 \u0686\u06af\u0648\u0646\u06af\u06cc <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/seaborn.pydata.org\/\">\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Seaborn<\/a> \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u06cc \u0648 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u0627 \u0628\u0647 \u0628\u062d\u062b \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u0648 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 Seaborn \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0637\u0631\u062d \u0647\u0627 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0645\u0627 \u0628\u062d\u062b \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 Matrix Plots \u0622\u063a\u0627\u0632 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h2 id=\"matrixplots\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%88%d8%b7%d8%a6%d9%87_%d9%87%d8%a7%db%8c_%d9%85%d8%a7%d8%aa%d8%b1%db%8c%d8%b3%db%8c\"><\/span>\u062a\u0648\u0637\u0626\u0647 \u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc \u0646\u0648\u0639 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0633\u0637\u0631 \u0648 \u0633\u062a\u0648\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f.  \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062d\u0631\u0627\u0631\u062a\u06cc \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h3 id=\"heatmaps\"><span class=\"ez-toc-section\" id=\"%d9%86%d9%82%d8%b4%d9%87_%d9%87%d8%a7%db%8c_%d8%ad%d8%b1%d8%a7%d8%b1%d8%aa%db%8c\"><\/span>\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u062d\u0631\u0627\u0631\u062a\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0646\u0642\u0634\u0647\u200c\u0647\u0627\u06cc \u062d\u0631\u0627\u0631\u062a\u06cc \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0628\u06cc\u0646 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062f\u0631 \u0642\u0627\u0644\u0628 \u06cc\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0630\u06a9\u0631 \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc \u0628\u0627\u06cc\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0639\u0646\u0627\u062f\u0627\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u0631\u0648\u06cc \u0631\u062f\u06cc\u0641 \u0647\u0627 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0647\u0627.  \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0645\u0648\u0636\u0648\u0639 \u0645\u0642\u0627\u0644\u0647 \u06af\u0630\u0634\u062a\u0647\u060c \u067e\u0646\u062c \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0627\u06cc\u062a\u0627\u0646\u06cc\u06a9 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0622\u06cc\u0627 \u0633\u0637\u0631\u0647\u0627 \u0648 \u0633\u0631\u0635\u0641\u062d\u0647 \u0633\u062a\u0648\u0646 \u0647\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0639\u0646\u06cc \u062f\u0627\u0631\u06cc \u062f\u0627\u0631\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/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> numpy <span class=\"hljs-keyword\">as<\/span> np\n\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n\ndataset = sns.load_dataset(<span class=\"hljs-string\">'titanic'<\/span>)\n\ndataset.head()\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0646\u062a\u06cc\u062c\u0647 \u0632\u06cc\u0631 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-1.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0633\u0631\u0635\u0641\u062d\u0647 \u0647\u0627\u06cc \u0633\u062a\u0648\u0646 \u062d\u0627\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0641\u06cc\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0633\u0627\u0641\u0631\u0627\u0646 \u0632\u0646\u062f\u0647 \u0645\u0627\u0646\u062f\u0647\u060c \u0633\u0646 \u0622\u0646\u0647\u0627\u060c \u06a9\u0631\u0627\u06cc\u0647 \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0633\u062a. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u0633\u0631\u0635\u0641\u062d\u0647 \u0647\u0627\u06cc \u0631\u062f\u06cc\u0641 \u0641\u0642\u0637 \u062d\u0627\u0648\u06cc \u0634\u0627\u062e\u0635 \u0647\u0627\u06cc 0\u060c 1\u060c 2 \u0648 \u063a\u06cc\u0631\u0647 \u0647\u0633\u062a\u0646\u062f. \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633\u060c \u0628\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0641\u06cc\u062f\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645. \u0631\u0648\u06cc \u0647\u0631 \u062f\u0648 \u0633\u062a\u0648\u0646 \u0648 \u0633\u0631\u0635\u0641\u062d\u0647 \u0633\u0637\u0631.  \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0622\u0646 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>corr()<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647  \u0631\u0627 <code>corr()<\/code> \u062a\u0627\u0628\u0639 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0628\u06cc\u0646 \u062a\u0645\u0627\u0645 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">dataset.corr()\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f \u06a9\u0647 \u0647\u0645 \u0633\u062a\u0648\u0646 \u0647\u0627 \u0648 \u0647\u0645 \u0633\u0637\u0631\u0647\u0627 \u062f\u0627\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0647\u062f\u0631 \u0645\u0639\u0646\u06cc \u062f\u0627\u0631 \u0647\u0633\u062a\u0646\u062f\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-2.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u062d\u0631\u0627\u0631\u062a\u06cc \u0628\u0627 \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc\u060c \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u062f <code>heatmap()<\/code> \u062a\u0627\u0628\u0639 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u062e\u0648\u062f \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">corr = dataset.corr()\nsns.heatmap(corr)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-3.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0647 \u06a9\u0627\u0631\u06cc \u06a9\u0647 Heat Map \u0627\u0633\u0627\u0633\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u06a9\u0627\u062f\u0631 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0633\u0637\u0631 \u0648 \u0633\u062a\u0648\u0646 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u0631\u0646\u06af \u062c\u0639\u0628\u0647 \u0628\u0647 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0644\u0627 \u0627\u06af\u0631 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u062f\u0648 \u0648\u06cc\u0698\u06af\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0633\u0644\u0648\u0644 \u06cc\u0627 \u06a9\u0627\u062f\u0631 \u0645\u0631\u0628\u0648\u0637\u0647 \u0633\u0641\u06cc\u062f \u0627\u0633\u062a\u060c \u0631\u0648\u06cc \u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631 \u0627\u06af\u0631 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0633\u0644\u0648\u0644 \u0645\u0631\u0628\u0648\u0637\u0647 \u0633\u06cc\u0627\u0647 \u0645\u06cc \u0645\u0627\u0646\u062f.<\/p>\n<p>\u0645\u0642\u0627\u062f\u06cc\u0631 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0631\u0633\u0645 \u06a9\u0631\u062f \u0631\u0648\u06cc \u0646\u0642\u0634\u0647 \u062d\u0631\u0627\u0631\u062a\u06cc \u0628\u0627 \u0639\u0628\u0648\u0631 <code>True<\/code> \u0628\u0631\u0627\u06cc <code>annot<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u062f\u0631 \u0639\u0645\u0644 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">corr = dataset.corr()\nsns.heatmap(corr, annot=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-4.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0631\u0646\u06af \u0646\u0642\u0634\u0647 \u062d\u0631\u0627\u0631\u062a\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0631\u0633\u0627\u0644 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f <code>cmap<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631.  \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631\u060c \u0641\u0642\u0637 \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">corr = dataset.corr()\nsns.heatmap(corr, cmap=<span class=\"hljs-string\">'winter'<\/span>)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-5.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0633\u0627\u062f\u0647 \u0627\u0632 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0628\u06cc\u0646 \u062a\u0645\u0627\u0645 \u0633\u062a\u0648\u0646 \u0647\u0627\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>pivot_table<\/code> \u062a\u0627\u0628\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0634\u0627\u062e\u0635\u060c \u0633\u062a\u0648\u0646 \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 \u0634\u0627\u062e\u0635 \u0648 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f\u060c \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f.  \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 <code>pivot_table<\/code> \u062f\u0631 \u0639\u0645\u0644\u060c \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 &#8220;\u067e\u0631\u0648\u0627\u0632\u0647\u0627&#8221; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0633\u0627\u0644\u060c \u0645\u0627\u0647 \u0648 \u062a\u0639\u062f\u0627\u062f \u0645\u0633\u0627\u0641\u0631\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u0627\u0647 \u0633\u0641\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f import \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u062f\u06cc\u062f\u0646 \u067e\u0646\u062c \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647:<\/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> numpy <span class=\"hljs-keyword\">as<\/span> np\n\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n\ndataset = sns.load_dataset(<span class=\"hljs-string\">'flights'<\/span>)\n\ndataset.head()\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-6.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>pivot_table<\/code> \u062a\u0627\u0628\u0639\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u062d\u0631\u0627\u0631\u062a\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u0645\u0633\u0627\u0641\u0631\u0627\u0646\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u06cc\u06a9 \u0645\u0627\u0647 \u062e\u0627\u0635 \u0627\u0632 \u06cc\u06a9 \u0633\u0627\u0644 \u062e\u0627\u0635 \u0633\u0641\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0639\u0628\u0648\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>month<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0631\u0632\u0634 \u0628\u0631\u0627\u06cc <code>index<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631.  \u0648\u06cc\u0698\u06af\u06cc index \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0631\u062f\u06cc\u0641 \u0647\u0627 \u0627\u0633\u062a.  \u0628\u0639\u062f \u0628\u0627\u06cc\u062f \u0639\u0628\u0648\u0631 \u06a9\u0646\u06cc\u0645 <code>year<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0631\u0632\u0634 \u0628\u0631\u0627\u06cc <code>column<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631.  \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0631\u0627\u06cc <code>values<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 \u067e\u0627\u0633 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>passengers<\/code> \u0633\u062a\u0648\u0646  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">data = dataset.pivot_table(index=<span class=\"hljs-string\">'month'<\/span>, columns=<span class=\"hljs-string\">'year'<\/span>, values=<span class=\"hljs-string\">'passengers'<\/span>)\nsns.heatmap(data)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-7.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u0645\u0634\u0647\u0648\u062f \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0633\u0627\u0644\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u062a\u0639\u062f\u0627\u062f \u0645\u0633\u0627\u0641\u0631\u0627\u0646\u06cc \u06a9\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0627\u0632\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0631\u062f\u0646\u062f \u06a9\u0645\u062a\u0631 \u0628\u0648\u062f.  \u0628\u0627 \u06af\u0630\u0634\u062a \u0633\u0627\u0644\u0647\u0627\u060c \u062a\u0639\u062f\u0627\u062f \u0645\u0633\u0627\u0641\u0631\u0627\u0646 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f.<\/p>\n<p>\u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062c\u0639\u0628\u0647 \u0647\u0627 \u06cc\u0627 \u0633\u0644\u0648\u0644 \u0647\u0627 \u062f\u0631 \u0628\u0631\u062e\u06cc \u0645\u0648\u0627\u0631\u062f \u0628\u0627 \u0647\u0645 \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u062f\u0627\u0631\u0646\u062f \u0648 \u062a\u0645\u0627\u06cc\u0632 \u0628\u06cc\u0646 \u0645\u0631\u0632\u0647\u0627\u06cc \u0633\u0644\u0648\u0644 \u0647\u0627 \u0686\u0646\u062f\u0627\u0646 \u0648\u0627\u0636\u062d \u0646\u06cc\u0633\u062a.  \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u0631\u0632 \u0648\u0627\u0636\u062d \u0628\u06cc\u0646 \u0633\u0644\u0648\u0644 \u0647\u0627\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>linecolor<\/code> \u0648 <code>linewidths<\/code> \u0645\u0648\u0644\u0641\u0647 \u0647\u0627\u06cc.  \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">data = dataset.pivot_table(index=<span class=\"hljs-string\">'month'<\/span>, columns=<span class=\"hljs-string\">'year'<\/span>, values=<span class=\"hljs-string\">'passengers'<\/span> )\nsns.heatmap(data, linecolor=<span class=\"hljs-string\">'blue'<\/span>, linewidth=<span class=\"hljs-number\">1<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c &#8220;\u0622\u0628\u06cc&#8221; \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u06af\u0630\u0631\u0627\u0646\u062f\u06cc\u0645 <code>linecolor<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 <code>linewidth<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0648\u06cc 1 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 \u0645\u0631\u0632 \u0622\u0628\u06cc \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u0647\u0631 \u0633\u0644\u0648\u0644 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-8.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0631\u0632\u0634 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f <code>linewidth<\/code> \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u0631\u0632\u0647\u0627\u06cc \u0636\u062e\u06cc\u0645 \u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<h3 id=\"clustermap\"><span class=\"ez-toc-section\" id=\"%d9%86%d9%82%d8%b4%d9%87_%d8%ae%d9%88%d8%b4%d9%87_%d8%a7%db%8c\"><\/span>\u0646\u0642\u0634\u0647 \u062e\u0648\u0634\u0647 \u0627\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0646\u0642\u0634\u0647 \u062d\u0631\u0627\u0631\u062a\u06cc\u060c \u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0646\u0642\u0634\u0647 \u062e\u0648\u0634\u0647 \u0627\u06cc \u0627\u0633\u062a.  \u0646\u0642\u0634\u0647 \u062e\u0648\u0634\u0647 \u0627\u06cc \u0627\u0633\u0627\u0633\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Hierarchical_clustering\">\u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc<\/a> \u0628\u0631\u0627\u06cc \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0633\u0637\u0631\u0647\u0627 \u0648 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u062e\u0648\u0634\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u062a\u0639\u062f\u0627\u062f \u0645\u0633\u0627\u0641\u0631\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0631 \u06cc\u06a9 \u0645\u0627\u0647 \u062e\u0627\u0635 \u0627\u0632 \u06cc\u06a9 \u0633\u0627\u0644 \u062e\u0627\u0635 \u0633\u0641\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">data = dataset.pivot_table(index=<span class=\"hljs-string\">'month'<\/span>, columns=<span class=\"hljs-string\">'year'<\/span>, values=<span class=\"hljs-string\">'passengers'<\/span>)\nsns.clustermap(data)\n<\/code><\/pre>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0642\u0634\u0647 \u062e\u0648\u0634\u0647 \u0627\u06cc\u060c <code>clustermap<\/code> \u062a\u0627\u0628\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0648 \u0645\u0627\u0646\u0646\u062f \u062a\u0627\u0628\u0639 \u0646\u0642\u0634\u0647 \u062d\u0631\u0627\u0631\u062a\u06cc\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0631\u0633\u0627\u0644 \u0634\u062f\u0647 \u0628\u0627\u06cc\u062f \u062f\u0627\u0631\u0627\u06cc \u0647\u062f\u0631\u0647\u0627\u06cc \u0645\u0639\u0646\u06cc \u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u0633\u0637\u0631\u0647\u0627 \u0648 \u0633\u062a\u0648\u0646 \u0647\u0627 \u0628\u0627\u0634\u062f.  \u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-9.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0627\u0647\u200c\u0647\u0627 \u0648 \u0633\u0627\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u0634\u0647\u200c\u0627\u06cc \u0628\u0627 \u0647\u0645 \u0628\u0628\u06cc\u0646\u06cc\u062f \u0631\u0648\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u062a\u0639\u062f\u0627\u062f \u0645\u0633\u0627\u0641\u0631\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0631 \u06cc\u06a9 \u0645\u0627\u0647 \u062e\u0627\u0635 \u0633\u0641\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646\u060c \u0628\u062d\u062b \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u0648\u0637\u0626\u0647 \u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u06a9\u0633 \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u0645\u06cc \u0631\u0633\u0627\u0646\u06cc\u0645.  \u062f\u0631 \u0628\u062e\u0634 \u0628\u0639\u062f\u06cc \u0628\u062d\u062b \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Seaborn \u0622\u063a\u0627\u0632 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h2 id=\"seaborngrids\"><span class=\"ez-toc-section\" id=\"seaborn_grids\"><\/span>Seaborn Grids<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06af\u0631\u06cc\u062f\u0647\u0627 \u062f\u0631 Seaborn \u0628\u0647 \u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u060c \u0637\u0631\u062d\u200c\u0647\u0627\u06cc \u0641\u0631\u0639\u06cc \u0631\u0627 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<h3 id=\"pairgrid\"><span class=\"ez-toc-section\" id=\"%d8%ac%d9%81%d8%aa_%da%af%d8%b1%db%8c%d8%af\"><\/span>\u062c\u0641\u062a \u06af\u0631\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0642\u0633\u0645\u062a 1 \u0627\u06cc\u0646 \u0633\u0631\u06cc \u0645\u0642\u0627\u0644\u0647\u060c \u062f\u06cc\u062f\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0632\u0648\u062c \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u062a\u0631\u06a9\u06cc\u0628\u0627\u062a \u0645\u0645\u06a9\u0646 \u0627\u0632 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u062d\u0631\u06a9\u062a \u06a9\u0646\u06cc\u0645\u060c \u0637\u0631\u062d \u062c\u0641\u062a \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062a\u062c\u062f\u06cc\u062f \u0646\u0638\u0631 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u062c\u0641\u062a.  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0628\u062e\u0634 \u0634\u0628\u06a9\u0647 \u062c\u0641\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 &#8220;iris&#8221; \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0647\u0646\u06af\u0627\u0645 \u062f\u0627\u0646\u0644\u0648\u062f \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u0634\u0648\u062f. <code>seaborn<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 iris \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/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> numpy <span class=\"hljs-keyword\">as<\/span> np\n\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n\ndataset = sns.load_dataset(<span class=\"hljs-string\">'iris'<\/span>)\n\ndataset.head()\n<\/code><\/pre>\n<p>\u067e\u0646\u062c \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0639\u0646\u0628\u06cc\u0647 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-10.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0637\u0631\u062d \u062c\u0641\u062a \u0631\u0633\u0645 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0639\u0646\u0628\u06cc\u0647  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">sns.pairplot(dataset)\n<\/code><\/pre>\n<p>\u06cc\u06a9 \u0639\u06a9\u0633 \u0641\u0648\u0631\u06cc \u0627\u0632 \u0628\u06cc\u0631\u0648\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-11.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u062c\u0641\u062a \u0631\u0633\u0645 \u06a9\u0646\u06cc\u0645 \u0648 \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u062c\u0641\u062a \u0648 \u0634\u0628\u06a9\u0647 \u062c\u0641\u062a \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u062c\u0641\u062a\u060c \u0634\u0645\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0628\u0627\u06cc\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f <code>PairGrid<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">sns.PairGrid(dataset)\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-12.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u062e\u0627\u0644\u06cc \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f.  \u0627\u06cc\u0646 \u062f\u0631 \u0627\u0635\u0644 \u06a9\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0627\u0628\u0639 \u0634\u0628\u06a9\u0647 \u062c\u0641\u062a \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.  \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062e\u0627\u0644\u06cc \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0628\u0627\u06cc\u062f \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>map<\/code> \u062a\u0627\u0628\u0639 \u0631\u0648\u06cc \u0622\u0628\u062c\u06a9\u062a\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0637 \u062a\u0627\u0628\u0639 \u0634\u0628\u06a9\u0647 \u062c\u0641\u062a \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0646\u0648\u0639 \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0631\u0633\u0645 \u06a9\u0646\u06cc\u062f \u0628\u0647 \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u062c\u0641\u062a \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">grids = sns.PairGrid(dataset)\ngrids.<span class=\"hljs-built_in\">map<\/span>(plt.scatter)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-13.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u062a\u0631\u06a9\u06cc\u0628\u0627\u062a \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 &#8220;\u0639\u0646\u0628\u06cc\u0647&#8221; \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0631\u0627 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0647\u0645\u0627\u0646 \u0634\u0628\u06a9\u0647 \u062c\u0641\u062a  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u06cc\u06a9 \u0637\u0631\u062d &#8220;\u062a\u0648\u0632\u06cc\u0639&#8221; \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0645\u0648\u0631\u0628\u060c \u06cc\u06a9 &#8220;kdeplot&#8221; \u0631\u0648\u06cc \u0646\u06cc\u0645\u0647 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0645\u0648\u0631\u0628\u060c \u0648 \u0637\u0631\u062d &#8220;\u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc&#8221;. \u0631\u0648\u06cc \u0642\u0633\u0645\u062a \u067e\u0627\u06cc\u06cc\u0646\u06cc \u0645\u0648\u0631\u0628 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>map_diagonal<\/code>\u060c <code>map_upper<\/code>\u060c \u0648 <code>map_lower<\/code> \u062a\u0648\u0627\u0628\u0639\u060c \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628.  \u0646\u0648\u0639 \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062a\u0631\u0633\u06cc\u0645 \u0634\u0648\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">grids = sns.PairGrid(dataset)\ngrids.map_diag(sns.distplot)\ngrids.map_upper(sns.kdeplot)\ngrids.map_lower(plt.scatter)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-14.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0642\u062f\u0631\u062a \u0648\u0627\u0642\u0639\u06cc \u062a\u0627\u0628\u0639 \u0634\u0628\u06a9\u0647 \u062c\u0641\u062a \u0631\u0627 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0644\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u062f\u0631 \u0645\u0648\u0631\u0628 \u0647\u0627 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u0631\u06cc\u0645\u060c \u0631\u0648\u06cc \u062f\u0631 \u0646\u06cc\u0645\u0647 \u0628\u0627\u0644\u0627\u06cc\u06cc\u060c \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0686\u06af\u0627\u0644\u06cc \u0647\u0633\u062a\u0647 \u0631\u0627 \u062f\u0627\u0631\u06cc\u0645\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0631\u0648\u06cc \u062f\u0631 \u0646\u06cc\u0645\u0647 \u067e\u0627\u06cc\u06cc\u0646\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u062f\u0627\u0631\u06cc\u0645.<\/p>\n<h3 id=\"facetgrids\"><span class=\"ez-toc-section\" id=\"%d8%b4%d8%a8%da%a9%d9%87_%d9%87%d8%a7%db%8c_%d9%88%d8%ac%d9%87%db%8c\"><\/span>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0648\u062c\u0647\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0648\u062c\u0647\u06cc \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u062f\u0648 \u06cc\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u062f\u0648 \u0648\u06cc\u0698\u06af\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062f\u0648 \u06cc\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u062f\u0648 \u0648\u06cc\u0698\u06af\u06cc \u0639\u062f\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0648\u062c\u0647\u06cc \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0648\u0632\u06cc\u0639\u06cc \u062c\u0646\u0633\u06cc\u062a \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0632\u0646\u062f\u0647 \u0631\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0633\u0646 \u0645\u0633\u0627\u0641\u0631\u0627\u0646 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0645\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0627\u06cc\u062a\u0627\u0646\u06cc\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0627\u06cc\u062a\u0627\u0646\u06cc\u06a9 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/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> numpy <span class=\"hljs-keyword\">as<\/span> np\n\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n\ndataset = sns.load_dataset(<span class=\"hljs-string\">'titanic'<\/span>)\n<\/code><\/pre>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0648\u062c\u0647\u06cc\u060c <code>FacetGrid()<\/code> \u062a\u0627\u0628\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u0648\u0644\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062a\u0627\u0628\u0639 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0648\u0645 <code>col<\/code> \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0633\u062a\u0648\u0646 \u0647\u0627 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 <code>row<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0631\u062f\u06cc\u0641 \u0647\u0627  \u0631\u0627 <code>FacetGrid()<\/code> \u062a\u0627\u0628\u0639 \u06cc\u06a9 \u0634\u06cc \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.  \u0645\u0627\u0646\u0646\u062f \u0634\u0628\u06a9\u0647 \u062c\u0641\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>map<\/code> \u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0646\u0648\u0639 \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">grid = sns.FacetGrid(data=dataset, col=<span class=\"hljs-string\">'alive'<\/span>, row=<span class=\"hljs-string\">'sex'<\/span>)\ngrid.<span class=\"hljs-built_in\">map<\/span>(sns.distplot, <span class=\"hljs-string\">'age'<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0641\u0648\u0642\u060c \u0637\u0631\u062d \u062a\u0648\u0632\u06cc\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0646 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0648\u062c\u0647\u06cc  \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-15.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0686\u0647\u0627\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u06cc\u06a9\u06cc \u0628\u0631\u0627\u06cc \u0647\u0631 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u062c\u0646\u0633\u06cc\u062a \u0648 \u0628\u0642\u0627\u06cc \u0645\u0633\u0627\u0641\u0631.  \u0633\u062a\u0648\u0646 \u0647\u0627 \u062d\u0627\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0628\u0642\u0627 \u0647\u0633\u062a\u0646\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0631\u062f\u06cc\u0641 \u0647\u0627 \u062d\u0627\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u062c\u0646\u0633\u06cc\u062a \u0647\u0633\u062a\u0646\u062f\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0639\u0644\u0627\u0645\u062a \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0627\u0633\u062a <code>FacetGrid()<\/code> \u062a\u0627\u0628\u0639.<\/p>\n<p>\u0633\u0637\u0631 \u0627\u0648\u0644 \u0648 \u0633\u062a\u0648\u0646 \u0627\u0648\u0644 \u0634\u0627\u0645\u0644 \u062a\u0648\u0632\u06cc\u0639 \u0633\u0646\u06cc \u0645\u0633\u0627\u0641\u0631\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062c\u0646\u0633\u06cc\u062a \u0622\u0646\u0647\u0627 \u0645\u0630\u06a9\u0631 \u0627\u0633\u062a \u0648 \u0645\u0633\u0627\u0641\u0631\u0627\u0646 \u0632\u0646\u062f\u0647 \u0646\u0645\u0627\u0646\u062f\u0647 \u0627\u0646\u062f.  \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u0648 \u0633\u062a\u0648\u0646 \u062f\u0648\u0645 \u0634\u0627\u0645\u0644 \u062a\u0648\u0632\u06cc\u0639 \u0633\u0646\u06cc \u0645\u0633\u0627\u0641\u0631\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062c\u0646\u0633\u06cc\u062a \u0622\u0646\u0647\u0627 \u0645\u0631\u062f \u0627\u0633\u062a \u0648 \u0645\u0633\u0627\u0641\u0631\u0627\u0646 \u0632\u0646\u062f\u0647 \u0645\u0627\u0646\u062f\u0647 \u0627\u0646\u062f.  \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u0631\u062f\u06cc\u0641 \u062f\u0648\u0645 \u0648 \u0633\u062a\u0648\u0646 \u0627\u0648\u0644 \u0634\u0627\u0645\u0644 \u062a\u0648\u0632\u06cc\u0639 \u0633\u0646\u06cc \u0645\u0633\u0627\u0641\u0631\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062c\u0646\u0633\u06cc\u062a \u0622\u0646\u0647\u0627 \u0632\u0646 \u0627\u0633\u062a \u0648 \u0645\u0633\u0627\u0641\u0631\u0627\u0646 \u0632\u0646\u062f\u0647 \u0646\u0645\u0627\u0646\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0631\u062f\u06cc\u0641 \u062f\u0648\u0645 \u0648 \u0633\u062a\u0648\u0646 \u062f\u0648\u0645 \u0634\u0627\u0645\u0644 \u062a\u0648\u0632\u06cc\u0639 \u0633\u0646\u06cc \u0645\u0633\u0627\u0641\u0631\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062c\u0646\u0633\u06cc\u062a \u0622\u0646\u0647\u0627 \u0632\u0646 \u0627\u0633\u062a \u0648 \u0645\u0633\u0627\u0641\u0631\u0627\u0646 \u0632\u0646\u062f\u0647 \u0645\u0627\u0646\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u06cc \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0648\u06cc\u0698\u06af\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u062f\u0648 \u0648\u06cc\u0698\u06af\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0648\u062c\u0647\u06cc<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0646 \u0648 \u06a9\u0631\u0627\u06cc\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062f\u0648 \u062c\u0646\u0633\u06cc\u062a \u0645\u0633\u0627\u0641\u0631\u0627\u0646\u06cc \u06a9\u0647 \u062c\u0627\u0646 \u0633\u0627\u0644\u0645 \u0628\u0647 \u062f\u0631 \u0628\u0631\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u06a9\u0633\u0627\u0646\u06cc \u06a9\u0647 \u0632\u0646\u062f\u0647 \u0645\u0627\u0646\u062f\u0647\u200c\u0627\u0646\u062f \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<pre><code class=\"hljs\">grid = sns.FacetGrid(data= dataset, col= <span class=\"hljs-string\">'alive'<\/span>, row = <span class=\"hljs-string\">'sex'<\/span>)\ngrid.<span class=\"hljs-built_in\">map<\/span>(plt.scatter, <span class=\"hljs-string\">'age'<\/span>, <span class=\"hljs-string\">'fare'<\/span>)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-16.png\" alt=\"\" title=\"\"><\/p>\n<h2 id=\"regressionplots\"><span class=\"ez-toc-section\" id=\"%d9%86%d9%85%d9%88%d8%af%d8%a7%d8%b1%d9%87%d8%a7%db%8c_%d8%b1%da%af%d8%b1%d8%b3%db%8c%d9%88%d9%86\"><\/span>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0632 \u0646\u0627\u0645 \u0622\u0646 \u067e\u06cc\u062f\u0627\u0633\u062a \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Regression_analysis\">\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646<\/a> \u0628\u06cc\u0646 \u062f\u0648 \u06cc\u0627 \u0686\u0646\u062f \u0645\u062a\u063a\u06cc\u0631<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0637\u0631\u062d \u0645\u062f\u0644 \u062e\u0637\u06cc \u0631\u0627 \u0645\u0637\u0627\u0644\u0639\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u06cc\u06a9 \u0631\u0627\u0628\u0637\u0647 \u062e\u0637\u06cc \u0628\u06cc\u0646 \u062f\u0648 \u0645\u062a\u063a\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062e\u0637 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 &#8220;diamonds&#8221; \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0628\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u0634\u0648\u062f <code>seaborn<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/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> numpy <span class=\"hljs-keyword\">as<\/span> np\n\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n\ndataset = sns.load_dataset(<span class=\"hljs-string\">'diamonds'<\/span>)\n\ndataset.head()\n<\/code><\/pre>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-17.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u06a9 \u0627\u0644\u0645\u0627\u0633 \u0645\u0627\u0646\u0646\u062f \u0648\u0632\u0646 \u0628\u0647 \u0642\u06cc\u0631\u0627\u0637\u060c \u0631\u0646\u06af\u060c \u0648\u0636\u0648\u062d\u060c \u0642\u06cc\u0645\u062a \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0631\u0627\u0628\u0637\u0647 \u062e\u0637\u06cc \u0628\u06cc\u0646 \u0642\u06cc\u0631\u0627\u0637 \u0648 \u0642\u06cc\u0645\u062a \u0627\u0644\u0645\u0627\u0633 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645.  \u062f\u0631 \u062d\u0627\u0644\u062a \u0627\u06cc\u062f\u0647\u200c\u0622\u0644\u060c \u0647\u0631 \u0686\u0647 \u0627\u0644\u0645\u0627\u0633 \u0633\u0646\u06af\u06cc\u0646\u200c\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u0642\u06cc\u0645\u062a \u0622\u0646 \u0628\u0627\u0644\u0627\u062a\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0622\u06cc\u0627 \u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u0627\u064b \u0628\u0631 \u0627\u0633\u0627\u0633 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0633\u062a \u06cc\u0627 \u062e\u06cc\u0631 \u0631\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0644\u0645\u0627\u0633<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u0645\u062f\u0644 \u062e\u0637\u06cc\u060c <code>lmplot()<\/code> \u062a\u0627\u0628\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u0648\u0644\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0631\u0633\u0645 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0645\u062d\u0648\u0631 x\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u062a\u063a\u06cc\u0631 \u062f\u0648\u0645 \u0645\u0634\u062e\u0635\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0645\u062d\u0648\u0631 y  \u0622\u062e\u0631\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">sns.lmplot(x=<span class=\"hljs-string\">'carat'<\/span>, y=<span class=\"hljs-string\">'price'<\/span>, data=dataset)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-18.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0686\u0646\u062f\u06cc\u0646 \u0645\u062f\u0644 \u062e\u0637\u06cc \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u0648\u06cc\u0698\u06af\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647  \u0646\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u0628\u0647 <code>hue<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0686\u0646\u062f\u06cc\u0646 \u0645\u062f\u0644 \u062e\u0637\u06cc \u0628\u0631\u0627\u06cc \u0631\u0627\u0628\u0637\u0647 \u0628\u06cc\u0646 \u0642\u06cc\u0631\u0627\u0637 \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0642\u06cc\u0645\u062a \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646 \u0631\u0648\u06cc \u0628\u0631\u0634 \u0627\u0644\u0645\u0627\u0633 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>lmplot<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">sns.lmplot(x=<span class=\"hljs-string\">'carat'<\/span>, y=<span class=\"hljs-string\">'price'<\/span>, data=dataset, hue=<span class=\"hljs-string\">'cut'<\/span>)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-19.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u062e\u0631\u0648\u062c\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0631\u0627\u0628\u0637\u0647 \u062e\u0637\u06cc \u0628\u06cc\u0646 \u0642\u06cc\u0631\u0627\u0637 \u0648 \u0642\u06cc\u0645\u062a \u0627\u0644\u0645\u0627\u0633 \u0628\u0631\u0627\u06cc \u0627\u0644\u0645\u0627\u0633 \u062a\u0631\u0627\u0634 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f \u0634\u06cc\u0628 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u062f \u0648 \u0645\u062f\u0644 \u062e\u0637\u06cc \u06a9\u0645 \u0639\u0645\u0642 \u062a\u0631\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0627\u0644\u0645\u0627\u0633 \u062a\u0631\u0627\u0634 \u0645\u0646\u0635\u0641\u0627\u0646\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u062a\u0631\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0634 \u0628\u0627 \u0631\u0646\u06af \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0628\u0631\u0634 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u06cc\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0628\u0627\u06cc\u062f \u0646\u0627\u0645 \u0633\u062a\u0648\u0646 \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f <code>cols<\/code> \u0635\u0641\u062a.  \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">sns.lmplot(x=<span class=\"hljs-string\">'carat'<\/span>, y=<span class=\"hljs-string\">'price'<\/span>, data=dataset, col=<span class=\"hljs-string\">'cut'<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0642\u062f\u0627\u0631 \u062f\u0631 \u0633\u062a\u0648\u0646 \u0628\u0631\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0644\u0645\u0627\u0633\u060c \u0645\u0627\u0646\u0646\u062f \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-20.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0646\u062f\u0627\u0632\u0647 \u0648 \u0646\u0633\u0628\u062a \u0627\u0628\u0639\u0627\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>aspect<\/code> \u0648 <code>size<\/code> \u0645\u0648\u0644\u0641\u0647 \u0647\u0627\u06cc.  \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">sns.lmplot(x=<span class=\"hljs-string\">'carat'<\/span>, y = <span class=\"hljs-string\">'price'<\/span>, data= dataset, col = <span class=\"hljs-string\">'cut'<\/span>, aspect = <span class=\"hljs-number\">0.5<\/span>, size = <span class=\"hljs-number\">8<\/span> )\n<\/code><\/pre>\n<p>\u0631\u0627 <code>aspect<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u0633\u0628\u062a \u0627\u0628\u0639\u0627\u062f \u0628\u06cc\u0646 \u0639\u0631\u0636 \u0648 \u0627\u0631\u062a\u0641\u0627\u0639 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f.  \u0646\u0633\u0628\u062a \u0627\u0628\u0639\u0627\u062f 0.5 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0639\u0631\u0636 \u0646\u06cc\u0645\u06cc \u0627\u0632 \u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-21.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0627\u06af\u0631\u0686\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0637\u0631\u062d \u062a\u063a\u06cc\u06cc\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u0641\u0648\u0646\u062a \u0647\u0646\u0648\u0632 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0648\u0686\u06a9 \u0627\u0633\u062a.  \u062f\u0631 \u0642\u0633\u0645\u062a \u0628\u0639\u062f\u06cc \u0631\u0648\u0634 \u06a9\u0646\u062a\u0631\u0644 \u0641\u0648\u0646\u062a \u0647\u0627 \u0648 \u0627\u0633\u062a\u0627\u06cc\u0644 \u067e\u0644\u0627\u062a \u0647\u0627\u06cc Seaborn \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f.<\/p>\n<h2 id=\"plotstyling\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%ad_%d8%b7%d8%b1%d8%ad\"><\/span>\u0637\u0631\u062d \u0637\u0631\u062d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Seaborn \u0628\u0627 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0637\u0631\u0627\u062d\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u062a\u0639\u062f\u0627\u062f\u06cc \u0627\u0632 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h3 id=\"setstyle\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%86%d8%b8%db%8c%d9%85_%d8%b3%d8%a8%da%a9\"><\/span>\u062a\u0646\u0638\u06cc\u0645 \u0633\u0628\u06a9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0631\u0627 <code>set_style()<\/code> \u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0633\u0628\u06a9 \u0634\u0628\u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0639\u0628\u0648\u0631 \u06a9\u0646\u06cc\u062f <code>darkgrid<\/code>\u060c <code>whitegrid<\/code>\u060c <code>dark<\/code>\u060c <code>white<\/code> \u0648 <code>ticks<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0628\u0647 <code>set_style<\/code> \u062a\u0627\u0628\u0639.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0645\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0632 &#8220;\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0627\u06cc\u062a\u0627\u0646\u06cc\u06a9&#8221; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f <code>darkgrid<\/code> \u0633\u0628\u06a9.<\/p>\n<pre><code class=\"hljs\">sns.set_style(<span class=\"hljs-string\">'darkgrid'<\/span>)\nsns.distplot(dataset(<span class=\"hljs-string\">'fare'<\/span>))\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0627\u0633\u062a\u061b<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-22.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0627 \u06cc\u06a9 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u062a\u06cc\u0631\u0647 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u062f\u0627\u0631\u06cc\u0645.  \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u06cc\u0647 <code>whitegrid<\/code> \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">sns.set_style(<span class=\"hljs-string\">'whitegrid'<\/span>)\nsns.distplot(dataset(<span class=\"hljs-string\">'fare'<\/span>))\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-23.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0627 \u0647\u0646\u0648\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc\u06cc \u062f\u0631 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0627\u0631\u06cc\u0645 \u0627\u0645\u0627 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u062a\u06cc\u0631\u0647 \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u06cc\u0633\u062a.  \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u0645 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0627 \u0628\u0642\u06cc\u0647 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627 \u0628\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u062f\u0627\u0645 \u0633\u0628\u06a9 \u0628\u0647 \u0634\u0645\u0627 \u0645\u06cc \u0622\u06cc\u062f.<\/p>\n<h3 id=\"changefiguresize\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%ba%db%8c%db%8c%d8%b1_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%d9%87_%d8%b4%da%a9%d9%84\"><\/span>\u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0634\u06a9\u0644<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 Seaborn \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 Matplotlib \u062f\u0631 \u067e\u0634\u062a \u0635\u062d\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 Matplotlib \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>pyplot<\/code> \u0628\u0633\u062a\u0647 \u0628\u0631\u0627\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0634\u06a9\u0644 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\">plt.figure(figsize=(<span class=\"hljs-number\">8<\/span>,<span class=\"hljs-number\">4<\/span>))\nsns.distplot(dataset(<span class=\"hljs-string\">'fare'<\/span>))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c \u0639\u0631\u0636 \u0648 \u0627\u0631\u062a\u0641\u0627\u0639 \u0637\u0631\u062d \u0631\u0627 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 8 \u0648 4 \u0627\u06cc\u0646\u0686 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u06cc\u0645.  \u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-24.png\" alt=\"\" title=\"\"><\/p>\n<h3 id=\"setcontext\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%aa%d9%86_%d8%b1%d8%a7_%d8%aa%d9%86%d8%b8%db%8c%d9%85_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u062a\u0646 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062c\u062f\u0627\u06cc \u0627\u0632 notebook\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0644\u0627\u0632\u0645 \u0628\u0627\u0634\u062f \u0628\u0631\u0627\u06cc \u067e\u0648\u0633\u062a\u0631\u0647\u0627 \u0637\u0631\u062d \u0647\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.  \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 <code>set_context()<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0622\u0646 \u0631\u0627 \u067e\u0627\u0633 \u06a9\u0646\u06cc\u062f <code>poster<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u0646\u0647\u0627 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">sns.set_context(<span class=\"hljs-string\">'poster'<\/span>)\nsns.distplot(dataset(<span class=\"hljs-string\">'fare'<\/span>))\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0628\u0627\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u0628\u0627 \u0645\u0634\u062e\u0635\u0627\u062a \u067e\u0648\u0633\u062a\u0631 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0641\u0648\u0646\u062a \u0647\u0627 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af\u062a\u0631 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-library-data-visualization-python-part-2-25.png\" alt=\"\" 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><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/seaborn.pydata.org\/\">\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Seaborn<\/a> \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0642\u0633\u0645\u062a 2 \u0627\u0632 \u0633\u0631\u06cc \u0645\u0642\u0627\u0644\u0627\u062a \u0627\u0633\u062a \u0631\u0648\u06cc Seaborn \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0648\u0634 \u0631\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0648 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc \u062f\u0631 Seaborn \u0631\u0627 \u062f\u06cc\u062f\u06cc\u0645.  \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u06cc\u062f\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0633\u062a\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u0645 \u0648 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0634\u0628\u06a9\u0647 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0641\u0631\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.  \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0628\u0639\u062f\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Pandas \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                      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data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;16492&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Seaborn \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646: \u0642\u0633\u0645\u062a 2&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><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\"> 10<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc Seaborn Library for Data Visualization in Python: Part 1\u060c \u0645\u0627 \u0628\u0647 \u0686\u06af\u0648\u0646\u06af\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Seaborn \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u06cc \u0648 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u0627 \u0628\u0647 \u0628\u062d\u062b \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u0648 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 Seaborn \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0637\u0631\u062d \u0647\u0627 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":16493,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[1749,4546,1754,1751,1814,1744,2421,1796,2750,1755,2514,2358,1752,1765],"class_list":["post-16492","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming","tag-python","tag-seaborn","tag-1754","tag-1751","tag-1814","tag-1744","tag-2421","tag-1796","tag-2750","tag-1755","tag-2514","tag-2358","tag-1752","tag-1765"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16492","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=16492"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16492\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/16493"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16492"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16492"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16492"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}