{"id":15417,"date":"2024-01-12T03:56:22","date_gmt":"2024-01-12T00:26:22","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d8%ae%d8%b7-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/"},"modified":"2024-01-12T03:56:22","modified_gmt":"2024-01-12T00:26:22","slug":"%d8%b7%d8%b1%d8%ad-%d8%ae%d8%b7-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d8%ae%d8%b7-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/","title":{"rendered":"\u0637\u0631\u062d \u062e\u0637 Seaborn &#8211; \u0622\u0645\u0648\u0632\u0634 \u0648 \u0645\u062b\u0627\u0644"},"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-%d8%ae%d8%b7-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/#%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-%d8%ae%d8%b7-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/#%d8%a8%d8%a7_seaborn_%db%8c%da%a9_%d9%be%d9%84%d8%a7%d8%aa_%d8%ae%d8%b7%db%8c_%d8%aa%d8%b1%d8%b3%db%8c%d9%85_%da%a9%d9%86%db%8c%d8%af\" >\u0628\u0627 Seaborn \u06cc\u06a9 \u067e\u0644\u0627\u062a \u062e\u0637\u06cc \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/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-%d8%ae%d8%b7-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/#%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-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d8%ae%d8%b7-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/#%d8%aa%d8%b1%d8%b3%db%8c%d9%85_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7%db%8c_%da%af%d8%b3%d8%aa%d8%b1%d8%af%d9%87\" >\u062a\u0631\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647<\/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-%d8%ae%d8%b7-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/#%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c_%da%a9%d8%b1%d8%af%d9%86_%d8%ae%d8%b7%d9%88%d8%b7_%d8%ae%d8%b7_%d8%a8%d8%a7_seaborn\" >\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u062e\u0637\u0648\u0637 \u062e\u0637 \u0628\u0627 Seaborn<\/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-%d8%ae%d8%b7-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/#%d8%b7%d8%b1%d8%ad_%d8%ae%d8%b7_%d8%b7%d8%b1%d8%ad_%d8%a8%d8%a7_%d8%b1%d9%86%da%af_%d9%87%d8%a7\" >\u0637\u0631\u062d \u062e\u0637 \u0637\u0631\u062d \u0628\u0627 \u0631\u0646\u06af \u0647\u0627<\/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-%d8%ae%d8%b7-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/#%d8%a8%d8%a7%d8%b2%d9%87_%d8%a7%d8%b7%d9%85%db%8c%d9%86%d8%a7%d9%86_%d8%ae%d8%b7_%d8%ae%d8%b7_%d8%b1%d8%a7_%d8%a8%d8%a7_seaborn_%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c_%da%a9%d9%86%db%8c%d8%af\" >\u0628\u0627\u0632\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062e\u0637 \u062e\u0637 \u0631\u0627 \u0628\u0627 Seaborn \u0633\u0641\u0627\u0631\u0634\u06cc \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-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b7%d8%b1%d8%ad-%d8%ae%d8%b7-seaborn-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/#%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 \u0637\u0631\u062d \u062e\u0637\u06cc \u062f\u0631 Seaborn<\/em> &#8211; \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0633\u0627\u0633\u06cc \u062a\u0631\u06cc\u0646 \u0627\u0646\u0648\u0627\u0639 \u0642\u0637\u0639\u0647.<\/p>\n<blockquote>\n<p>Line Plots \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062d\u0648\u0631 \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0642\u0648\u0644\u0647 \u0627\u06cc \u0631\u0648\u06cc \u062f\u06cc\u06af\u0631\u06cc.<\/p>\n<\/blockquote>\n<p>\u0622\u0646\u0647\u0627 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0647\u0645\u0627\u0646 \u0631\u0648\u0634\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0646\u0648\u0627\u0631 \u067e\u0644\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u06af\u0631\u0686\u0647\u060c \u0622\u0646\u0647\u0627 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u067e\u06cc\u06af\u06cc\u0631\u06cc \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<h2 id=\"plotalineplotwithseaborn\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%a7_seaborn_%db%8c%da%a9_%d9%be%d9%84%d8%a7%d8%aa_%d8%ae%d8%b7%db%8c_%d8%aa%d8%b1%d8%b3%db%8c%d9%85_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0628\u0627 Seaborn \u06cc\u06a9 \u067e\u0644\u0627\u062a \u062e\u0637\u06cc \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0627\u0628\u062a\u062f\u0627\u06cc\u06cc\u200c\u062a\u0631\u06cc\u0646 \u0634\u06a9\u0644 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 Line Plot\u060c \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0686\u0646\u062f \u0644\u06cc\u0633\u062a \u0628\u0631\u0627\u06cc \u0645\u062d\u0648\u0631 X \u0648 Y-\u0645\u062d\u0648\u0631 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645. <code>lineplot()<\/code> \u062a\u0627\u0628\u0639:<\/p>\n<pre><code class=\"hljs\"><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\nsns.set_theme(style=<span class=\"hljs-string\">\"darkgrid\"<\/span>)\n\nx = (<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">5<\/span>)\ny = (<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">7<\/span>, <span class=\"hljs-number\">4<\/span>)\n\nsns.lineplot(x, y)\nplt.show()\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0627 \u062f\u0648 \u0644\u06cc\u0633\u062a \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0627\u0631\u06cc\u0645\u060c <code>x<\/code> \u0648 <code>y<\/code>.  \u0627\u06cc\u0646 <code>x<\/code> \u0644\u06cc\u0633\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0644\u06cc\u0633\u062a \u0645\u062a\u063a\u06cc\u0631 \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u0627 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 <code>y<\/code> \u0644\u06cc\u0633\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0644\u06cc\u0633\u062a \u0645\u062a\u063a\u06cc\u0631 \u0639\u062f\u062f\u06cc \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u06a9\u062f \u0646\u062a\u06cc\u062c\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-line-plot-tutorial-and-examples-1.png\" alt=\"\u0637\u0631\u062d \u062e\u0637 \u0633\u0627\u062f\u0647 \u0632\u0627\u062f\u0647 \u062f\u0631\u06cc\u0627\" title=\"\"><\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u060c \u0645\u0627\u0646\u0646\u062f \u0631\u0634\u062a\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0645\u062d\u0648\u0631 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><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\nsns.set_theme(style=<span class=\"hljs-string\">\"darkgrid\"<\/span>)\n\nx = (<span class=\"hljs-string\">'day 1'<\/span>, <span class=\"hljs-string\">'day 2'<\/span>, <span class=\"hljs-string\">'day 3'<\/span>)\ny = (<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">4<\/span>)\n\nsns.lineplot(x, y)\nplt.show()\n<\/code><\/pre>\n<p>\u0648 \u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-line-plot-tutorial-and-examples-2.png\" alt=\"\u0637\u0631\u062d \u062e\u0637 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u062f\u0631 \u062f\u0631\u06cc\u0627\" title=\"\"><\/p>\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u0627\u06af\u0631 \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u0635\u062d\u06cc\u062d \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0641\u0647\u0631\u0633\u062a \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0645\u0627\u0646\u0646\u062f <code>(1, 2, 3, 4, 5)<\/code>\u060c \u0627\u0645\u0627 \u0633\u067e\u0633 \u0628\u0631\u0627\u06cc \u0631\u0641\u062a\u0646 \u0628\u0647 <code>100<\/code>\u060c \u0647\u0645\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u06cc\u0646 <code>5..100<\/code> \u067e\u0648\u0686 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n\nsns.set_theme(style=<span class=\"hljs-string\">\"darkgrid\"<\/span>)\n\nx = (<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">10<\/span>, <span class=\"hljs-number\">100<\/span>)\ny = (<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">7<\/span>, <span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">6<\/span>)\n\nsns.lineplot(x, y)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-line-plot-tutorial-and-examples-3.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u062e\u0637\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647 \u062f\u0631 \u062f\u0631\u06cc\u0627\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0628\u0627\u0634\u062f <em>\u06af\u0645 \u0634\u062f\u0647<\/em> \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc \u0631\u0648\u06cc \u0645\u062d\u0648\u0631 X  \u062f\u0631 \u0622\u0646 \u0635\u0648\u0631\u062a\u060c Seaborn \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0628\u0647 \u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u0641\u0631\u0636 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0622\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645 \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0645\u06cc\u200c\u0628\u0631\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0628\u0627 \u0631\u0634\u062a\u0647 \u0647\u0627 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u0646\u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n<pre><code class=\"hljs\"><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\nsns.set_theme(style=<span class=\"hljs-string\">\"darkgrid\"<\/span>)\n\nx = (<span class=\"hljs-string\">'day 1'<\/span>, <span class=\"hljs-string\">'day 2'<\/span>, <span class=\"hljs-string\">'day 3'<\/span>, <span class=\"hljs-string\">'day 100'<\/span>)\ny = (<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">5<\/span>)\n\nsns.lineplot(x, y)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-line-plot-tutorial-and-examples-4.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u062e\u0637\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0642\u0648\u0644\u0647\u200c\u0627\u06cc \u06af\u0645\u0634\u062f\u0647 \u062f\u0631 \u062f\u0631\u06cc\u0627\" title=\"\"><\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644\u060c \u0645\u0627 \u0628\u0627 \u0644\u06cc\u0633\u062a \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0648 \u062f\u0633\u062a \u0633\u0627\u0632 \u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0646\u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0627\u0631\u062f \u0634\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u06cc\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f import \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u0628\u0647 \u062c\u0627\u06cc \u0622\u0646 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 id=\"importdata\"><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\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.kaggle.com\/jessemostipak\/hotel-booking-demand\">\u0631\u0632\u0631\u0648 \u0647\u062a\u0644<\/a> \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0622\u0646\u062c\u0627:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\ndf = pd.read_csv(<span class=\"hljs-string\">'hotel_bookings.csv'<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(df.head())\n<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0646\u06af\u0627\u0647\u06cc \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">          hotel  is_canceled reservation_status  ... arrival_date_month  stays_in_week_nights\n0  Resort Hotel            0          Check-Out  ...               July                     0\n1  Resort Hotel            0          Check-Out  ...               July                     0\n2  Resort Hotel            0          Check-Out  ...               July                     1\n3  Resort Hotel            0          Check-Out  ...               July                     1\n4  Resort Hotel            0          Check-Out  ...               July                     2\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u06cc\u06a9 \u0646\u0645\u0627\u06cc \u06a9\u0648\u062a\u0627\u0647 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0633\u062a\u0648\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0627\u0648\u0634 \u06a9\u0646\u06cc\u0645 <code>arrival_date_month<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062d\u0648\u0631 X \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u0627\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>stays_in_week_nights<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062d\u0648\u0631 Y \u0639\u062f\u062f\u06cc \u0645\u0627:<\/p>\n<pre><code class=\"hljs\"><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<span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n\nsns.set_theme(style=<span class=\"hljs-string\">\"darkgrid\"<\/span>)\n\ndf = pd.read_csv(<span class=\"hljs-string\">'hotel_bookings.csv'<\/span>)\n\nsns.lineplot(x = <span class=\"hljs-string\">\"arrival_date_month\"<\/span>, y = <span class=\"hljs-string\">\"stays_in_week_nights\"<\/span>, data = df)\nplt.show()\n<\/code><\/pre>\n<p>\u0645\u0627 \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc CSV \u0648 \u0628\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0622\u0646 \u062f\u0631 \u06cc\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 <code>DataFrame<\/code>.  \u0633\u067e\u0633\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u0645 <code>x<\/code> \u0648 <code>y<\/code> \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0647\u0627\u06cc <code>lineplot()<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0627\u0645 \u0633\u062a\u0648\u0646 \u0647\u0627 \u062f\u0631 \u0622\u0646 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u0644\u0628\u062a\u0647\u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0627 \u06a9\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0628\u0627 \u062a\u062e\u0635\u06cc\u0635 \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647 \u0628\u0647 <code>data<\/code> \u0628\u062d\u062b \u0648 \u062c\u062f\u0644.<\/p>\n<p>\u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-line-plot-tutorial-and-examples-5.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u062e\u0637 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0631\u06cc\u0627\" title=\"\"><\/p>\n<p>\u0645\u0627 \u0628\u0647 \u0648\u0636\u0648\u062d \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0642\u0627\u0645\u062a\u200c\u0647\u0627\u06cc \u0647\u0641\u062a\u0647\u200c\u0627\u06cc \u062f\u0631 \u0637\u0648\u0644 \u0645\u0627\u0647\u200c\u0647\u0627\u06cc \u0698\u0648\u0626\u0646\u060c \u062c\u0648\u0644\u0627\u06cc \u0648 \u0622\u06af\u0648\u0633\u062a (\u062a\u0639\u0637\u06cc\u0644\u0627\u062a \u062a\u0627\u0628\u0633\u062a\u0627\u0646\u06cc) \u0637\u0648\u0644\u0627\u0646\u06cc\u200c\u062a\u0631 \u0627\u0633\u062a\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0631 \u0698\u0627\u0646\u0648\u06cc\u0647 \u0648 \u0641\u0648\u0631\u06cc\u0647\u060c \u062f\u0631\u0633\u062a \u067e\u0633 \u0627\u0632 \u0632\u0646\u062c\u06cc\u0631\u0647 \u062a\u0639\u0637\u06cc\u0644\u0627\u062a \u0645\u0646\u062a\u0647\u06cc \u0628\u0647 \u0633\u0627\u0644 \u0646\u0648\u060c \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0645\u06cc\u0632\u0627\u0646 \u0631\u0627 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f <em>\u0641\u0627\u0635\u0644\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646<\/em> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0646\u0637\u0642\u0647 \u0627\u0637\u0631\u0627\u0641 \u062e\u0648\u062f \u062e\u0637 \u06a9\u0647 \u0647\u0645\u0627\u0646 \u0627\u0633\u062a <em>\u0628\u0631\u0622\u0648\u0631\u062f \u062a\u0645\u0627\u06cc\u0644 \u0645\u0631\u06a9\u0632\u06cc<\/em> \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0627  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 \u0686\u0646\u062f\u06af\u0627\u0646\u0647 \u062f\u0627\u0631\u06cc\u0645 <code>y<\/code> \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u062f\u0627\u0645 <code>x<\/code> \u0627\u0631\u0632\u0634 (\u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u062f\u0631 \u0647\u0631 \u0645\u0627\u0647 \u0645\u0627\u0646\u062f\u0646\u062f)\u060c Seaborn \u06af\u0631\u0627\u06cc\u0634 \u0645\u0631\u06a9\u0632\u06cc \u0627\u06cc\u0646 \u0631\u06a9\u0648\u0631\u062f\u0647\u0627 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646 \u062e\u0637 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0641\u0627\u0635\u0644\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u0631\u0627\u06cc \u0622\u0646 \u06af\u0631\u0627\u06cc\u0634 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><em>\u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc<\/em>\u060c \u0645\u0631\u062f\u0645 2.8 \u0631\u0648\u0632 \u0645\u06cc \u0645\u0627\u0646\u0646\u062f \u0631\u0648\u06cc \u0634\u0628\u200c\u0647\u0627\u06cc \u0647\u0641\u062a\u0647\u060c \u062f\u0631 \u0645\u0627\u0647 \u0698\u0648\u0626\u06cc\u0647\u060c \u0627\u0645\u0627 \u0641\u0627\u0635\u0644\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u0634\u0648\u062f <em>2.78-2.84<\/em>.<\/p>\n<h2 id=\"plottingwideformdata\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b1%d8%b3%db%8c%d9%85_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7%db%8c_%da%af%d8%b3%d8%aa%d8%b1%d8%af%d9%87\"><\/span>\u062a\u0631\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0644\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0627 \u0641\u0631\u0645 \u06af\u0633\u062a\u0631\u062f\u0647 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645\u060c \u0628\u0647\u200c\u062c\u0627\u06cc \u0634\u06a9\u0644 \u0645\u0631\u062a\u0628\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062a\u0627\u06a9\u0646\u0648\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc\u0645.  \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0647 \u062a\u062c\u0633\u0645 <code>stays_in_week_nights<\/code> \u062f\u0631 \u0637\u0648\u0644 \u0645\u0627\u0647 \u0647\u0627 \u0645\u062a\u063a\u06cc\u0631 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0633\u0627\u0644 \u0648\u0631\u0648\u062f \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645.  \u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647 \u06cc\u06a9 \u062e\u0637 \u062e\u0637\u06cc \u0628\u0631\u0627\u06cc <em>\u0647\u0631 \u0633\u0627\u0644\u0647<\/em>\u060c \u062f\u0631 \u0637\u0648\u0644 \u0645\u0627\u0647 \u0647\u0627\u060c \u0631\u0648\u06cc \u06cc\u06a9 \u0631\u0642\u0645 \u0648\u0627\u062d\u062f<\/p>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0646\u06cc\u0633\u062a\u060c \u0628\u0627\u06cc\u062f \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645. \u0631\u0648\u06cc \u0622\u06cc \u062a\u06cc.<\/p>\n<pre><code class=\"hljs\"><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<span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n\ndf = pd.read_csv(<span class=\"hljs-string\">'hotel_bookings.csv'<\/span>)\n\n\ndf = df((<span class=\"hljs-string\">'arrival_date_year'<\/span>, <span class=\"hljs-string\">'arrival_date_month'<\/span>, <span class=\"hljs-string\">'stays_in_week_nights'<\/span>))\n\norder = df(<span class=\"hljs-string\">'arrival_date_month'<\/span>)\n\ndf_wide = df.pivot_table(index=<span class=\"hljs-string\">'arrival_date_month'<\/span>, columns=<span class=\"hljs-string\">'arrival_date_year'<\/span>, values=<span class=\"hljs-string\">'stays_in_week_nights'<\/span>)\n\ndf_wide = df_wide.reindex(order, axis=<span class=\"hljs-number\">0<\/span>)\n\n<span class=\"hljs-built_in\">print<\/span>(df_wide)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0627\u0628\u062a\u062f\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0686\u0646\u062f \u0633\u062a\u0648\u0646 \u0645\u0631\u062a\u0628\u0637 \u06a9\u0648\u062a\u0627\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.  \u0633\u067e\u0633\u060c \u062a\u0631\u062a\u06cc\u0628 \u0645\u0627\u0647\u200c\u0647\u0627\u06cc \u062a\u0627\u0631\u06cc\u062e \u0648\u0631\u0648\u062f \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0639\u062f \u062d\u0641\u0638 \u06a9\u0646\u06cc\u0645.  \u0647\u0631 \u0686\u0646\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0647\u0631 \u062a\u0631\u062a\u06cc\u0628\u06cc \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0633\u067e\u0633\u060c \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0627 \u0641\u0631\u0645 \u0628\u0627\u0631\u06cc\u06a9 \u0628\u0647 \u0634\u06a9\u0644 \u06af\u0633\u062a\u0631\u062f\u0647\u060c \u062c\u062f\u0648\u0644 \u0631\u0627 \u062d\u0648\u0644 \u0622\u0646 \u0686\u0631\u062e\u0627\u0646\u062f\u0647\u200c\u0627\u06cc\u0645 <code>arrival_date_month<\/code> \u0648\u06cc\u0698\u06af\u06cc\u060c \u0686\u0631\u062e\u0634 <code>arrival_date_year<\/code> \u0628\u0647 \u0633\u062a\u0648\u0646 \u0647\u0627\u060c \u0648 <code>stays_in_week_nights<\/code> \u0628\u0647 \u0627\u0631\u0632\u0634 \u0647\u0627  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 <code>reindex()<\/code> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0647\u0645\u0627\u0646 \u062f\u0633\u062a\u0648\u0631 \u0645\u0627\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u062f\u0627\u0634\u062a\u06cc\u0645.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0627\u06a9\u0646\u0648\u0646 \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f:<\/p>\n<pre><code class=\"hljs\">arrival_date_year       2015      2016      2017\narrival_date_month\nJuly                2.789625  2.836177  2.787502\nJuly                2.789625  2.836177  2.787502\nJuly                2.789625  2.836177  2.787502\nJuly                2.789625  2.836177  2.787502\nJuly                2.789625  2.836177  2.787502\n...                      ...       ...       ...\nAugust              2.654153  2.859964  2.956142\nAugust              2.654153  2.859964  2.956142\nAugust              2.654153  2.859964  2.956142\nAugust              2.654153  2.859964  2.956142\nAugust              2.654153  2.859964  2.956142\n<\/code><\/pre>\n<p>\u0639\u0627\u0644\u06cc!  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0627\u06a9\u0646\u0648\u0646 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u0641\u0631\u0645 \u06af\u0633\u062a\u0631\u062f\u0647\u060c \u0628\u0627 \u06af\u0631\u0627\u06cc\u0634 \u0645\u0631\u06a9\u0632\u06cc \u0628\u0647 \u0641\u0631\u0645\u062a \u0634\u062f\u0647 \u0627\u0633\u062a <code>stays_in_week_nights<\/code> \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u062f.  \u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0645\u0627 \u0628\u0627 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">sns.lineplot(data=df_wide)\nplt.show()\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 <code>lineplot()<\/code> \u062a\u0627\u0628\u0639 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0628\u0648\u0645\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646 \u0631\u0633\u0645 \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-line-plot-tutorial-and-examples-6.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u062e\u0637\u06cc \u062f\u0631\u06cc\u0627\u0632\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06af\u0633\u062a\u0631\u062f\u0647\" title=\"\"><\/p>\n<h2 id=\"customizinglineplotswithseaborn\"><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%ae%d8%b7%d9%88%d8%b7_%d8%ae%d8%b7_%d8%a8%d8%a7_seaborn\"><\/span>\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u062e\u0637\u0648\u0637 \u062e\u0637 \u0628\u0627 Seaborn<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0631\u0648\u0634 \u0631\u0633\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u0631\u062c \u0634\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc\u060c \u0631\u0648\u0634 \u062a\u0631\u0633\u06cc\u0645 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0633\u0627\u062f\u0647\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u0637\u0628\u0627\u0642 \u0628\u0627 \u0646\u0648\u0639 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0632 \u062a\u062c\u0633\u0645 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 &#8211; \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062e\u0637 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0647\u0636\u0645<\/p>\n<h3 id=\"plottinglineplotwithhues\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%ad_%d8%ae%d8%b7_%d8%b7%d8%b1%d8%ad_%d8%a8%d8%a7_%d8%b1%d9%86%da%af_%d9%87%d8%a7\"><\/span>\u0637\u0631\u062d \u062e\u0637 \u0637\u0631\u062d \u0628\u0627 \u0631\u0646\u06af \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><em>\u0631\u0646\u06af \u0647\u0627<\/em> \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062a\u0641\u06a9\u06cc\u06a9 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u0686\u0646\u062f \u0646\u0645\u0648\u062f\u0627\u0631 \u062e\u0637 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0647 \u0645\u0627\u06cc\u0644\u06cc\u062f \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc (\u0631\u0646\u06af \u0622\u0645\u06cc\u0632\u06cc) \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06af\u0631\u0627\u06cc\u0634 \u0645\u0631\u06a9\u0632\u06cc \u0631\u0627 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645 <code>stays_in_week_nights<\/code> \u0648\u06cc\u0698\u06af\u06cc\u060c \u062f\u0631 \u0637\u0648\u0644 \u0645\u0627\u0647 \u0647\u0627\u060c \u0627\u0645\u0627 \u0622\u0646 \u0631\u0627 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>arrival_date_year<\/code> \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0648 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062e\u0637 \u0641\u0631\u062f\u06cc \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0622\u0646 \u0648\u06cc\u0698\u06af\u06cc<\/p>\n<p>\u0627\u06cc\u0646 \u062f\u0642\u06cc\u0642\u0627\u064b \u0647\u0645\u0627\u0646 \u06a9\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u0645\u062b\u0627\u0644 \u0642\u0628\u0644\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645 &#8211; \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc.  \u0645\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0628\u0627 \u0641\u0631\u0645 \u06af\u0633\u062a\u0631\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646 \u0631\u0627 \u0631\u0633\u0645 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u0633\u0627\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062f\u0648 \u062f\u0633\u062a\u0647 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645 <em>\u0631\u0646\u06af \u0647\u0627<\/em> \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u06a9\u0647 \u062f\u0642\u06cc\u0642\u0627\u064b \u0647\u0645\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0627 \u0628\u0647 \u0627\u0631\u0645\u063a\u0627\u0646 \u0645\u06cc \u0622\u0648\u0631\u062f:<\/p>\n<pre><code class=\"hljs\"><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<span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n\ndf = pd.read_csv(<span class=\"hljs-string\">'hotel_bookings.csv'<\/span>)\n\nsns.lineplot(x = <span class=\"hljs-string\">\"arrival_date_month\"<\/span>, y = <span class=\"hljs-string\">\"stays_in_week_nights\"<\/span>, hue=<span class=\"hljs-string\">'arrival_date_year'<\/span>, data = df)\nplt.show()\n<\/code><\/pre>\n<p>\u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 <code>arrival_date_year<\/code> \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 <code>hue<\/code> \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0645\u0627 \u0628\u0647 Seaborn \u06af\u0641\u062a\u0647\u200c\u0627\u06cc\u0645 \u06a9\u0647 \u0647\u0631 \u0646\u06af\u0627\u0634\u062a XY \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646 \u062c\u062f\u0627 \u06a9\u0646\u062f <code>arrival_date_year<\/code> \u0648\u06cc\u0698\u06af\u06cc\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0628\u0627 \u0633\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 \u062e\u0637\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u0631\u0633\u06cc\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-line-plot-tutorial-and-examples-7.png\" alt=\"\u0631\u0646\u06af \u0647\u0627\u06cc \u0637\u0631\u062d \u062e\u0637 \u062f\u0631\u06cc\u0627\u06cc\u06cc\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u0628\u0627\u0631\u060c \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0641\u0648\u0627\u0635\u0644 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0631\u0627 \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u062a\u0645\u0627\u06cc\u0644\u0627\u062a \u0645\u0631\u06a9\u0632\u06cc \u062e\u0648\u062f \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.<\/p>\n<h3 id=\"customizelineplotconfidenceintervalwithseaborn\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%a7%d8%b2%d9%87_%d8%a7%d8%b7%d9%85%db%8c%d9%86%d8%a7%d9%86_%d8%ae%d8%b7_%d8%ae%d8%b7_%d8%b1%d8%a7_%d8%a8%d8%a7_seaborn_%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0628\u0627\u0632\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062e\u0637 \u062e\u0637 \u0631\u0627 \u0628\u0627 Seaborn \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0646\u062f \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u06a9\u0645\u0627\u0646\u0686\u0647\u060c \u0641\u0639\u0627\u0644\/\u063a\u06cc\u0631\u0641\u0639\u0627\u0644 \u0648 \u0646\u0648\u0639 \u0641\u0648\u0627\u0635\u0644 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f.  \u0627\u06cc\u0646 <code>ci<\/code> \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u0641\u0627\u0635\u0644\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0639\u062f\u062f \u0635\u062d\u06cc\u062d \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u060c <code>'sd'<\/code> (\u0627\u0646\u062d\u0631\u0627\u0641 \u0645\u0639\u06cc\u0627\u0631) \u06cc\u0627 <code>None<\/code> \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062e\u0627\u0645\u0648\u0634 \u06a9\u0646\u06cc\u062f<\/p>\n<p>\u0627\u06cc\u0646 <code>err_style<\/code> \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f <em>\u0633\u0628\u06a9<\/em> \u0627\u0632 \u0641\u0648\u0627\u0635\u0644 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 &#8211; <code>band<\/code> \u06cc\u0627 <code>bars<\/code>.  \u0645\u0627 \u062a\u0627 \u06a9\u0646\u0648\u0646 \u062f\u06cc\u062f\u0647\u200c\u0627\u06cc\u0645 \u06a9\u0647 \u06af\u0631\u0648\u0647\u200c\u0647\u0627 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0641\u0627\u0635\u0644\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u0645 <code>bars<\/code> \u0628\u062c\u0627\u06cc:<\/p>\n<pre><code class=\"hljs\"><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<span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n\ndf = pd.read_csv(<span class=\"hljs-string\">'hotel_bookings.csv'<\/span>)\n\nsns.lineplot(x = <span class=\"hljs-string\">\"arrival_date_month\"<\/span>, y = <span class=\"hljs-string\">\"stays_in_week_nights\"<\/span>, err_style=<span class=\"hljs-string\">'bars'<\/span>, data = df)\nplt.show()\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-line-plot-tutorial-and-examples-8.png\" alt=\"Seaborn \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0641\u0627\u0635\u0644\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0637\u0631\u062d \u062e\u0637\" title=\"\"><\/p>\n<p>\u0648 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0641\u0627\u0635\u0644\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0631\u0648\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u0645 <code>95<\/code>\u060c \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0628\u0647 \u062c\u0627\u06cc \u0622\u0646:<\/p>\n<pre><code class=\"hljs\"><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<span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n\ndf = pd.read_csv(<span class=\"hljs-string\">'hotel_bookings.csv'<\/span>)\n\nsns.lineplot(x = <span class=\"hljs-string\">\"arrival_date_month\"<\/span>, y = <span class=\"hljs-string\">\"stays_in_week_nights\"<\/span>, err_style=<span class=\"hljs-string\">'bars'<\/span>, ci=<span class=\"hljs-string\">'sd'<\/span>, data = df)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-line-plot-tutorial-and-examples-9.png\" alt=\"\u0641\u0627\u0635\u0644\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0637\u0631\u062d \u062e\u0637 \u062f\u0631\u06cc\u0627\u0632\u0627\u062f\" 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 \u06cc\u06a9 \u062e\u0637 \u062e\u0637 \u062f\u0631 Seaborn \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.  \u0645\u0627 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0631\u0648\u0634 \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0633\u0627\u062f\u0647\u060c \u0628\u0627 \u0645\u062d\u0648\u0631\u0647\u0627\u06cc X \u0639\u062f\u062f\u06cc \u0648 \u0637\u0628\u0642\u0647\u200c\u0627\u06cc \u0627\u0646\u062f\u0627\u062e\u062a\u0647\u200c\u0627\u06cc\u0645\u060c \u067e\u0633 \u0627\u0632 \u0622\u0646 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646 \u0631\u0627 \u062a\u062c\u0633\u0645 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645.<\/p>\n<p>\u0645\u0627 \u0631\u0648\u0634 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0631\u0648\u0634 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u062e\u0637\u0648\u0637 \u062e\u0637\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.<\/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 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u062d\u0631\u0641\u0647 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/blockquote>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-12 03:56:04<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;15417&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;\u0637\u0631\u062d \u062e\u0637 Seaborn - \u0622\u0645\u0648\u0632\u0634 \u0648 \u0645\u062b\u0627\u0644&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\"> 7<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u0645\u062a\u0648\u0644\u062f \u062f\u0631\u06cc\u0627 \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 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":15418,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-15417","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15417","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=15417"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15417\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/15418"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=15417"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=15417"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=15417"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}