{"id":15477,"date":"2024-01-12T22:49:39","date_gmt":"2024-01-12T19:19:39","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/seaborn-boxplot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/"},"modified":"2024-01-12T22:49:39","modified_gmt":"2024-01-12T19:19:39","slug":"seaborn-boxplot-%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\/seaborn-boxplot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/","title":{"rendered":"Seaborn Boxplot &#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\/seaborn-boxplot-%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\/seaborn-boxplot-%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-3\" href=\"https:\/\/rasanegaar.com\/blog\/seaborn-boxplot-%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_%db%8c%da%a9_%d8%a8%d8%a7%da%a9%d8%b3_%d9%be%d9%84%d8%a7%d8%aa_%d8%af%d8%b1_seaborn\" >\u0637\u0631\u062d \u06cc\u06a9 \u0628\u0627\u06a9\u0633 \u067e\u0644\u0627\u062a \u062f\u0631 Seaborn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/seaborn-boxplot-%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_boxplot_seaborn\" >\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 Boxplot Seaborn<\/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\/seaborn-boxplot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/#%d8%b1%d9%86%da%af_%d9%87%d8%a7%db%8c_boxplot_%d8%b1%d8%a7_%d8%aa%d8%ba%db%8c%db%8c%d8%b1_%d8%af%d9%87%db%8c%d8%af\" >\u0631\u0646\u06af \u0647\u0627\u06cc Boxplot \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/seaborn-boxplot-%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%a8%d8%b1%da%86%d8%b3%d8%a8_%d9%87%d8%a7%db%8c_%d9%85%d8%ad%d9%88%d8%b1\" >\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0645\u062d\u0648\u0631<\/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\/seaborn-boxplot-%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_%d8%a8%d8%a7%da%a9%d8%b3_%d9%be%d9%84%d8%a7%d8%aa\" >\u0633\u0641\u0627\u0631\u0634 \u0628\u0627\u06a9\u0633 \u067e\u0644\u0627\u062a<\/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\/seaborn-boxplot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/#%d8%a7%db%8c%d8%ac%d8%a7%d8%af_%d8%b7%d8%b1%d8%ad_%d9%87%d8%a7%db%8c_%d9%81%d8%b1%d8%b9%db%8c\" >\u0627\u06cc\u062c\u0627\u062f \u0637\u0631\u062d \u0647\u0627\u06cc \u0641\u0631\u0639\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/seaborn-boxplot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/#boxplot_%d8%a8%d8%a7_data_points\" >Boxplot \u0628\u0627 Data Points<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/seaborn-boxplot-%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\"> 5<\/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 \u062c\u0639\u0628\u0647 \u062f\u0631 Seaborn<\/em>.<\/p>\n<blockquote>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u0622\u0645\u0627\u0631 \u062e\u0644\u0627\u0635\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u0646\u0645\u0627\u06cc\u0634 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0645\u0627\u0646\u0646\u062f \u0645\u062d\u062f\u0648\u062f\u0647 \u0648 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/blockquote>\n<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\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0628\u0627\u06a9\u0633 \u067e\u0644\u0627\u062a\u060c \u0628\u0627\u06cc\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645\u060c \u0632\u06cc\u0631\u0627 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0622\u0645\u0627\u0631 \u062e\u0644\u0627\u0635\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f &#8211; \u0645\u06cc\u0627\u0646\u0647 \u0648 \u0645\u062d\u062f\u0648\u062f\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647.  \u0645\u0627 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/archive.ics.uci.edu\/ml\/datasets\/Forest+Fires\">\u0622\u062a\u0634 \u0633\u0648\u0632\u06cc \u062c\u0646\u06af\u0644<\/a> \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/p>\n<p>\u0645\u0627 \u0628\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u0628\u062f\u06cc\u0647\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 import \u0645\u062a\u0648\u0644\u062f\u06cc\u0646 \u062f\u0631\u06cc\u0627 \u0646\u06cc\u0632.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u0627 import \u0645\u0627\u0698\u0648\u0644 Pyplot \u0627\u0632 Matplotlib\u060c \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u062c\u0633\u0645 \u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">from<\/span> matplotlib <span class=\"hljs-keyword\">import<\/span> pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0641\u0627\u06cc\u0644 CSV \u0648 \u0628\u0631\u0631\u0633\u06cc \u0631\u0648\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>DataFrame<\/code> \u0628\u0627 \u0686\u0627\u067e \u0633\u0631 \u062e\u0648\u062f \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f.  \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645 \u0634\u062f\u0647 \u0627\u06cc \u0627\u0633\u062a \u06cc\u0627 \u062e\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\">dataframe = pd.read_csv(<span class=\"hljs-string\">\"forestfires.csv\"<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(dataframe.head())\n<span class=\"hljs-built_in\">print<\/span>(dataframe.isnull().values.<span class=\"hljs-built_in\">any<\/span>())\n<\/code><\/pre>\n<pre><code class=\"hljs\">   X  Y month  day  FFMC   DMC     DC  ISI  temp  RH  wind  rain  area\n<span class=\"hljs-number\">0<\/span>  <span class=\"hljs-number\">7<\/span>  <span class=\"hljs-number\">5<\/span>   mar  fri  <span class=\"hljs-number\">86.2<\/span>  <span class=\"hljs-number\">26.2<\/span>   <span class=\"hljs-number\">94.3<\/span>  <span class=\"hljs-number\">5.1<\/span>   <span class=\"hljs-number\">8.2<\/span>  <span class=\"hljs-number\">51<\/span>   <span class=\"hljs-number\">6.7<\/span>   <span class=\"hljs-number\">0.0<\/span>   <span class=\"hljs-number\">0.0<\/span>\n<span class=\"hljs-number\">1<\/span>  <span class=\"hljs-number\">7<\/span>  <span class=\"hljs-number\">4<\/span>   <span class=\"hljs-built_in\">oct<\/span>  tue  <span class=\"hljs-number\">90.6<\/span>  <span class=\"hljs-number\">35.4<\/span>  <span class=\"hljs-number\">669.1<\/span>  <span class=\"hljs-number\">6.7<\/span>  <span class=\"hljs-number\">18.0<\/span>  <span class=\"hljs-number\">33<\/span>   <span class=\"hljs-number\">0.9<\/span>   <span class=\"hljs-number\">0.0<\/span>   <span class=\"hljs-number\">0.0<\/span>\n<span class=\"hljs-number\">2<\/span>  <span class=\"hljs-number\">7<\/span>  <span class=\"hljs-number\">4<\/span>   <span class=\"hljs-built_in\">oct<\/span>  sat  <span class=\"hljs-number\">90.6<\/span>  <span class=\"hljs-number\">43.7<\/span>  <span class=\"hljs-number\">686.9<\/span>  <span class=\"hljs-number\">6.7<\/span>  <span class=\"hljs-number\">14.6<\/span>  <span class=\"hljs-number\">33<\/span>   <span class=\"hljs-number\">1.3<\/span>   <span class=\"hljs-number\">0.0<\/span>   <span class=\"hljs-number\">0.0<\/span>\n<span class=\"hljs-number\">3<\/span>  <span class=\"hljs-number\">8<\/span>  <span class=\"hljs-number\">6<\/span>   mar  fri  <span class=\"hljs-number\">91.7<\/span>  <span class=\"hljs-number\">33.3<\/span>   <span class=\"hljs-number\">77.5<\/span>  <span class=\"hljs-number\">9.0<\/span>   <span class=\"hljs-number\">8.3<\/span>  <span class=\"hljs-number\">97<\/span>   <span class=\"hljs-number\">4.0<\/span>   <span class=\"hljs-number\">0.2<\/span>   <span class=\"hljs-number\">0.0<\/span>\n<span class=\"hljs-number\">4<\/span>  <span class=\"hljs-number\">8<\/span>  <span class=\"hljs-number\">6<\/span>   mar  sun  <span class=\"hljs-number\">89.3<\/span>  <span class=\"hljs-number\">51.3<\/span>  <span class=\"hljs-number\">102.2<\/span>  <span class=\"hljs-number\">9.6<\/span>  <span class=\"hljs-number\">11.4<\/span>  <span class=\"hljs-number\">99<\/span>   <span class=\"hljs-number\">1.8<\/span>   <span class=\"hljs-number\">0.0<\/span>   <span class=\"hljs-number\">0.0<\/span>\n<span class=\"hljs-literal\">False<\/span>\n<\/code><\/pre>\n<p>\u062f\u0648\u0645\u06cc\u0646 print \u0628\u06cc\u0627\u0646\u06cc\u0647 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u062f <code>False<\/code>\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0647\u06cc\u0686 \u062f\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0627\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f.  \u0627\u06af\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u060c \u0628\u0627\u06cc\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 DataFrame \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0628\u0631\u0631\u0633\u06cc \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f\u060c \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0627\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u0631\u0627\u062d\u062a\u06cc\u060c \u0627\u06cc\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u062e\u0648\u062f \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">FFMC = dataframe(<span class=\"hljs-string\">\"FFMC\"<\/span>)\nDMC = dataframe(<span class=\"hljs-string\">\"DMC\"<\/span>)\nDC = dataframe(<span class=\"hljs-string\">\"DC\"<\/span>)\nRH = dataframe(<span class=\"hljs-string\">\"RH\"<\/span>)\nISI = dataframe(<span class=\"hljs-string\">\"ISI\"<\/span>)\ntemp = dataframe(<span class=\"hljs-string\">\"temp\"<\/span>)\n<\/code><\/pre>\n<h2 id=\"plottingaboxplotinseaborn\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%ad_%db%8c%da%a9_%d8%a8%d8%a7%da%a9%d8%b3_%d9%be%d9%84%d8%a7%d8%aa_%d8%af%d8%b1_seaborn\"><\/span>\u0637\u0631\u062d \u06cc\u06a9 \u0628\u0627\u06a9\u0633 \u067e\u0644\u0627\u062a \u062f\u0631 Seaborn<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 Boxplots \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645!<\/p>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627\u06a9\u0633 \u067e\u0644\u0627\u062a \u0631\u0627 \u0641\u0642\u0637 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Seaborn \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 <code>boxplot<\/code> \u062a\u0627\u0628\u0639.  \u0645\u0627 \u062f\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645\u060c \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">sns.boxplot(x=DMC)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-box-plot-tutorial-and-examples-1.png\" alt=\"\u0637\u0631\u062d \u062c\u0639\u0628\u0647 \u0633\u0627\u062f\u0647 \u0645\u062a\u0648\u0644\u062f \u0634\u062f\u0647 \u062f\u0631 \u062f\u0631\u06cc\u0627\" title=\"\"><\/p>\n<p>\u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u0641\u0642\u0637 \u062a\u0648\u0632\u06cc\u0639 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0627 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062a\u063a\u06cc\u0631 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0639\u062f\u062f \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u06cc\u0645 <code>x<\/code> \u0628\u062d\u062b \u0648 \u062c\u062f\u0644.  \u0627\u06af\u0631 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645\u060c Seaborn \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645\u060c \u0645\u062d\u0648\u0631 Y \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0642\u0628\u0644\u06cc<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06af\u0631 \u062a\u0648\u0632\u06cc\u0639 \u062e\u0627\u0635\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u06a9\u0647 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u0648\u0639 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 X \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0648 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 Y \u067e\u06cc\u0648\u0633\u062a\u0647 \u0646\u06cc\u0632 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">day = dataframe(<span class=\"hljs-string\">\"day\"<\/span>)\nsns.boxplot(x=DMC, y=day)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-box-plot-tutorial-and-examples-2.png\" alt=\"\u0628\u0627\u06a9\u0633 \u067e\u0644\u0627\u062a \u0645\u062a\u063a\u06cc\u0631 x \u0648 y seaborn\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u0628\u0627\u0631\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631 \u062c\u0639\u0628\u0647\u200c\u0627\u06cc \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0631\u0648\u0632 \u062f\u0631 \u0647\u0641\u062a\u0647 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u0686\u0646\u062f\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0631\u0627 \u0647\u0645\u0632\u0645\u0627\u0646 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645\u060c \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u06cc\u0645 <code>x<\/code> \u0648 <code>y<\/code> \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0647\u0627\u061f  \u062e\u0648\u0628\u060c \u0645\u0627 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 <code>data<\/code> \u0628\u062d\u062b \u0648 \u062c\u062f\u0644.<\/p>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 <code>DataFrame<\/code> \u0641\u0642\u0637 \u0634\u0627\u0645\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645\u060c \u0648 <code>melt()<\/code> \u0622\u0646 \u0631\u0627 \u0628\u0647 <code>data<\/code> \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0627\u0631\u0627\u0626\u0647 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <code>x='variable'<\/code> \u0648 <code>y='value'<\/code>:<\/p>\n<pre><code class=\"hljs\">df = pd.DataFrame(data=dataframe, columns=(<span class=\"hljs-string\">\"FFMC\"<\/span>, <span class=\"hljs-string\">\"DMC\"<\/span>, <span class=\"hljs-string\">\"DC\"<\/span>, <span class=\"hljs-string\">\"ISI\"<\/span>))\nsns.boxplot(x=<span class=\"hljs-string\">\"variable\"<\/span>, y=<span class=\"hljs-string\">\"value\"<\/span>, data=pd.melt(df))\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-box-plot-tutorial-and-examples-3.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u062c\u0639\u0628\u0647 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0631\u06cc\u0627\u06cc\u06cc\" title=\"\"><\/p>\n<h2 id=\"customizeaseabornboxplot\"><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_boxplot_seaborn\"><\/span>\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 Boxplot Seaborn<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"changeboxplotcolors\"><span class=\"ez-toc-section\" id=\"%d8%b1%d9%86%da%af_%d9%87%d8%a7%db%8c_boxplot_%d8%b1%d8%a7_%d8%aa%d8%ba%db%8c%db%8c%d8%b1_%d8%af%d9%87%db%8c%d8%af\"><\/span>\u0631\u0646\u06af \u0647\u0627\u06cc Boxplot \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Seaborn \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0631\u0646\u06af \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0628\u0635\u0631\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u06cc\u0645.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0631\u0646\u06af\u200c\u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u0646\u062a\u062e\u0627\u0628 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0631\u0646\u06af\u200c\u0647\u0627 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0647\u06af\u0632 (\u06cc\u0627 \u0647\u0631 \u0631\u0646\u06af \u0645\u0639\u062a\u0628\u0631 Matplotlib)\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u0645 <code>palette<\/code> \u0628\u062d\u062b \u0648 \u062c\u062f\u0644:<\/p>\n<pre><code class=\"hljs\">day = dataframe(<span class=\"hljs-string\">\"day\"<\/span>)\ncolors = (<span class=\"hljs-string\">'#78C850'<\/span>, <span class=\"hljs-string\">'#F08030'<\/span>, <span class=\"hljs-string\">'#6890F0'<\/span>,<span class=\"hljs-string\">'#F8D030'<\/span>, <span class=\"hljs-string\">'#F85888'<\/span>, <span class=\"hljs-string\">'#705898'<\/span>, <span class=\"hljs-string\">'#98D8D8'<\/span>)\nsns.boxplot(x=DMC, y=day, palette=colors)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-box-plot-tutorial-and-examples-4.png\" alt=\"\u062a\u063a\u06cc\u06cc\u0631 \u0631\u0646\u06af \u062f\u0631 \u062f\u0631\u06cc\u0627\" title=\"\"><\/p>\n<h3 id=\"customizeaxislabels\"><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%a8%d8%b1%da%86%d8%b3%d8%a8_%d9%87%d8%a7%db%8c_%d9%85%d8%ad%d9%88%d8%b1\"><\/span>\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0645\u062d\u0648\u0631<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Seaborn \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc \u0645\u062d\u0648\u0631 X \u0648 Y \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u0645\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0641\u0648\u0646\u062a\u060c \u062a\u063a\u06cc\u06cc\u0631 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u06cc\u0627 \u0686\u0631\u062e\u0627\u0646\u062f\u0646 \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u062e\u0648\u0627\u0646\u062f\u0646 \u062a\u06cc\u06a9\u200c\u0647\u0627:<\/p>\n<pre><code class=\"hljs\">df = pd.DataFrame(data=dataframe, columns=(<span class=\"hljs-string\">\"FFMC\"<\/span>, <span class=\"hljs-string\">\"DMC\"<\/span>, <span class=\"hljs-string\">\"DC\"<\/span>, <span class=\"hljs-string\">\"ISI\"<\/span>))\nboxplot = sns.boxplot(x=<span class=\"hljs-string\">\"variable\"<\/span>, y=<span class=\"hljs-string\">\"value\"<\/span>, data=pd.melt(df))\nboxplot.axes.set_title(<span class=\"hljs-string\">\"Distribution of Forest Fire Conditions\"<\/span>, fontsize=<span class=\"hljs-number\">16<\/span>)\nboxplot.set_xlabel(<span class=\"hljs-string\">\"Conditions\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>)\nboxplot.set_ylabel(<span class=\"hljs-string\">\"Values\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-box-plot-tutorial-and-examples-5.png\" alt=\"Seaborn \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0645\u062d\u0648\u0631 \u062c\u0639\u0628\u0647 \u062c\u0639\u0628\u0647\" title=\"\"><\/p>\n<h3 id=\"orderingboxplots\"><span class=\"ez-toc-section\" id=\"%d8%b3%d9%81%d8%a7%d8%b1%d8%b4_%d8%a8%d8%a7%da%a9%d8%b3_%d9%be%d9%84%d8%a7%d8%aa\"><\/span>\u0633\u0641\u0627\u0631\u0634 \u0628\u0627\u06a9\u0633 \u067e\u0644\u0627\u062a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0627\u062f\u0631\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u062e\u0627\u0635\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u0645\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 <code>order<\/code> \u0622\u0631\u06af\u0648\u0645\u0627\u0646\u060c \u0648 \u0627\u0631\u0627\u0626\u0647 \u0646\u0627\u0645 \u0633\u062a\u0648\u0646 \u0647\u0627 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">df = pd.DataFrame(data=dataframe, columns=(<span class=\"hljs-string\">\"FFMC\"<\/span>, <span class=\"hljs-string\">\"DMC\"<\/span>, <span class=\"hljs-string\">\"DC\"<\/span>, <span class=\"hljs-string\">\"ISI\"<\/span>))\nboxplot = sns.boxplot(x=<span class=\"hljs-string\">\"variable\"<\/span>, y=<span class=\"hljs-string\">\"value\"<\/span>, data=pd.melt(df), order=(<span class=\"hljs-string\">\"DC\"<\/span>, <span class=\"hljs-string\">\"DMC\"<\/span>, <span class=\"hljs-string\">\"FFMC\"<\/span>, <span class=\"hljs-string\">\"ISI\"<\/span>))\nboxplot.axes.set_title(<span class=\"hljs-string\">\"Distribution of Forest Fire Conditions\"<\/span>, fontsize=<span class=\"hljs-number\">16<\/span>)\nboxplot.set_xlabel(<span class=\"hljs-string\">\"Conditions\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>)\nboxplot.set_ylabel(<span class=\"hljs-string\">\"Values\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-box-plot-tutorial-and-examples-6.png\" alt=\"\u062c\u0639\u0628\u0647 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634 \u062f\u0631\u06cc\u0627\u06cc\u06cc\" title=\"\"><\/p>\n<h2 id=\"creatingsubplots\"><span class=\"ez-toc-section\" id=\"%d8%a7%db%8c%d8%ac%d8%a7%d8%af_%d8%b7%d8%b1%d8%ad_%d9%87%d8%a7%db%8c_%d9%81%d8%b1%d8%b9%db%8c\"><\/span>\u0627\u06cc\u062c\u0627\u062f \u0637\u0631\u062d \u0647\u0627\u06cc \u0641\u0631\u0639\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0628\u0647 \u0637\u0631\u062d\u200c\u0647\u0627\u06cc \u0641\u0631\u0639\u06cc \u062e\u0648\u062f \u062c\u062f\u0627 \u06a9\u0646\u06cc\u0645\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0634\u06a9\u0644 \u0648 \u0645\u062d\u0648\u0631\u0647\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645. <code>subplots<\/code> \u062a\u0627\u0628\u0639 \u0627\u0632 Matplotlib.  \u0633\u067e\u0633\u060c \u0645\u0627 \u0627\u0632 <code>axes<\/code> \u0634\u06cc\u0621 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0641\u0647\u0631\u0633\u062a \u0622\u0646\u0647\u0627 \u0628\u0647 \u0622\u0646\u0647\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.  \u0631\u0627 <code>boxplot()<\/code> \u062a\u0627\u0628\u0639 \u06cc\u06a9 \u0631\u0627 \u0645\u06cc \u067e\u0630\u06cc\u0631\u062f <code>ax<\/code> \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0631\u0648\u06cc \u06a9\u0647 <code>axes<\/code> \u0628\u0627\u06cc\u062f \u062a\u0631\u0633\u06cc\u0645 \u0634\u0648\u062f \u0631\u0648\u06cc:<\/p>\n<pre><code class=\"hljs\">fig, axes = plt.subplots(<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>)\nsns.boxplot(x=day, y=DMC, orient=<span class=\"hljs-string\">'v'<\/span>, ax=axes(<span class=\"hljs-number\">0<\/span>))\nsns.boxplot(x=day, y=DC, orient=<span class=\"hljs-string\">'v'<\/span>, ax=axes(<span class=\"hljs-number\">1<\/span>))\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-box-plot-tutorial-and-examples-7.png\" alt=\"seaborn \u0637\u0631\u062d \u0647\u0627\u06cc \u0641\u0631\u0639\u06cc \u062c\u0639\u0628\u0647 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f\" title=\"\"><\/p>\n<h2 id=\"boxplotwithdatapoints\"><span class=\"ez-toc-section\" id=\"boxplot_%d8%a8%d8%a7_data_points\"><\/span>Boxplot \u0628\u0627 Data Points<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u062d\u062a\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 swarmplot \u0631\u0627 \u0631\u0648\u06cc boxplot \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645 \u062a\u0627 \u062a\u0648\u0632\u06cc\u0639 \u0648 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0646\u0642\u0627\u0637 \u062a\u0634\u06a9\u06cc\u0644\u200c\u062f\u0647\u0646\u062f\u0647 \u0622\u0646 \u062a\u0648\u0632\u06cc\u0639 \u0631\u0627 \u0628\u0627 \u06a9\u0645\u06cc \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0628\u0628\u06cc\u0646\u06cc\u0645.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0641\u0642\u0637 \u06cc\u06a9 \u0634\u06cc\u0621 \u0634\u06a9\u0644 \u0648\u0627\u062d\u062f \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u062f\u0648 \u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0631\u0627 <code>stripplot()<\/code> \u0631\u0648\u06cc \u0622\u0646 \u067e\u0648\u0634\u0627\u0646\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f <code>boxplot()<\/code>\u060c \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0647\u0633\u062a\u0646\u062f \u0631\u0648\u06cc \u0647\u0645\u0627\u0646 <code>axes<\/code>\/<code>figure<\/code>:<\/p>\n<pre><code class=\"hljs\">df = pd.DataFrame(data=dataframe, columns=(<span class=\"hljs-string\">\"FFMC\"<\/span>, <span class=\"hljs-string\">\"DMC\"<\/span>, <span class=\"hljs-string\">\"DC\"<\/span>, <span class=\"hljs-string\">\"ISI\"<\/span>))\nboxplot = sns.boxplot(x=<span class=\"hljs-string\">\"variable\"<\/span>, y=<span class=\"hljs-string\">\"value\"<\/span>, data=pd.melt(df), order=(<span class=\"hljs-string\">\"DC\"<\/span>, <span class=\"hljs-string\">\"DMC\"<\/span>, <span class=\"hljs-string\">\"FFMC\"<\/span>, <span class=\"hljs-string\">\"ISI\"<\/span>))\nboxplot = sns.stripplot(x=<span class=\"hljs-string\">\"variable\"<\/span>, y=<span class=\"hljs-string\">\"value\"<\/span>, data=pd.melt(df), marker=<span class=\"hljs-string\">\"o\"<\/span>, alpha=<span class=\"hljs-number\">0.3<\/span>, color=<span class=\"hljs-string\">\"black\"<\/span>, order=(<span class=\"hljs-string\">\"DC\"<\/span>, <span class=\"hljs-string\">\"DMC\"<\/span>, <span class=\"hljs-string\">\"FFMC\"<\/span>, <span class=\"hljs-string\">\"ISI\"<\/span>))\nboxplot.axes.set_title(<span class=\"hljs-string\">\"Distribution of Forest Fire Conditions\"<\/span>, fontsize=<span class=\"hljs-number\">16<\/span>)\nboxplot.set_xlabel(<span class=\"hljs-string\">\"Conditions\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>)\nboxplot.set_ylabel(<span class=\"hljs-string\">\"Values\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/seaborn-box-plot-tutorial-and-examples-8.png\" alt=\"stripplot \u0631\u0648\u06a9\u0634 \u062f\u0631\u06cc\u0627\u06cc\u06cc \u0631\u0648\u06cc \u0628\u0627\u06a9\u0633 \u067e\u0644\u0627\u062a\" 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 \u0628\u0627\u06a9\u0633 \u067e\u0644\u0627\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Seaborn \u0648 Python \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645.  \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0631\u0648\u0634 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0631\u0646\u06af\u200c\u0647\u0627\u060c \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u060c \u0633\u0641\u0627\u0631\u0634\u200c\u062f\u0647\u06cc\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0646\u0628\u0648\u0647 \u067e\u0644\u0627\u062a\u200c\u0647\u0627 \u0648 \u0637\u0631\u062d\u200c\u0647\u0627\u06cc \u0641\u0631\u0639\u06cc \u0686\u0646\u062f \u062c\u0639\u0628\u0647 \u0631\u0627 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647\u200c\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      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data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;15477&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;Seaborn Boxplot - \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\"> 5<\/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 \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 Matplotlib. \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. \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 \u0637\u0631\u062d \u06cc\u06a9 \u062c\u0639\u0628\u0647 \u062f\u0631 Seaborn. \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0627\u06cc [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":15478,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-15477","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\/15477","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=15477"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15477\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/15478"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=15477"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=15477"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=15477"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}