{"id":16232,"date":"2024-01-22T10:52:18","date_gmt":"2024-01-22T07:22:18","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d9%be%db%8c%d8%b4%d8%a8%db%8c%d9%86%db%8c-%da%a9%d9%84%db%8c%da%a9%d9%87%d8%a7%db%8c-%d8%aa%d8%a8%d9%84%db%8c%d8%ba%d8%a7%d8%aa%db%8c-%d9%85%d8%b4%d8%aa%d8%b1%db%8c-%d8%a7%d8%b2\/"},"modified":"2024-01-22T10:52:18","modified_gmt":"2024-01-22T07:22:18","slug":"%d9%be%db%8c%d8%b4%d8%a8%db%8c%d9%86%db%8c-%da%a9%d9%84%db%8c%da%a9%d9%87%d8%a7%db%8c-%d8%aa%d8%a8%d9%84%db%8c%d8%ba%d8%a7%d8%aa%db%8c-%d9%85%d8%b4%d8%aa%d8%b1%db%8c-%d8%a7%d8%b2","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%b4%d8%a8%db%8c%d9%86%db%8c-%da%a9%d9%84%db%8c%da%a9%d9%87%d8%a7%db%8c-%d8%aa%d8%a8%d9%84%db%8c%d8%ba%d8%a7%d8%aa%db%8c-%d9%85%d8%b4%d8%aa%d8%b1%db%8c-%d8%a7%d8%b2\/","title":{"rendered":"\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0644\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062a\u0628\u0644\u06cc\u063a\u0627\u062a\u06cc \u0645\u0634\u062a\u0631\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc"},"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\/%d9%be%db%8c%d8%b4%d8%a8%db%8c%d9%86%db%8c-%da%a9%d9%84%db%8c%da%a9%d9%87%d8%a7%db%8c-%d8%aa%d8%a8%d9%84%db%8c%d8%ba%d8%a7%d8%aa%db%8c-%d9%85%d8%b4%d8%aa%d8%b1%db%8c-%d8%a7%d8%b2\/#%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\/%d9%be%db%8c%d8%b4%d8%a8%db%8c%d9%86%db%8c-%da%a9%d9%84%db%8c%da%a9%d9%87%d8%a7%db%8c-%d8%aa%d8%a8%d9%84%db%8c%d8%ba%d8%a7%d8%aa%db%8c-%d9%85%d8%b4%d8%aa%d8%b1%db%8c-%d8%a7%d8%b2\/#%d9%88%d8%a7%d8%b1%d8%af%d8%a7%d8%aa_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d9%87%d8%a7\" >\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\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\/%d9%be%db%8c%d8%b4%d8%a8%db%8c%d9%86%db%8c-%da%a9%d9%84%db%8c%da%a9%d9%87%d8%a7%db%8c-%d8%aa%d8%a8%d9%84%db%8c%d8%ba%d8%a7%d8%aa%db%8c-%d9%85%d8%b4%d8%aa%d8%b1%db%8c-%d8%a7%d8%b2\/#%d9%88%d8%a7%d8%b1%d8%af_%da%a9%d8%b1%d8%af%d9%86_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87\" >\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/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\/%d9%be%db%8c%d8%b4%d8%a8%db%8c%d9%86%db%8c-%da%a9%d9%84%db%8c%da%a9%d9%87%d8%a7%db%8c-%d8%aa%d8%a8%d9%84%db%8c%d8%ba%d8%a7%d8%aa%db%8c-%d9%85%d8%b4%d8%aa%d8%b1%db%8c-%d8%a7%d8%b2\/#%d9%be%db%8c%d8%b4_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\" >\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \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-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%b4%d8%a8%db%8c%d9%86%db%8c-%da%a9%d9%84%db%8c%da%a9%d9%87%d8%a7%db%8c-%d8%aa%d8%a8%d9%84%db%8c%d8%ba%d8%a7%d8%aa%db%8c-%d9%85%d8%b4%d8%aa%d8%b1%db%8c-%d8%a7%d8%b2\/#%d8%a2%d9%85%d9%88%d8%b2%d8%b4_%d9%88_%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\" >\u0622\u0645\u0648\u0632\u0634 \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \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-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%b4%d8%a8%db%8c%d9%86%db%8c-%da%a9%d9%84%db%8c%da%a9%d9%87%d8%a7%db%8c-%d8%aa%d8%a8%d9%84%db%8c%d8%ba%d8%a7%d8%aa%db%8c-%d9%85%d8%b4%d8%aa%d8%b1%db%8c-%d8%a7%d8%b2\/#%d9%85%d8%b1%d8%a7%d8%ad%d9%84_%d8%aa%d9%88%d8%b3%d8%b9%d9%87_%d9%88_%d8%a8%d8%b1%d8%a7%d8%b2%d8%b4_%d9%85%d8%af%d9%84\" >\u0645\u0631\u0627\u062d\u0644 \u062a\u0648\u0633\u0639\u0647 \u0648 \u0628\u0631\u0627\u0632\u0634 \u0645\u062f\u0644<\/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\/%d9%be%db%8c%d8%b4%d8%a8%db%8c%d9%86%db%8c-%da%a9%d9%84%db%8c%da%a9%d9%87%d8%a7%db%8c-%d8%aa%d8%a8%d9%84%db%8c%d8%ba%d8%a7%d8%aa%db%8c-%d9%85%d8%b4%d8%aa%d8%b1%db%8c-%d8%a7%d8%b2\/#%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\"> 8<\/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>\u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0627\u06cc\u0646\u062a\u0631\u0646\u062a\u06cc \u062f\u0631 \u06af\u0630\u0634\u062a\u0647 \u0627\u062e\u06cc\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0633\u0646\u062a\u06cc \u0631\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a.  \u0634\u0631\u06a9\u062a \u0647\u0627 \u062a\u0631\u062c\u06cc\u062d \u0645\u06cc \u062f\u0647\u0646\u062f \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u062e\u0648\u062f \u0631\u0627 \u062a\u0628\u0644\u06cc\u063a \u06a9\u0646\u0646\u062f \u0631\u0648\u06cc \u0648\u0628 \u0633\u0627\u06cc\u062a \u0647\u0627 \u0648 \u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627\u06cc \u0631\u0633\u0627\u0646\u0647 \u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0647\u062f\u0641 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u0645\u0646\u0627\u0633\u0628 \u0647\u0646\u0648\u0632 \u06cc\u06a9 \u0686\u0627\u0644\u0634 \u062f\u0631 \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u0627\u0633\u062a.  \u0635\u0631\u0641 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0647\u0627 \u062f\u0644\u0627\u0631 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062a\u0628\u0644\u06cc\u063a\u0627\u062a \u0628\u0647 \u0645\u062e\u0627\u0637\u0628\u0627\u0646\u06cc \u06a9\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u062e\u0631\u06cc\u062f \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0634\u0645\u0627 \u0631\u0627 \u0646\u062f\u0627\u0631\u0646\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0645\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0628\u0644\u06cc\u063a\u0627\u062a\u06cc \u06cc\u06a9 \u0622\u0698\u0627\u0646\u0633 \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u062a\u0627 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0627\u0631\u0628\u0631 \u062e\u0627\u0635\u06cc \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631. \u0631\u0648\u06cc \u062a\u0628\u0644\u06cc\u063a\u0627\u062a.  \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 10 \u0645\u062a\u063a\u06cc\u0631 \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a: <code>Daily Time Spent \u0631\u0648\u06cc Site<\/code>\u060c <code>Age<\/code>\u060c <code>Area Income<\/code>\u060c <code>Daily Internet Usage<\/code>\u060c <code>Ad Topic Line<\/code>\u060c <code>City<\/code>\u060c <code>Male<\/code>\u060c <code>Country<\/code>\u060c <code>Timestamp<\/code> \u0648 <code>Clicked \u0631\u0648\u06cc Ad<\/code>.<\/p>\n<p>\u0645\u062a\u063a\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u0645\u0627 \u06a9\u0644\u06cc\u06a9 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0622\u06af\u0647\u06cc&#8217;.  \u0627\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0648 \u0646\u062a\u06cc\u062c\u0647 \u0645\u0645\u06a9\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f: 0 \u0648 1 \u06a9\u0647 \u062f\u0631 \u0622\u0646 0 \u0628\u0647 \u062d\u0627\u0644\u062a\u06cc \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0648\u06cc \u062a\u0628\u0644\u06cc\u063a \u06a9\u0644\u06cc\u06a9 \u0646\u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 1 \u0628\u0647 \u0633\u0646\u0627\u0631\u06cc\u0648\u06cc\u06cc \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0648\u06cc \u062a\u0628\u0644\u06cc\u063a\u0627\u062a \u06a9\u0644\u06cc\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u06f9 \u0645\u062a\u063a\u06cc\u0631 \u062f\u06cc\u06af\u0631 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0642\u06cc\u0642 \u0645\u0642\u062f\u0627\u0631 \u00ab\u06a9\u0644\u06cc\u06a9\u200c\u0634\u062f\u0647\u00bb \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0645\u062a\u063a\u06cc\u0631 \u0622\u06af\u0647\u06cc  \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u06a9\u062a\u0634\u0627\u0641\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 <code>Daily Time Spent \u0631\u0648\u06cc Site<\/code> \u062f\u0631 \u062a\u0631\u06a9\u06cc\u0628 \u0628\u0627 <code>Ad Topic Line<\/code> \u0628\u0631 \u062a\u0635\u0645\u06cc\u0645 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0644\u06cc\u06a9 \u06a9\u0631\u062f\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f \u0631\u0648\u06cc \u0622\u06af\u0647\u06cc<\/p>\n<h2 id=\"importinglibraries\"><span class=\"ez-toc-section\" id=\"%d9%88%d8%a7%d8%b1%d8%af%d8%a7%d8%aa_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d9%87%d8%a7\"><\/span>\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062e\u0648\u062f\u060c \u0628\u0627\u06cc\u062f import \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n\n%matplotlib inline\n<\/code><\/pre>\n<h2 id=\"importingthedataset\"><span class=\"ez-toc-section\" id=\"%d9%88%d8%a7%d8%b1%d8%af_%da%a9%d8%b1%d8%af%d9%86_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87\"><\/span>\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0627\u06cc\u0646\u062c\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.kaggle.com\/fayomi\/advertising\/downloads\/advertising.zip\/1\" class=\"broken_link\">\u0644\u06cc\u0646\u06a9 \u06a9\u0627\u06af\u0644<\/a>.  \u0641\u0627\u06cc\u0644 \u0641\u0634\u0631\u062f\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u062f\u0647 \u0631\u0627 \u0627\u0632 \u062d\u0627\u0644\u062a \u0641\u0634\u0631\u062f\u0647 \u062e\u0627\u0631\u062c \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 \u0622\u0646 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f <code>advertising.csv<\/code> \u0641\u0627\u06cc\u0644 \u062f\u0631 \u062f\u0631\u0627\u06cc\u0648 \u0645\u062d\u0644\u06cc \u0634\u0645\u0627  \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0628\u0627\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">data = pd.read_csv(<span class=\"hljs-string\">'E:\/Datasets\/advertising.csv'<\/span>)\n<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0647 \u062e\u0637 \u0627\u0648\u0644 DataFrame \u062e\u0648\u062f \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">data.head(<span class=\"hljs-number\">10<\/span>)\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/predicting-customer-ad-clicks-via-ml-1.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u0633\u062a\u0642\u0631 \u0631\u0648\u06cc \u062f\u0631 \u062e\u0637\u0648\u0637 \u0627\u0648\u0644 \u062c\u062f\u0648\u0644\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u06cc\u0646\u0634\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0627 \u0622\u0646\u0647\u0627 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645.  \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0686\u0647 \u0645\u0642\u062f\u0627\u0631 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0647\u0631 \u0645\u062a\u063a\u06cc\u0631 \u062f\u0627\u0631\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">data.info()\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">&lt;class 'pandas.core.frame.DataFrame'&gt;\nRangeIndex: 1000 entries, 0 to 999\nData columns (total 10 columns):\nDaily Time Spent \u0631\u0648\u06cc Site    1000 non-null float64\nAge                         1000 non-null int64\nArea Income                 1000 non-null float64\nDaily Internet Usage        1000 non-null float64\nAd Topic Line               1000 non-null object\nCity                        1000 non-null object\nMale                        1000 non-null int64\nCountry                     1000 non-null object\nTimestamp                   1000 non-null object\nClicked \u0631\u0648\u06cc Ad               1000 non-null int64\ndtypes: float64(3), int64(3), object(4)\nmemory usage: 78.2+ KB\n<\/code><\/pre>\n<p>\u062e\u0628\u0631 \u062e\u0648\u0628!  \u0647\u0645\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u06a9\u0627\u0645\u0644 \u0647\u0633\u062a\u0646\u062f \u0648 \u0647\u06cc\u0686 \u0645\u0642\u062f\u0627\u0631 \u06af\u0645\u0634\u062f\u0647 \u0627\u06cc \u062f\u0631 \u0622\u0646\u0647\u0627 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f.  \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0634\u0627\u0645\u0644 1000 \u0639\u0646\u0635\u0631 \u0627\u0633\u062a \u0648 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0636\u0627\u0641\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0645 \u0646\u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<p>\u0645\u0627 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>describe<\/code> \u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0628\u06cc\u0646\u0634 \u0646\u0633\u0628\u062a \u0628\u0647 \u0645\u062d\u062f\u0648\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f:<\/p>\n<pre><code class=\"hljs\">data.describe()\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/predicting-customer-ad-clicks-via-ml-2.png\" alt=\"\" title=\"\"><\/p>\n<p>\u06cc\u06a9 \u0648\u0627\u0642\u0639\u06cc\u062a \u062c\u0627\u0644\u0628 \u0627\u0632 \u062c\u062f\u0648\u0644 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u062f\u0631\u0622\u0645\u062f \u0645\u0646\u0637\u0642\u0647 13996.50 \u062f\u0644\u0627\u0631 \u0648 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0622\u0646 79484.80 \u062f\u0644\u0627\u0631 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u0632\u062f\u06cc\u062f\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0633\u0627\u06cc\u062a \u0627\u0641\u0631\u0627\u062f\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0637\u0628\u0642\u0627\u062a \u0627\u062c\u062a\u0645\u0627\u0639\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0639\u0644\u0642 \u062f\u0627\u0631\u0646\u062f.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u06af\u0631\u0641\u062a \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06cc\u06a9 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0645\u062d\u0628\u0648\u0628 \u0647\u0633\u062a\u06cc\u0645 \u0632\u06cc\u0631\u0627 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u06cc\u0646 32 \u062a\u0627 91 \u062f\u0642\u06cc\u0642\u0647 \u0648\u0642\u062a \u0645\u06cc \u06af\u0630\u0627\u0631\u0646\u062f. \u0631\u0648\u06cc \u0648\u0628 \u0633\u0627\u06cc\u062a \u062f\u0631 \u06cc\u06a9 \u062c\u0644\u0633\u0647  \u0627\u06cc\u0646\u0647\u0627 \u0648\u0627\u0642\u0639\u0627 \u0627\u0639\u062f\u0627\u062f \u0628\u0632\u0631\u06af\u06cc \u0647\u0633\u062a\u0646\u062f!<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0633\u0646\u06cc \u0628\u0627\u0632\u062f\u06cc\u062f\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 36 \u0633\u0627\u0644 \u0627\u0633\u062a.  \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u062c\u0648\u0627\u0646 \u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631 19 \u0648 \u0645\u0633\u0646 \u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631 61 \u0633\u0627\u0644\u0647 \u0627\u0633\u062a.  \u0645\u06cc \u062a\u0648\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u06af\u0631\u0641\u062a \u06a9\u0647 \u0633\u0627\u06cc\u062a \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u0632\u0631\u06af\u0633\u0627\u0644 \u0631\u0627 \u0647\u062f\u0641 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0627\u06af\u0631 \u0628\u067e\u0631\u0633\u06cc\u0645 \u06a9\u0647 \u0627\u06cc\u0646 \u0633\u0627\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631 \u062a\u0648\u0633\u0637 \u0645\u0631\u062f\u0627\u0646 \u0628\u0627\u0632\u062f\u06cc\u062f \u0645\u06cc \u0634\u0648\u062f \u06cc\u0627 \u0632\u0646\u0627\u0646\u060c \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0648\u0636\u0639\u06cc\u062a \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0628\u0631\u0627\u0628\u0631 \u0627\u0633\u062a (52\u066a \u0628\u0647 \u0646\u0641\u0639 \u0632\u0646\u0627\u0646).<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u0645\u0627\u0646\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u0628\u0627 \u062a\u062e\u0645\u06cc\u0646 \u0686\u06af\u0627\u0644\u06cc \u0647\u0633\u062a\u0647 \u0628\u0631\u0627\u06cc \u0622\u0646 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645 <code>Age<\/code> \u0645\u062a\u063a\u06cc\u0631.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> scipy.stats <span class=\"hljs-keyword\">import<\/span> norm\nsns.distplot(data(<span class=\"hljs-string\">'Age'<\/span>), hist=<span class=\"hljs-literal\">False<\/span>, color=<span class=\"hljs-string\">'r'<\/span>, rug=<span class=\"hljs-literal\">True<\/span>, fit=norm);\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/predicting-customer-ad-clicks-via-ml-3.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u06af\u0631\u0641\u062a \u06a9\u0647 \u0645\u062a\u063a\u06cc\u0631 <code>Age<\/code> \u062f\u0627\u0631\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0646\u0631\u0645\u0627\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a.  \u062f\u0631 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0642\u0627\u0644\u0627\u062a \u0628\u0639\u062f\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u0631\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u062b\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062e\u0648\u0628 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u0645\u0648\u062f\u0627\u0631 \u0686\u06af\u0627\u0644\u06cc \u062f\u0648 \u0628\u0639\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0645\u062a\u0642\u0627\u0628\u0644 \u062f\u0648 \u0645\u062a\u063a\u06cc\u0631 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0633\u0646 \u06a9\u0627\u0631\u0628\u0631 \u0648 \u0632\u0645\u0627\u0646 \u0635\u0631\u0641 \u0634\u062f\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0633\u0627\u06cc\u062a \u0644\u06cc\u0646\u06a9 \u0634\u062f\u0647 \u0627\u0646\u062f<\/p>\n<pre><code class=\"hljs\">f, ax = plt.subplots(figsize=(<span class=\"hljs-number\">10<\/span>, <span class=\"hljs-number\">10<\/span>))\nsns.kdeplot(data.Age, data(<span class=\"hljs-string\">'Daily Time Spent \u0631\u0648\u06cc Site'<\/span>), color=<span class=\"hljs-string\">\"b\"<\/span>, ax=ax)\nsns.rugplot(data.Age, color=<span class=\"hljs-string\">\"r\"<\/span>, ax=ax)\nsns.rugplot(data(<span class=\"hljs-string\">'Daily Time Spent \u0631\u0648\u06cc Site'<\/span>), vertical=<span class=\"hljs-literal\">True<\/span>, ax=ax)\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/predicting-customer-ad-clicks-via-ml-4.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u06af\u0631\u0641\u062a \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062c\u0648\u0627\u0646 \u0632\u0645\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0635\u0631\u0641 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0631\u0648\u06cc \u0633\u0627\u06cc\u062a.  \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u06cc\u0646 20 \u062a\u0627 40 \u0633\u0627\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u06af\u0631\u0648\u0647 \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0645\u067e\u06cc\u0646 \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0628\u0627\u0634\u0646\u062f.  \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0631\u0636\u06cc\u060c \u0627\u06af\u0631 \u0645\u062d\u0635\u0648\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f \u0645\u06cc\u0627\u0646\u0633\u0627\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645\u060c \u0627\u06cc\u0646 \u0633\u0627\u06cc\u062a \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062a\u0628\u0644\u06cc\u063a\u0627\u062a \u0627\u0633\u062a.  \u0628\u0631\u0639\u06a9\u0633\u060c \u0627\u06af\u0631 \u0645\u062d\u0635\u0648\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f \u0628\u0627\u0644\u0627\u06cc 60 \u0633\u0627\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645\u060c \u062a\u0628\u0644\u06cc\u063a \u0627\u0634\u062a\u0628\u0627\u0647 \u0627\u0633\u062a. \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0633\u0627\u06cc\u062a.<\/p>\n<p>\u0645\u0627 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0686\u06af\u0627\u0644\u06cc \u062f\u06cc\u06af\u0631 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0645\u062a\u0642\u0627\u0628\u0644 \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>Daily Time Spent \u0631\u0648\u06cc Site<\/code> \u0648 <code>Daily Internet Usage<\/code>.<\/p>\n<pre><code class=\"hljs\">f, ax = plt.subplots(figsize=(<span class=\"hljs-number\">8<\/span>, <span class=\"hljs-number\">8<\/span>))\ncmap = sns.cubehelix_palette(as_cmap=<span class=\"hljs-literal\">True<\/span>, start=<span class=\"hljs-number\">0<\/span>, dark=<span class=\"hljs-number\">0<\/span>, light=<span class=\"hljs-number\">3<\/span>, reverse=<span class=\"hljs-literal\">True<\/span>)\nsns.kdeplot(data(<span class=\"hljs-string\">\"Daily Time Spent \u0631\u0648\u06cc Site\"<\/span>), data(<span class=\"hljs-string\">'Daily Internet Usage'<\/span>),\n    cmap=cmap, n_levels=<span class=\"hljs-number\">100<\/span>, shade=<span class=\"hljs-literal\">True<\/span>);\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/predicting-customer-ad-clicks-via-ml-5.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u0632 \u0634\u06a9\u0644 \u0628\u0627\u0644\u0627 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646\u06cc \u06a9\u0647 \u0632\u0645\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0635\u0631\u0641 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0631\u0648\u06cc \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0646\u06cc\u0632 \u0632\u0645\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0635\u0631\u0641 \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0633\u0627\u06cc\u062a.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0631\u0648\u0634 \u062a\u062c\u0633\u0645 \u0631\u0648\u0646\u062f\u0647\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f <code>scatter_matrix<\/code> \u062a\u0627\u0628\u0639.  \u0645\u0627 \u0641\u0642\u0637 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0631\u062c \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> pandas.plotting <span class=\"hljs-keyword\">import<\/span> scatter_matrix\nscatter_matrix(data((<span class=\"hljs-string\">'Daily Time Spent \u0631\u0648\u06cc Site'<\/span>, <span class=\"hljs-string\">'Age'<\/span>,<span class=\"hljs-string\">'Area Income'<\/span>, <span class=\"hljs-string\">'Daily Internet Usage'<\/span>)),\n    alpha=<span class=\"hljs-number\">0.3<\/span>, figsize=(<span class=\"hljs-number\">10<\/span>,<span class=\"hljs-number\">10<\/span>))\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/predicting-customer-ad-clicks-via-ml-6.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062a\u0635\u0648\u06cc\u0631 \u0628\u0632\u0631\u06af \u0628\u06cc\u0646\u0634 \u062e\u0648\u0628\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646\u06cc \u06a9\u0647 \u06a9\u0644\u06cc\u06a9 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0645\u06cc \u062f\u0647\u062f \u0631\u0648\u06cc \u062a\u0628\u0644\u06cc\u063a\u0627\u062a  \u0628\u0631 \u0627\u06cc\u0646 \u0627\u0633\u0627\u0633\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f.  \u0645\u0627 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0648\u0627\u06af\u0630\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u062d\u0642\u0627\u06cc\u0642 \u062c\u0627\u0644\u0628 \u062f\u06cc\u06af\u0631\u06cc \u0631\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631\u0627\u062a \u0628\u0627 \u0645\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f.<\/p>\n<h2 id=\"datapreprocessing\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%b4_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\"><\/span>\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0634\u0627\u06cc\u062f \u0645\u062a\u0648\u062c\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f <code>Ad Topic Line<\/code>\u060c <code>City<\/code>\u060c \u0648 <code>Country<\/code> \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0647\u0633\u062a\u0646\u062f.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0645\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0627\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0647\u0627 \u0631\u0627 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">object_variables = (<span class=\"hljs-string\">'Ad Topic Line'<\/span>, <span class=\"hljs-string\">'City'<\/span>, <span class=\"hljs-string\">'Country'<\/span>)\ndata(object_variables).describe(include=(<span class=\"hljs-string\">'O'<\/span>))\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/predicting-customer-ad-clicks-via-ml-7.jpeg\" alt=\"\" title=\"\"><\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0632 \u062c\u062f\u0648\u0644 \u0628\u0627\u0644\u0627 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645\u060c \u062a\u0645\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0631 \u0633\u062a\u0648\u0646 \u0647\u0633\u062a\u0646\u062f <code>Ad Topic Line<\/code> \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0647\u0633\u062a\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 <code>City<\/code> \u0633\u062a\u0648\u0646 \u0634\u0627\u0645\u0644 969 \u0645\u0642\u062f\u0627\u0631 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0627\u0632 1000 \u0627\u0633\u062a. \u0639\u0646\u0627\u0635\u0631 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648 \u0633\u062a\u0648\u0646 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0648 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u0627\u0646\u062c\u0627\u0645 \u06cc\u06a9 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u062f\u0648\u0646 \u0648\u062c\u0648\u062f \u0627\u0644\u06af\u0648\u06cc \u062f\u0627\u062f\u0647 \u062f\u0634\u0648\u0627\u0631 \u0627\u0633\u062a.  \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644\u060c \u0622\u0646\u0647\u0627 \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u06cc\u0634\u062a\u0631 \u062d\u0630\u0641 \u062e\u0648\u0627\u0647\u0646\u062f \u0634\u062f.  \u0633\u0648\u0645\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631 \u0645\u0642\u0648\u0644\u0647 \u0627\u06cc\u060c \u06cc\u0639\u0646\u06cc <code>Country<\/code>\u060c \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0639\u0646\u0635\u0631 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f (\u0641\u0631\u0627\u0646\u0633\u0647) \u0627\u0633\u062a \u06a9\u0647 9 \u0628\u0627\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u0634\u0648\u062f.  \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u06a9\u0634\u0648\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0627 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u0628\u0627\u0632\u062f\u06cc\u062f\u06a9\u0646\u0646\u062f\u0647 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">pd.crosstab(index=data(<span class=\"hljs-string\">'Country'<\/span>), columns=<span class=\"hljs-string\">'count'<\/span>).sort_values((<span class=\"hljs-string\">'count'<\/span>), ascending=<span class=\"hljs-literal\">False<\/span>).head(<span class=\"hljs-number\">20<\/span>)\n<\/code><\/pre>\n<p>\u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 20 \u06a9\u0634\u0648\u0631\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u06cc \u0631\u0627 \u062f\u0631 DataFrame \u0645\u0627 \u062f\u0627\u0631\u0646\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/predicting-customer-ad-clicks-via-ml-8.jpeg\" alt=\"\" title=\"\"><\/p>\n<p>\u0642\u0628\u0644\u0627\u064b \u062f\u06cc\u062f\u0647\u200c\u0627\u06cc\u0645\u060c 237 \u06a9\u0634\u0648\u0631 \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0648 \u0647\u06cc\u0686 \u06a9\u0634\u0648\u0631\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0645\u0633\u0644\u0637 \u0646\u06cc\u0633\u062a.  \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u0639\u0646\u0627\u0635\u0631 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0627\u062c\u0627\u0632\u0647 \u0646\u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0631\u0648\u0627\u0628\u0637 \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.  \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644\u060c \u0627\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631 \u0646\u06cc\u0632 \u062d\u0630\u0641 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<pre><code class=\"hljs\">data = data.drop((<span class=\"hljs-string\">'Ad Topic Line'<\/span>, <span class=\"hljs-string\">'City'<\/span>, <span class=\"hljs-string\">'Country'<\/span>), axis=<span class=\"hljs-number\">1<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0645\u0627 \u0645\u0642\u0648\u0644\u0647 &#8220;Timestamp&#8221; \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0632\u0645\u0627\u0646 \u062f\u0642\u06cc\u0642 \u06a9\u0644\u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a \u0631\u0648\u06cc \u062a\u0628\u0644\u06cc\u063a  \u0645\u0627 \u0627\u06cc\u0646 \u062f\u0633\u062a\u0647 \u0631\u0627 \u0628\u0647 4 \u062f\u0633\u062a\u0647 \u062c\u062f\u06cc\u062f \u06af\u0633\u062a\u0631\u0634 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f: \u0645\u0627\u0647\u060c \u0631\u0648\u0632 \u0645\u0627\u0647\u060c \u0631\u0648\u0632 \u0647\u0641\u062a\u0647 \u0648 \u0633\u0627\u0639\u062a.  \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u06cc\u0645 \u06a9\u0647 \u06cc\u06a9 \u0645\u062f\u0644 ML \u0642\u0627\u062f\u0631 \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u0622\u0646\u0647\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f process \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627 \u0648 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f.  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645\u060c \u0645\u062a\u063a\u06cc\u0631 \u0627\u0635\u0644\u06cc &#8220;Timestamp&#8221; \u0631\u0627 \u0627\u0632 \u062c\u062f\u0648\u0644 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0645\u062a\u063a\u06cc\u0631 &#8220;\u0631\u0648\u0632 \u0647\u0641\u062a\u0647&#8221; \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0627\u0632 0 \u062a\u0627 6 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u0639\u062f\u062f \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u06cc\u06a9 \u0631\u0648\u0632 \u062e\u0627\u0635 \u0627\u0632 \u0647\u0641\u062a\u0647 (\u0627\u0632 \u062f\u0648\u0634\u0646\u0628\u0647 \u062a\u0627 \u06cc\u06a9\u0634\u0646\u0628\u0647) \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\">data(<span class=\"hljs-string\">'Timestamp'<\/span>) = pd.to_datetime(data(<span class=\"hljs-string\">'Timestamp'<\/span>))\n\ndata(<span class=\"hljs-string\">'Month'<\/span>) = data(<span class=\"hljs-string\">'Timestamp'<\/span>).dt.month\ndata(<span class=\"hljs-string\">'Day of the month'<\/span>) = data(<span class=\"hljs-string\">'Timestamp'<\/span>).dt.day\ndata(<span class=\"hljs-string\">\"Day of the week\"<\/span>) = data(<span class=\"hljs-string\">'Timestamp'<\/span>).dt.dayofweek\ndata(<span class=\"hljs-string\">'Hour'<\/span>) = data(<span class=\"hljs-string\">'Timestamp'<\/span>).dt.hour\ndata = data.drop((<span class=\"hljs-string\">'Timestamp'<\/span>), axis=<span class=\"hljs-number\">1<\/span>)\n\ndata.head()\n<\/code><\/pre>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/predicting-customer-ad-clicks-via-ml-9.jpeg\" alt=\"\" title=\"\"><\/p>\n<h2 id=\"trainandtestdatasets\"><span class=\"ez-toc-section\" id=\"%d8%a2%d9%85%d9%88%d8%b2%d8%b4_%d9%88_%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\"><\/span>\u0622\u0645\u0648\u0632\u0634 \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u062f\u060c \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647 \u062f\u0648 \u0628\u062e\u0634 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645: \u0622\u0645\u0648\u0632\u0634 \u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a.  \u0645\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f import \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>train_test_split<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0627\u06cc \u0622\u0646  \u0647\u0645\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u0628\u0647 \u062c\u0632 &#8216;Clicked&#8217; \u0631\u0648\u06cc Ad&#8217; \u0645\u0642\u0627\u062f\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f <code>X<\/code> \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc ML  \u0645\u062a\u063a\u06cc\u0631 &#8216;Clicked&#8217; \u0631\u0648\u06cc \u0622\u06af\u0647\u06cc \u062f\u0631 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f <code>y<\/code>\u060c \u0648 \u0645\u062a\u063a\u06cc\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.  \u0645\u0627 \u062e\u0648\u062f\u0633\u0631\u0627\u0646\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u06cc\u0645 \u06a9\u0647 33 \u062f\u0631\u0635\u062f \u0627\u0632 \u06a9\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.model_selection <span class=\"hljs-keyword\">import<\/span> train_test_split\n\nX = data((<span class=\"hljs-string\">'Daily Time Spent \u0631\u0648\u06cc Site'<\/span>, <span class=\"hljs-string\">'Age'<\/span>, <span class=\"hljs-string\">'Area Income'<\/span>, <span class=\"hljs-string\">'Daily Internet Usage'<\/span>,\n    <span class=\"hljs-string\">'Male'<\/span>, <span class=\"hljs-string\">'Month'<\/span>, <span class=\"hljs-string\">'Day of the month'<\/span> ,<span class=\"hljs-string\">'Day of the week'<\/span>))\ny = data(<span class=\"hljs-string\">'Clicked \u0631\u0648\u06cc Ad'<\/span>)\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=<span class=\"hljs-number\">0.33<\/span>, random_state=<span class=\"hljs-number\">42<\/span>)\n<\/code><\/pre>\n<h2 id=\"modeldevelopmentandfittingprocedures\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%a7%d8%ad%d9%84_%d8%aa%d9%88%d8%b3%d8%b9%d9%87_%d9%88_%d8%a8%d8%b1%d8%a7%d8%b2%d8%b4_%d9%85%d8%af%d9%84\"><\/span>\u0645\u0631\u0627\u062d\u0644 \u062a\u0648\u0633\u0639\u0647 \u0648 \u0628\u0631\u0627\u0632\u0634 \u0645\u062f\u0644<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u062f\u0648 \u0645\u062f\u0644 \u0645\u062e\u062a\u0644\u0641 ML \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f: \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 \u0648 \u06cc\u06a9 \u0645\u062f\u0644 \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645.<\/p>\n<p>\u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0644\u062c\u0633\u062a\u06cc\u06a9 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u0633\u0627\u0632\u06cc \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0627\u06cc\u0646\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u0633\u062a \u0648 \u0628\u0631\u0627\u06cc \u062a\u0648\u0636\u06cc\u062d \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u062f\u0631 \u0644\u06cc\u0646\u06a9 \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0628\u06cc\u0634\u062a\u0631 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f: <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Logistic_regression\">\u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9<\/a>.<\/p>\n<p>\u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645 \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u06cc\u062c \u062a\u0631\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc\u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc\u060c \u062a\u062e\u0645\u06cc\u0646\u060c \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc\u060c \u062a\u0648\u0635\u06cc\u0641 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062a\u062c\u0633\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0645\u0632\u0627\u06cc\u0627\u06cc Decision Trees \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc\u060c \u0633\u0627\u062f\u06af\u06cc \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0627\u0633\u062a.  \u0645\u0642\u062f\u0627\u0631\u06cc \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0648\u06cc \u062f\u0631\u062e\u062a\u200c\u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u0648 \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0627 Scikit-Learn \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f: \u062f\u0631\u062e\u062a\u200c\u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 Scikit-Learn<\/p>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0645\u062f\u0644\u06cc \u06a9\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a import \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.  \u0627\u0628\u062a\u062f\u0627 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0634\u0648\u062f <code>LogisticRegression<\/code> \u062a\u0627\u0628\u0639 \u0627\u0632 <code>sklearn.linear_model<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647  \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0645\u0627 \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>accuracy_score<\/code> \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062f\u0644.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.linear_model <span class=\"hljs-keyword\">import<\/span> LogisticRegression\n<span class=\"hljs-keyword\">from<\/span> sklearn.metrics <span class=\"hljs-keyword\">import<\/span> accuracy_score\n<span class=\"hljs-keyword\">from<\/span> sklearn.metrics <span class=\"hljs-keyword\">import<\/span> confusion_matrix\n<\/code><\/pre>\n<p>\u0645\u0631\u0627\u062d\u0644 \u0628\u0639\u062f\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u060c \u0622\u0645\u0648\u0632\u0634 \u0622\u0646 \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0627\u0646\u062c\u0627\u0645 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\">model_1 = LogisticRegression(solver=<span class=\"hljs-string\">'lbfgs'<\/span>)\nmodel_1.fit(X_train, y_train)\npredictions_LR = model_1.predict(X_test)\n\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">'Logistic regression accuracy:'<\/span>, accuracy_score(predictions_LR, y_test))\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">''<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">'Confusion matrix:'<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(confusion_matrix(y_test,predictions_LR))\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">Logistic regression accuracy: 0.906060606060606\n\nConfusion matrix:\n((158   4)\n ( 27 141))\n<\/code><\/pre>\n<p>\u062f\u0642\u062a \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 906\/0 \u06cc\u0627 6\/90 \u062f\u0631\u0635\u062f \u0627\u0633\u062a.  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0646\u06cc\u0632 \u062a\u0648\u0633\u0637 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0633\u0631\u062f\u0631\u06af\u0645\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u0634\u0648\u062f.  \u0634\u0631\u0637 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633\u060c \u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0631\u0633\u062a \u0648 \u0646\u0627\u062f\u0631\u0633\u062a \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062a\u06a9\u0645\u06cc\u0644\u06cc \u0631\u0627 \u0628\u06cc\u0627\u0628\u06cc\u062f \u0631\u0648\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u0633\u0631\u062f\u0631\u06af\u0645\u06cc \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627: <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Confusion_matrix\">\u0645\u0627\u062a\u0631\u06cc\u0633 \u0633\u0631\u062f\u0631\u06af\u0645\u06cc<\/a>.<\/p>\n<p>\u0645\u0627\u062a\u0631\u06cc\u0633 \u0633\u0631\u062f\u0631\u06af\u0645\u06cc \u0645\u0627 \u0628\u0647 \u0645\u0627 \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0627\u0633\u062a <code>158 + 141 = 299<\/code>.  \u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u062a\u0639\u062f\u0627\u062f \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u0627\u0633\u062a <code>27 + 4 = 31<\/code>.  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u062f\u0642\u062a \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627\u0636\u06cc \u0628\u0627\u0634\u06cc\u0645.<\/p>\n<p>\u062d\u0627\u0644\u0627 \u0645\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f import <code>DecisionTreeClassifier<\/code>  \u0627\u0632 <code>sklearn.tree<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 <code>model_2<\/code> \u0645\u0628\u062a\u0646\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f \u0631\u0648\u06cc \u062a\u06a9\u0646\u06cc\u06a9 \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645 \u0645\u0627\u0646\u0646\u062f \u0645\u0648\u0631\u062f \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.tree <span class=\"hljs-keyword\">import<\/span> DecisionTreeClassifier\n\nmodel_2 = DecisionTreeClassifier()\nmodel_2.fit(X_train, y_train)\npredictions_DT = model_2.predict(X_test)\n\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">'Decision tree accuracy:'<\/span>, accuracy_score(predictions_DT, y_test))\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">''<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">'Confusion matrix:'<\/span>)\n<span class=\"hljs-built_in\">print<\/span>(confusion_matrix(y_test,predictions_DT))\n<\/code><\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<pre><code class=\"hljs\">Decision tree accuracy: 0.9333333333333333\n\nConfusion matrix:\n((151  11)\n ( 11 157))\n<\/code><\/pre>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u06af\u0631\u0641\u062a \u06a9\u0647 \u0645\u062f\u0644 \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u0627\u0632 \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f.  \u0645\u0627\u062a\u0631\u06cc\u0633 \u0633\u0631\u062f\u0631\u06af\u0645\u06cc \u0628\u0647 \u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 308 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u062a\u0646\u0647\u0627 22 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.  \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u062f\u0642\u062a \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0648\u0644 \u062d\u062f\u0648\u062f 3 \u062f\u0631\u0635\u062f \u0628\u0647\u062a\u0631 \u0627\u0633\u062a.<\/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>\u0646\u062a\u0627\u06cc\u062c \u0628\u0647\u200c\u062f\u0633\u062a\u200c\u0622\u0645\u062f\u0647 \u0627\u0631\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0631 \u062f\u0648 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f.  \u0645\u062f\u0644 \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645 \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0645\u06cc \u0628\u0647\u062a\u0631 \u0627\u0632 \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u060c \u0627\u0645\u0627 \u0642\u0637\u0639\u0627\u064b \u0647\u0631 \u062f\u0648 \u0645\u062f\u0644 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0648\u0641\u0642 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<p>\u0646\u062a\u0627\u06cc\u062c \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u0637\u0645\u0626\u0646\u0627\u064b \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u06a9\u0646\u062f.  \u0645\u0627 \u0634\u0645\u0627 \u0631\u0627 \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0628\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f.  \u067e\u0633 \u0627\u0632 \u0622\u0646\u060c \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u062f\u06cc\u062f \u0648 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.  \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062f\u0627\u0631\u0627\u06cc \u062d\u062c\u0645 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0646\u0633\u0628\u062a \u0628\u0647 \u0645\u0642\u0627\u0644\u0647 \u0628\u0627\u0634\u062f.  \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f.  \u062f\u0631 \u067e\u0627\u06cc\u0627\u0646\u060c \u0627\u06af\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u062f\u06cc\u062f\u060c \u062f\u0631 \u0646\u0638\u0631 \u062e\u0648\u062f \u0631\u0627 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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 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