{"id":15473,"date":"2024-01-12T20:35:13","date_gmt":"2024-01-12T17:05:13","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/matplotlib-box-plot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/"},"modified":"2024-01-12T20:35:13","modified_gmt":"2024-01-12T17:05:13","slug":"matplotlib-box-plot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/matplotlib-box-plot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/","title":{"rendered":"Matplotlib Box Plot &#8211; \u0622\u0645\u0648\u0632\u0634 \u0648 \u0646\u0645\u0648\u0646\u0647"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/matplotlib-box-plot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/matplotlib-box-plot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d9%88%d8%a7%d8%b1%d8%af_%da%a9%d8%b1%d8%af%d9%86_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\" >\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/matplotlib-box-plot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d8%b7%d8%b1%d8%ad_%db%8c%da%a9_%d8%a8%d8%a7%da%a9%d8%b3_%d9%be%d9%84%d8%a7%d8%aa_%d8%af%d8%b1_matplotlib\" >\u0637\u0631\u062d \u06cc\u06a9 \u0628\u0627\u06a9\u0633 \u067e\u0644\u0627\u062a \u062f\u0631 Matplotlib<\/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\/matplotlib-box-plot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c_%da%a9%d8%b1%d8%af%d9%86_%d8%b7%d8%b1%d8%ad\" >\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0637\u0631\u062d<\/a><\/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\/matplotlib-box-plot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 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>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 Matplotlib \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062f\u0631 \u0628\u06cc\u0646 \u0647\u0645\u0647 \u0622\u0646\u0647\u0627\u0633\u062a.  \u0645\u062d\u0628\u0648\u0628\u06cc\u062a Matplotlib \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0628\u0648\u062f\u0646 \u0622\u0646 \u0627\u0633\u062a &#8211; \u0642\u0627\u062f\u0631 \u0627\u0633\u062a \u0647\u0631 \u062f\u0648 \u0637\u0631\u062d \u0633\u0627\u062f\u0647 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0627 \u06a9\u062f \u06a9\u0645\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.  \u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0637\u0631\u062d \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u0622\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a <em>\u0631\u0648\u0634 \u062a\u0631\u0633\u06cc\u0645 Box Plots \u062f\u0631 Matplotlib<\/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=\"importingdata\"><span class=\"ez-toc-section\" id=\"%d9%88%d8%a7%d8%b1%d8%af_%da%a9%d8%b1%d8%af%d9%86_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\"><\/span>\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 Box Plot\u060c \u0628\u0647 \u0645\u0642\u062f\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645.  \u0645\u0627 \u0628\u0627\u06cc\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0627\u0634\u062f\u060c \u0632\u06cc\u0631\u0627 Box Plots \u062a\u0648\u0632\u06cc\u0639 \u0645\u062a\u063a\u06cc\u0631 \u067e\u06cc\u0648\u0633\u062a\u0647 \u0631\u0627 \u062a\u062c\u0633\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u0645\u0627 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.kaggle.com\/uciml\/red-wine-quality-cortez-et-al-2009\">\u06a9\u06cc\u0641\u06cc\u062a \u0634\u0631\u0627\u0628<\/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 \u062a\u0645\u0627\u0645 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.  \u062e\u0648\u0628 import \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u0646\u062f \u0648 \u062a\u062c\u0632\u06cc\u0647 \u06a9\u0646\u0646\u062f\u060c \u0648 \u0645\u0627 \u0627\u0644\u0628\u062a\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 import Matplotlib \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u06cc\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062f\u0642\u06cc\u0642 \u062a\u0631\u060c \u0645\u0627\u0698\u0648\u0644 PyPlot:<\/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<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a.  \u062e\u0648\u0628 print \u0633\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u06cc\u0631\u0648\u0646 \u0628\u06cc\u0627\u0648\u0631\u06cc\u062f \u062a\u0627 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0647\u06cc\u0686 \u0648\u0631\u0648\u062f\u06cc \u062f\u0627\u062f\u0647 \u06af\u0645 \u0646\u0634\u062f\u0647 \u0627\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f:<\/p>\n<pre><code class=\"hljs\">dataframe = pd.read_csv(<span class=\"hljs-string\">\"winequality-red.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\">   fixed acidity  volatile acidity  citric acid  ...  sulphates  alcohol  quality\n<span class=\"hljs-number\">0<\/span>            <span class=\"hljs-number\">7.4<\/span>              <span class=\"hljs-number\">0.70<\/span>         <span class=\"hljs-number\">0.00<\/span>  ...       <span class=\"hljs-number\">0.56<\/span>      <span class=\"hljs-number\">9.4<\/span>        <span class=\"hljs-number\">5<\/span>\n<span class=\"hljs-number\">1<\/span>            <span class=\"hljs-number\">7.8<\/span>              <span class=\"hljs-number\">0.88<\/span>         <span class=\"hljs-number\">0.00<\/span>  ...       <span class=\"hljs-number\">0.68<\/span>      <span class=\"hljs-number\">9.8<\/span>        <span class=\"hljs-number\">5<\/span>\n<span class=\"hljs-number\">2<\/span>            <span class=\"hljs-number\">7.8<\/span>              <span class=\"hljs-number\">0.76<\/span>         <span class=\"hljs-number\">0.04<\/span>  ...       <span class=\"hljs-number\">0.65<\/span>      <span class=\"hljs-number\">9.8<\/span>        <span class=\"hljs-number\">5<\/span>\n<span class=\"hljs-number\">3<\/span>           <span class=\"hljs-number\">11.2<\/span>              <span class=\"hljs-number\">0.28<\/span>         <span class=\"hljs-number\">0.56<\/span>  ...       <span class=\"hljs-number\">0.58<\/span>      <span class=\"hljs-number\">9.8<\/span>        <span class=\"hljs-number\">6<\/span>\n<span class=\"hljs-number\">4<\/span>            <span class=\"hljs-number\">7.4<\/span>              <span class=\"hljs-number\">0.70<\/span>         <span class=\"hljs-number\">0.00<\/span>  ...       <span class=\"hljs-number\">0.56<\/span>      <span class=\"hljs-number\">9.4<\/span>        <span class=\"hljs-number\">5<\/span>\n\n(<span class=\"hljs-number\">5<\/span> rows x <span class=\"hljs-number\">12<\/span> columns)\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<h2 id=\"plotaboxplotinmatplotlib\"><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_matplotlib\"><\/span>\u0637\u0631\u062d \u06cc\u06a9 \u0628\u0627\u06a9\u0633 \u067e\u0644\u0627\u062a \u062f\u0631 Matplotlib<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0631\u062e\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0622\u0646 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645 <code>boxplot()<\/code> \u062a\u0627\u0628\u0639.  \u0645\u0627 \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0631\u0627\u06cc \u0631\u0627\u062d\u062a\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062a\u063a\u06cc\u0631 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">fixed_acidity = dataframe(<span class=\"hljs-string\">\"fixed acidity\"<\/span>)\nfree_sulfur_dioxide = dataframe(<span class=\"hljs-string\">'free sulfur dioxide'<\/span>)\ntotal_sulfur_dioxide = dataframe(<span class=\"hljs-string\">'total sulfur dioxide'<\/span>)\nalcohol = dataframe(<span class=\"hljs-string\">'alcohol'<\/span>)\n<\/code><\/pre>\n<p>\u0637\u0628\u0642 \u0645\u0639\u0645\u0648\u0644\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0648\u0627\u0628\u0639 \u0631\u0633\u0645 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0646\u0645\u0648\u0646\u0647 PyPlot (<code>plt<\/code>)\u060c <code>Figure<\/code> \u0646\u0645\u0648\u0646\u0647 \u06cc\u0627 <code>Axes<\/code> \u0646\u0645\u0648\u0646\u0647\u060c \u0645\u062b\u0627\u0644:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n\ndataframe = pd.read_csv(<span class=\"hljs-string\">\"winequality-red.csv\"<\/span>)\n\nfixed_acidity = dataframe(<span class=\"hljs-string\">\"fixed acidity\"<\/span>)\nfree_sulfur_dioxide = dataframe(<span class=\"hljs-string\">'free sulfur dioxide'<\/span>)\ntotal_sulfur_dioxide = dataframe(<span class=\"hljs-string\">'total sulfur dioxide'<\/span>)\nalcohol = dataframe(<span class=\"hljs-string\">'alcohol'<\/span>)\n\nfig, ax = plt.subplots()\nax.boxplot(fixed_acidity)\nplt.show()\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0627 \u0622\u0646 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 <code>fig<\/code> \u0648 <code>ax<\/code> \u0627\u0634\u06cc\u0627\u0621 \u0627\u0632 \u0628\u0627\u0632\u06af\u0634\u062a \u0627\u0632 <code>subplots()<\/code> \u062a\u0627\u0628\u0639\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>boxplot()<\/code> \u062a\u0627\u0628\u0639.  \u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631\u060c \u0645\u0627 \u0641\u0642\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u0645 <code>plt.boxplot()<\/code>.<\/p>\n<p>\u062f\u0631 \u0647\u0631 \u0635\u0648\u0631\u062a\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\/matplotlib-box-plot-tutorial-and-examples-1.png\" alt=\"\u0637\u0631\u062d \u062c\u0639\u0628\u0647 \u0633\u0627\u062f\u0647 matplotlib\" title=\"\"><\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0645\u0627\u0631 \u062e\u0644\u0627\u0635\u0647 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u0645.  \u0646\u0645\u0648\u062f\u0627\u0631 \u062c\u0639\u0628\u0647\u060c \u0645\u06cc\u0627\u0646\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 (\u062e\u0637 \u0639\u0645\u0648\u062f\u06cc \u062f\u0631 \u0648\u0633\u0637)\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0646 \u0631\u0628\u0639\u06cc (\u0627\u0646\u062a\u0647\u0627\u06cc \u06a9\u0627\u062f\u0631\u0647\u0627) \u0648 \u062d\u062f\u0627\u0642\u0644 \u0648 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc (\u0627\u0646\u062a\u0647\u0627\u06cc \u062f\u0648\u0631 &#8220;\u0633\u0628\u06cc\u0644&#8221; \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u201d).<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0686\u0646\u062f\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0631\u0627 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u06cc\u06a9 \u0634\u06a9\u0644\u060c \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631.  \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0642\u0627\u0628\u0644 \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a \u0631\u0648\u06cc \u06cc\u0627 <code>plt<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c <code>fig<\/code> \u0634\u06cc \u06cc\u0627 <code>ax<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n\ndataframe = pd.read_csv(<span class=\"hljs-string\">\"winequality-red.csv\"<\/span>)\n\nfixed_acidity = dataframe(<span class=\"hljs-string\">\"fixed acidity\"<\/span>)\nfree_sulfur_dioxide = dataframe(<span class=\"hljs-string\">'free sulfur dioxide'<\/span>)\ntotal_sulfur_dioxide = dataframe(<span class=\"hljs-string\">'total sulfur dioxide'<\/span>)\nalcohol = dataframe(<span class=\"hljs-string\">'alcohol'<\/span>)\n\ncolumns = (fixed_acidity, free_sulfur_dioxide, total_sulfur_dioxide, alcohol)\n\nfig, ax = plt.subplots()\nax.boxplot(columns)\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\/matplotlib-box-plot-tutorial-and-examples-2.png\" alt=\"\u0628\u0627\u06a9\u0633 \u0646\u0645\u0648\u062f\u0627\u0631 matplotlib \u0686\u0646\u062f\u06cc\u0646 \u0633\u062a\u0648\u0646\" title=\"\"><\/p>\n<p>\u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631\u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u062e\u06cc\u0644\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a \u0631\u0648\u06cc\u060c \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0635\u0645\u06cc\u0645 \u06af\u0631\u0641\u062a\u0647 \u0627\u06cc\u0645 \u0686\u0646\u062f\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645.<\/p>\n<h2 id=\"customizingtheplot\"><span class=\"ez-toc-section\" id=\"%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c_%da%a9%d8%b1%d8%af%d9%86_%d8%b7%d8%b1%d8%ad\"><\/span>\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0637\u0631\u062d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0646\u062f\u060c \u0628\u062f\u0648\u0646 \u0628\u0631\u0686\u0633\u0628 \u062a\u06cc\u06a9 \u0631\u0648\u06cc \u062f\u0631 \u0645\u062d\u0648\u0631 X \u0648 Y\u060c \u062a\u0641\u0633\u06cc\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0634\u0648\u0627\u0631 \u0627\u0633\u062a.<\/p>\n<p>\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0637\u0631\u062d \u0631\u0627 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u060c \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0647 \u0645\u062d\u0648\u0631 X \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645 <code>xticks<\/code> \u062a\u0627\u0628\u0639.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0622\u0646 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0631\u0627 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">fig, ax = plt.subplots()\nax.boxplot(columns)\nplt.xticks((<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-string\">\"Fixed acidity\"<\/span>, <span class=\"hljs-string\">\"Free sulfur dioxide\"<\/span>, <span class=\"hljs-string\">\"Total sulfur dioxide\"<\/span>, <span class=\"hljs-string\">\"Alcohol\"<\/span>), rotation=<span class=\"hljs-number\">10<\/span>)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/matplotlib-box-plot-tutorial-and-examples-3.png\" alt=\"\u062c\u0639\u0628\u0647 \u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc \u0628\u0631\u0686\u0633\u0628 \u0646\u0645\u0648\u062f\u0627\u0631 matplotlib\" title=\"\"><\/p>\n<p>\u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u062c\u0647\u062a \u0637\u0631\u062d \u0631\u0627 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u0645 <code>vert<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631. <code>vert<\/code> \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0637\u0631\u062d \u0628\u0647 \u0635\u0648\u0631\u062a \u0639\u0645\u0648\u062f\u06cc \u0631\u0646\u062f\u0631 \u0634\u0648\u062f \u06cc\u0627 \u0646\u0647 \u0648 \u0622\u0646 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f <code>1<\/code> \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u06cc\u0634 \u0641\u0631\u0636:<\/p>\n<pre><code class=\"hljs\">fig, ax = plt.subplots()\nax.boxplot(fixed_acidity, vert=<span class=\"hljs-number\">0<\/span>)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/matplotlib-box-plot-tutorial-and-examples-4.png\" alt=\"\u0637\u0631\u062d \u062c\u0639\u0628\u0647 \u0639\u0645\u0648\u062f\u06cc matplotlib\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 <code>notch=True<\/code> \u0648\u06cc\u0698\u06af\u06cc \u0641\u0631\u0645\u062a \u0628\u0631\u06cc\u062f\u06af\u06cc \u0631\u0627 \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u062c\u0639\u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f\u060c <code>patch_artist=True<\/code> \u062c\u0639\u0628\u0647 \u0631\u0627 \u0628\u0627 \u0631\u0646\u06af \u0647\u0627 \u067e\u0631 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\">fig, ax = plt.subplots()\ncolumns = (free_sulfur_dioxide, total_sulfur_dioxide)\nax.boxplot(columns, notch=<span class=\"hljs-literal\">True<\/span>, patch_artist=<span class=\"hljs-literal\">True<\/span>)\nplt.xticks((<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>), (<span class=\"hljs-string\">\"Free sulfur dioxide\"<\/span>, <span class=\"hljs-string\">\"Total sulfur dioxide\"<\/span>))\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/matplotlib-box-plot-tutorial-and-examples-5.png\" alt=\"\u0628\u0631\u06cc\u062f\u06af\u06cc \u0648 \u0648\u0635\u0644\u0647 \u062c\u0639\u0628\u0647 \u0637\u0631\u062d matplotlib\" title=\"\"><\/p>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>meanline<\/code> \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0631\u0648\u06cc \u062c\u0639\u0628\u0647\u060c \u0627\u06af\u0631\u0686\u0647 \u0627\u06af\u0631 \u0628\u0631\u06cc\u062f\u06af\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0646\u06cc\u0632 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645 \u0628\u0627\u06cc\u062f \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u062c\u062a\u0646\u0627\u0628 \u0634\u0648\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u062a\u0636\u0627\u062f \u0628\u0627\u0634\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0628\u0627\u06cc\u062f \u0628\u0627 <code>showmean<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631.  \u062f\u0631 \u0635\u0648\u0631\u062a \u0627\u0645\u06a9\u0627\u0646\u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0637\u06cc \u062a\u062c\u0633\u0645 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0637\u0648\u0644 \u06a9\u0627\u062f\u0631 \u0631\u0627 \u0637\u06cc \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0631 \u0635\u0648\u0631\u062a \u0639\u062f\u0645 \u0627\u0645\u06a9\u0627\u0646\u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u0646\u0642\u0627\u0637 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">fig, ax = plt.subplots()\ncolumns = (free_sulfur_dioxide, total_sulfur_dioxide)\nax.boxplot(columns, patch_artist=<span class=\"hljs-literal\">True<\/span>, meanline=<span class=\"hljs-literal\">True<\/span>, showmeans=<span class=\"hljs-literal\">True<\/span>)\nplt.xticks((<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>), (<span class=\"hljs-string\">\"Free sulfur dioxide\"<\/span>, <span class=\"hljs-string\">\"Total sulfur dioxide\"<\/span>))\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/matplotlib-box-plot-tutorial-and-examples-6.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u0634\u0627\u0646\u06cc \u062c\u0639\u0628\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 matplotlib\" title=\"\"><\/p>\n<p>\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0646\u06af \u0647\u06af\u0632 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0646\u06af\u200c\u0622\u0645\u06cc\u0632\u06cc \u06a9\u0646\u06cc\u0645 <code>set_facecolor<\/code> \u0628\u062d\u062b \u0648 \u062c\u062f\u0644.  \u062f\u0631 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u0645\u0627 <code>zip<\/code> \u0631\u0627 <code>boxes<\/code> \u0639\u0646\u0635\u0631 \u0627\u0632 <code>box<\/code> \u0645\u062a\u063a\u06cc\u0631 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0631\u0646\u06af \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0631\u0646\u06af \u0686\u0647\u0631\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0622\u0646 \u062c\u0639\u0628\u0647 \u0647\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">columns = (fixed_acidity, free_sulfur_dioxide, total_sulfur_dioxide, alcohol)\nfig, ax = plt.subplots()\nbox = ax.boxplot(columns, notch=<span class=\"hljs-literal\">True<\/span>, patch_artist=<span class=\"hljs-literal\">True<\/span>)\nplt.xticks((<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-string\">\"Fixed acidity\"<\/span>, <span class=\"hljs-string\">\"Free sulfur dioxide\"<\/span>, <span class=\"hljs-string\">\"Total sulfur dioxide\"<\/span>, <span class=\"hljs-string\">\"Alcohol\"<\/span>))\n\ncolors = (<span class=\"hljs-string\">'#0000FF'<\/span>, <span class=\"hljs-string\">'#00FF00'<\/span>,\n          <span class=\"hljs-string\">'#FFFF00'<\/span>, <span class=\"hljs-string\">'#FF00FF'<\/span>)\n\n<span class=\"hljs-keyword\">for<\/span> patch, color <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">zip<\/span>(box(<span class=\"hljs-string\">'boxes'<\/span>), colors):\n    patch.set_facecolor(color)\n\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/matplotlib-box-plot-tutorial-and-examples-7.png\" alt=\"\u062a\u063a\u06cc\u06cc\u0631 \u0631\u0646\u06af \u0637\u0631\u062d \u062c\u0639\u0628\u0647 matplotlib\" 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 \u0631\u0648\u0634 \u0627\u06cc\u062c\u0627\u062f Box Plot \u062f\u0631 Matplotlib \u0648 Python \u0631\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u06cc\u0645.  \u0633\u067e\u0633\u060c \u0646\u06af\u0627\u0647\u06cc \u0627\u0646\u062f\u0627\u062e\u062a\u06cc\u0645 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0631\u06af\u0648\u0645\u0627\u0646\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f <code>vert<\/code>\u060c <code>meanline<\/code>\u060c \u0648 <code>set_facecolor<\/code>.<\/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 20:35:03<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    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\u062f\u0627\u0631\u062f\u060c \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 Matplotlib \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062f\u0631 \u0628\u06cc\u0646 \u0647\u0645\u0647 \u0622\u0646\u0647\u0627\u0633\u062a. \u0645\u062d\u0628\u0648\u0628\u06cc\u062a Matplotlib \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0628\u0648\u062f\u0646 \u0622\u0646 \u0627\u0633\u062a &#8211; \u0642\u0627\u062f\u0631 \u0627\u0633\u062a \u0647\u0631 \u062f\u0648 \u0637\u0631\u062d \u0633\u0627\u062f\u0647 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0627 \u06a9\u062f \u06a9\u0645\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f. \u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0637\u0631\u062d \u0647\u0627 \u0631\u0627 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