{"id":15687,"date":"2024-01-15T14:02:12","date_gmt":"2024-01-15T10:32:12","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/matplotlib-scatter-plot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/"},"modified":"2024-01-15T14:02:12","modified_gmt":"2024-01-15T10:32:12","slug":"matplotlib-scatter-plot-%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\/matplotlib-scatter-plot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/","title":{"rendered":"Matplotlib Scatter Plot &#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\/matplotlib-scatter-plot-%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\/matplotlib-scatter-plot-%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\/matplotlib-scatter-plot-%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%b7%d8%b1%d8%ad_%d9%be%d8%b1%d8%a7%da%a9%d9%86%d8%af%d9%87_%d8%af%d8%b1_matplotlib\" >\u0637\u0631\u062d \u06cc\u06a9 \u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \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-scatter-plot-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%88-%d9%85%d8%ab%d8%a7%d9%84\/#%d8%b1%d8%b3%d9%85_%d9%be%d9%84%d8%a7%d8%aa_%d9%87%d8%a7%db%8c_%d9%be%d8%b1%d8%a7%da%a9%d9%86%d8%af%da%af%db%8c_%da%86%d9%86%d8%af%da%af%d8%a7%d9%86%d9%87_%d8%af%d8%b1_matplotlib\" >\u0631\u0633\u0645 \u067e\u0644\u0627\u062a \u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0686\u0646\u062f\u06af\u0627\u0646\u0647 \u062f\u0631 Matplotlib<\/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-scatter-plot-%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_%db%8c%da%a9_%d8%b7%d8%b1%d8%ad_%d9%be%d8%b1%d8%a7%da%a9%d9%86%d8%af%da%af%db%8c_%d8%b3%d9%87_%d8%a8%d8%b9%d8%af%db%8c_%d8%af%d8%b1_matplotlib\" >\u062a\u0631\u0633\u06cc\u0645 \u06cc\u06a9 \u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc \u062f\u0631 Matplotlib<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/matplotlib-scatter-plot-%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_scatter_plot_%d8%af%d8%b1_matplotlib\" >\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 Scatter Plot \u062f\u0631 Matplotlib<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/matplotlib-scatter-plot-%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\"> 4<\/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>Matplotlib<\/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 \u0627\u0633\u062a.  \u0627\u0632 \u062a\u062c\u0633\u0645 \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0627\u0641\u0631\u0627\u062f \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 <em>\u0631\u0648\u0634 \u062a\u0631\u0633\u06cc\u0645 \u06cc\u06a9 Scatter Plot \u0628\u0627 Matplotlib<\/em>.<\/p>\n<blockquote>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0631\u0627\u0628\u0637\u0647 \u0628\u06cc\u0646 \u062f\u0648 \u0645\u062a\u063a\u06cc\u0631 \u0639\u062f\u062f\u06cc (\u0648\u06cc\u0698\u06af\u06cc) \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\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>\u0645\u0627 \u0627\u0632 <a rel=\"noopener nofollow\" target=\"_blank\" href=\"https:\/\/www.kaggle.com\/prevek18\/ames-housing-dataset\">\u0645\u0633\u06a9\u0646 \u0627\u06cc\u0645\u0632<\/a> \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u062a\u062c\u0633\u0645 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0628\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0622\u0646.<\/p>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f import \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n\ndf = pd.read_csv(<span class=\"hljs-string\">'AmesHousing.csv'<\/span>)\n<\/code><\/pre>\n<h2 id=\"plotascatterplotinmatplotlib\"><span class=\"ez-toc-section\" id=\"%d8%b7%d8%b1%d8%ad_%db%8c%da%a9_%d8%b7%d8%b1%d8%ad_%d9%be%d8%b1%d8%a7%da%a9%d9%86%d8%af%d9%87_%d8%af%d8%b1_matplotlib\"><\/span>\u0637\u0631\u062d \u06cc\u06a9 \u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u062f\u0631 Matplotlib<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u0628\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f import Matplotlib\u060c \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u06cc\u062f \u0631\u0648\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645 \u0648 a \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u0645 <em>\u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u0647<\/em>:<\/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> pandas <span class=\"hljs-keyword\">as<\/span> pd\n\ndf = pd.read_csv(<span class=\"hljs-string\">'AmesHousing.csv'<\/span>)\n\nfig, ax = plt.subplots(figsize=(<span class=\"hljs-number\">10<\/span>, <span class=\"hljs-number\">6<\/span>))\nax.scatter(x = df(<span class=\"hljs-string\">'Gr Liv Area'<\/span>), y = df(<span class=\"hljs-string\">'SalePrice'<\/span>))\nplt.xlabel(<span class=\"hljs-string\">\"Living Area Above Ground\"<\/span>)\nplt.ylabel(<span class=\"hljs-string\">\"House Price\"<\/span>)\n\nplt.show()\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0645\u0648\u0646\u0647 PyPlot\u060c \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 \u0648 \u0627\u0646\u062f\u0627\u0632\u0647 \u0634\u06a9\u0644 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.  \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u06af\u0634\u062a \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 <code>Axes<\/code> \u0634\u06cc\u060c \u06a9\u0647 \u0627\u0632 <code>subplots()<\/code> \u062a\u0627\u0628\u0639\u060c \u0645\u0627 \u0628\u0647 \u0646\u0627\u0645 <code>scatter()<\/code> \u062a\u0627\u0628\u0639.<\/p>\n<p>\u0645\u0627 \u0628\u0627\u06cc\u062f \u062a\u0627\u0645\u06cc\u0646 \u06a9\u0646\u06cc\u0645 <code>x<\/code> \u0648 <code>y<\/code> \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0627\u06cc \u067e\u0631 \u06a9\u0631\u062f\u0646 \u0637\u0631\u062d \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.  \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u062f \u0646\u062a\u06cc\u062c\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/stackabuse.s3.amazonaws.com\/media\/matplotlib-scatterplot-tutorial-and-examples-1.png\" alt=\"\u0622\u0645\u0648\u0632\u0634 \u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0633\u0627\u062f\u0647 matplotlib\" title=\"\"><\/p>\n<p>\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc x \u0648 y \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0622\u0646\u0686\u0647 \u06a9\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.  \u06cc\u06a9 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0645\u062b\u0628\u062a \u0648\u0627\u0636\u062d \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u062f\u0648 \u0645\u062a\u063a\u06cc\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.  \u0647\u0631 \u0686\u0647 \u0645\u0633\u0627\u062d\u062a \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 \u0633\u0637\u062d \u0632\u0645\u06cc\u0646 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u0642\u06cc\u0645\u062a \u062e\u0627\u0646\u0647 \u0628\u0627\u0644\u0627\u062a\u0631 \u0628\u0648\u062f.<\/p>\n<p>\u0686\u0646\u062f \u0645\u0648\u0631\u062f \u067e\u0631\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0627\u0645\u0627 \u0627\u06a9\u062b\u0631\u06cc\u062a \u0642\u0631\u06cc\u0628 \u0628\u0647 \u0627\u062a\u0641\u0627\u0642 \u0627\u06cc\u0646 \u0641\u0631\u0636\u06cc\u0647 \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<h2 id=\"plottingmultiplescatterplotsinmatplotlib\"><span class=\"ez-toc-section\" id=\"%d8%b1%d8%b3%d9%85_%d9%be%d9%84%d8%a7%d8%aa_%d9%87%d8%a7%db%8c_%d9%be%d8%b1%d8%a7%da%a9%d9%86%d8%af%da%af%db%8c_%da%86%d9%86%d8%af%da%af%d8%a7%d9%86%d9%87_%d8%af%d8%b1_matplotlib\"><\/span>\u0631\u0633\u0645 \u067e\u0644\u0627\u062a \u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0686\u0646\u062f\u06af\u0627\u0646\u0647 \u062f\u0631 Matplotlib<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u06cc\u0634 \u0627\u0632 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u0645\u062a\u063a\u06cc\u0631 \u062f\u06cc\u06af\u0631\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0645\u0627\u0646\u0646\u062f &#8211; \u0628\u0631\u0631\u0633\u06cc \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0628\u06cc\u0646 \u06a9\u06cc\u0641\u06cc\u062a \u06a9\u0644\u06cc \u062e\u0627\u0646\u0647 \u0628\u0627 \u0642\u06cc\u0645\u062a \u0641\u0631\u0648\u0634\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u0633\u0627\u062d\u062a \u0628\u0627\u0644\u0627\u06cc \u0633\u0637\u062d \u0632\u0645\u06cc\u0646 &#8211; \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0633\u0647 \u0628\u0639\u062f\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646.<\/p>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u0648\u0628\u0639\u062f\u06cc \u06a9\u0647 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0628\u06cc\u0646 \u0628\u06cc\u0634 \u0627\u0632 \u062f\u0648 \u0645\u062a\u063a\u06cc\u0631 \u0631\u0627 \u062a\u062c\u0633\u0645 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0646\u0647\u0627 \u06a9\u0627\u0645\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0645\u0646\u0627\u0633\u0628 \u0646\u06cc\u0633\u062a\u0646\u062f.<\/p>\n<p>\u06cc\u06a9 \u0631\u0627\u0647 \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u062a\u0631\u0633\u06cc\u0645 \u062f\u0648 \u0642\u0637\u0639\u0647 \u0627\u0633\u062a &#8211; \u062f\u0631 \u06cc\u06a9\u06cc\u060c \u0633\u0637\u062d \u0632\u0645\u06cc\u0646 \u0631\u0627 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0642\u06cc\u0645\u062a \u0641\u0631\u0648\u0634 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u062f\u0631 \u062f\u06cc\u06af\u0631\u06cc\u060c \u06a9\u06cc\u0641\u06cc\u062a \u06a9\u0644\u06cc \u0631\u0627 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0642\u06cc\u0645\u062a \u0641\u0631\u0648\u0634 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0631\u0648\u0634 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u06cc\u0646\u062f\u0627\u0632\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> pandas <span class=\"hljs-keyword\">as<\/span> pd\n\ndf = pd.read_csv(<span class=\"hljs-string\">'AmesHousing.csv'<\/span>)\n\nfig, ax = plt.subplots(<span class=\"hljs-number\">2<\/span>, figsize=(<span class=\"hljs-number\">10<\/span>, <span class=\"hljs-number\">6<\/span>))\nax(<span class=\"hljs-number\">0<\/span>).scatter(x = df(<span class=\"hljs-string\">'Gr Liv Area'<\/span>), y = df(<span class=\"hljs-string\">'SalePrice'<\/span>))\nax(<span class=\"hljs-number\">0<\/span>).set_xlabel(<span class=\"hljs-string\">\"Living Area Above Ground\"<\/span>)\nax(<span class=\"hljs-number\">0<\/span>).set_ylabel(<span class=\"hljs-string\">\"House Price\"<\/span>)\n\nax(<span class=\"hljs-number\">1<\/span>).scatter(x = df(<span class=\"hljs-string\">'Overall Qual'<\/span>), y = df(<span class=\"hljs-string\">'SalePrice'<\/span>))\nax(<span class=\"hljs-number\">1<\/span>).set_xlabel(<span class=\"hljs-string\">\"Overall Quality\"<\/span>)\nax(<span class=\"hljs-number\">1<\/span>).set_ylabel(<span class=\"hljs-string\">\"House Price\"<\/span>)\n\nplt.show()\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0627 \u062a\u0645\u0627\u0633 \u06af\u0631\u0641\u062a\u06cc\u0645 <code>plt.subplots()<\/code>\u060c \u06af\u0630\u0631\u0627\u0646\u062f\u0646 <code>2<\/code> \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0648 \u0637\u0631\u062d \u0641\u0631\u0639\u06cc \u0631\u0627 \u062f\u0631 \u0634\u06a9\u0644 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0637\u0631\u06cc\u0642 <code>Axes<\/code> \u0646\u0645\u0648\u0646\u0647\u060c \u0645\u062b\u0627\u0644 &#8211; <code>ax<\/code>. <code>ax(0)<\/code> \u0628\u0647 \u0645\u062d\u0648\u0631\u0647\u0627\u06cc \u0637\u0631\u062d \u0641\u0631\u0639\u06cc \u0627\u0648\u0644 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 <code>ax(1)<\/code> \u0628\u0647 \u0645\u062d\u0648\u0631\u0647\u0627\u06cc \u0637\u0631\u062d \u0641\u0631\u0639\u06cc \u062f\u0648\u0645 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0627 \u0628\u0647 \u0646\u0627\u0645 <code>scatter()<\/code> \u062a\u0627\u0628\u0639 \u0631\u0648\u06cc \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0622\u0646\u0647\u0627\u060c \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0646\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.  \u0627\u062c\u0631\u0627\u06cc \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\/matplotlib-scatterplot-tutorial-and-examples-2.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0686\u0646\u062f\u06af\u0627\u0646\u0647 matplotlib \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0641\u0631\u0639\u06cc\" title=\"\"><\/p>\n<h2 id=\"plottinga3dscatterplotinmatplotlib\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b1%d8%b3%db%8c%d9%85_%db%8c%da%a9_%d8%b7%d8%b1%d8%ad_%d9%be%d8%b1%d8%a7%da%a9%d9%86%d8%af%da%af%db%8c_%d8%b3%d9%87_%d8%a8%d8%b9%d8%af%db%8c_%d8%af%d8%b1_matplotlib\"><\/span>\u062a\u0631\u0633\u06cc\u0645 \u06cc\u06a9 \u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc \u062f\u0631 Matplotlib<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06af\u0631 \u0646\u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u06cc\u0646 \u0631\u0627 \u062f\u0631 \u062f\u0648 \u0637\u0631\u062d \u0641\u0631\u0639\u06cc \u0645\u062c\u0632\u0627 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0633\u0647 \u0628\u0639\u062f\u06cc \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f.  Matplotlib \u062f\u0627\u0631\u0627\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0631\u0633\u06cc\u0645 \u0633\u0647 \u0628\u0639\u062f\u06cc \u062f\u0627\u062e\u0644\u06cc \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u0648\u0644\u060c \u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 import \u0631\u0627 <code>Axes3D<\/code> \u06a9\u0644\u0627\u0633 \u0627\u0632 <code>mpl_toolkits.mplot3d<\/code>.  \u0627\u06cc\u0646 \u0646\u0648\u0639 \u062e\u0627\u0635 \u0627\u0632 <code>Axes<\/code> \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u0633\u0647 \u0628\u0639\u062f\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a.  \u0628\u0627 \u0622\u0646\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0631 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u062f\u06cc\u06af\u0631\u06cc \u0639\u0628\u0648\u0631 \u06a9\u0646\u06cc\u0645 &#8211; <code>z<\/code>\u060c \u06a9\u0647 \u0633\u0648\u0645\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0628\u0631\u06cc\u0645 \u062c\u0644\u0648 \u0648 import \u0631\u0627 <code>Axes3D<\/code> \u0634\u06cc \u0648 \u0631\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0633\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0642\u0628\u0644\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> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">from<\/span> mpl_toolkits.mplot3d <span class=\"hljs-keyword\">import<\/span> Axes3D\n\ndf = pd.read_csv(<span class=\"hljs-string\">'AmesHousing.csv'<\/span>)\n\nfig = plt.figure()\nax = fig.add_subplot(<span class=\"hljs-number\">111<\/span>, projection = <span class=\"hljs-string\">'3d'<\/span>)\n\nx = df(<span class=\"hljs-string\">'SalePrice'<\/span>)\ny = df(<span class=\"hljs-string\">'Gr Liv Area'<\/span>)\nz = df(<span class=\"hljs-string\">'Overall Qual'<\/span>)\n\nax.scatter(x, y, z)\nax.set_xlabel(<span class=\"hljs-string\">\"Sale price\"<\/span>)\nax.set_ylabel(<span class=\"hljs-string\">\"Living area above ground level\"<\/span>)\nax.set_zlabel(<span class=\"hljs-string\">\"Overall quality\"<\/span>)\n\nplt.show()\n<\/code><\/pre>\n<p>\u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u062c\u0633\u0645 \u0633\u0647 \u0628\u0639\u062f\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc \u0628\u0631\u0631\u0633\u06cc \u0648 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/matplotlib-scatterplot-tutorial-and-examples-3.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc matplotlib\" title=\"\"><br \/><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/matplotlib-scatterplot-tutorial-and-examples-4.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc matplotlib\" title=\"\"><\/p>\n<h2 id=\"customizingscatterplotinmatplotlib\"><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_scatter_plot_%d8%af%d8%b1_matplotlib\"><\/span>\u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 Scatter Plot \u062f\u0631 Matplotlib<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0622\u0646\u060c \u0631\u0648\u0634 \u0638\u0627\u0647\u0631 \u0637\u0631\u062d \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f <code>scatter()<\/code> \u062a\u0627\u0628\u0639 \u0628\u0627 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc\u060c \u0645\u0627\u0646\u0646\u062f <code>color<\/code>\u060c <code>alpha<\/code>\u060c \u0648 \u063a\u06cc\u0631\u0647:<\/p>\n<pre><code class=\"hljs\">ax.scatter(x = df(<span class=\"hljs-string\">'Gr Liv Area'<\/span>), y = df(<span class=\"hljs-string\">'SalePrice'<\/span>), color = <span class=\"hljs-string\">\"blue\"<\/span>, edgecolors = <span class=\"hljs-string\">\"white\"<\/span>, linewidths = <span class=\"hljs-number\">0.1<\/span>, alpha = <span class=\"hljs-number\">0.7<\/span>)\n<\/code><\/pre>\n<p>\u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u062f \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/matplotlib-scatterplot-tutorial-and-examples-5.png\" alt=\"matplotlib \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc\" title=\"\"><\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Matplotlib \u0648 Python \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 \u0628\u0631\u0627\u06cc \u062c\u0630\u0628 \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0645\u0637\u0644\u0642 \u0628\u0647 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0648 Matplotlib \u0628\u0627 \u062f\u0627\u0646\u0634 \u067e\u0627\u06cc\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \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 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\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 \u0627\u0632 \u0637\u0631\u06cc\u0642 \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 1403-01-15 14:02:03<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;15687&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;Matplotlib Scatter Plot - \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\"> 4<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc Matplotlib \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 \u0627\u0633\u062a. \u0627\u0632 \u062a\u062c\u0633\u0645 \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0627\u0641\u0631\u0627\u062f \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0631\u0648\u0634 \u062a\u0631\u0633\u06cc\u0645 \u06cc\u06a9 Scatter Plot \u0628\u0627 Matplotlib. \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0631\u0627\u0628\u0637\u0647 \u0628\u06cc\u0646 \u062f\u0648 \u0645\u062a\u063a\u06cc\u0631 \u0639\u062f\u062f\u06cc (\u0648\u06cc\u0698\u06af\u06cc) \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":15688,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-15687","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\/15687","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=15687"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15687\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/15688"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=15687"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=15687"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=15687"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}