{"id":30167,"date":"2022-05-25T09:39:12","date_gmt":"2022-05-25T05:09:12","guid":{"rendered":"https:\/\/wpadmin.maktabkhooneh.org\/mag\/?p=30167"},"modified":"2026-04-06T17:55:38","modified_gmt":"2026-04-06T14:25:38","slug":"churn-prediction-with-python","status":"publish","type":"post","link":"https:\/\/maktabkhooneh.org\/mag\/churn-prediction-with-python\/","title":{"rendered":"\u067e\u06cc\u0634 \u200c\u0628\u06cc\u0646\u06cc churn \u06cc\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646"},"content":{"rendered":"\n<p>\u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647\u200c\u0648\u062a\u062d\u0644\u06cc\u0644 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style=\"\"><div class=\"jet-listing-dynamic-field-block zht-maktab-khooneh-learn cb-ud1ng69u\"data-is-block=\"jet-engine\/dynamic-field\"><div class=\"jet-listing-dynamic-field__content\" >\r\n<div class=\"zht-learn-card\">\r\n    <div class=\"zht-learn-title-section\">\r\n        <div class=\"zht-learn-card-icon\">\r\n            <svg viewBox=\"0 0 24 24\" fill=\"currentColor\" width=\"24\" height=\"24\">\r\n                <path d=\"M12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2zm-2 15l-5-5 1.41-1.41L10 14.17l7.59-7.59L19 8l-9 9z\" \/>\r\n            <\/svg>\r\n        <\/div>\r\n        \r\n        <!-- \u0639\u0646\u0648\u0627\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0628\u0647 \u0644\u06cc\u0646\u06a9 -->\r\n        <a href=\"https:\/\/maktabkhooneh.org\/learn\/artificial-intelligence\/\" class=\"zht-learn-card-title\" target=\"_blank\" rel=\"noopener noreferrer\">\r\n            \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc 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\u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<p>\u0644\u06cc\u0646\u06a9 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u06cc\u062a\u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc:<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/www.kaggle.com\/barelydedicated\/bank-customer-churn-modeling\/version\/1\n<\/div><\/figure>\n\n\n\n<p>\u0628\u0627 \u0628\u0627\u0632 \u06a9\u0631\u062f\u0646 \u0641\u0627\u06cc\u0644 \u0645\u062f\u0646\u0638\u0631\u060c \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u06f1\u06f4 \u0633\u062a\u0648\u0646 \u0627\u0633\u062a (\u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06cc\u0627 \u0645\u062a\u063a\u06cc\u0631 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f). \u06f1\u06f3 \u0633\u062a\u0648\u0646 \u0627\u0648\u0644 \u0645\u062a\u063a\u06cc\u0631 \u0645\u0633\u062a\u0642\u0644 \u0647\u0633\u062a\u0646\u062f\u060c \u062f\u0631\u062d\u0627\u0644\u06cc\u200c\u06a9\u0647 \u0633\u062a\u0648\u0646 \u0622\u062e\u0631\u060c \u0645\u062a\u063a\u06cc\u0631 \u0648\u0627\u0628\u0633\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0645\u0642\u062f\u0627\u0631 \u0628\u0627\u06cc\u0646\u0631\u06cc \u06f1 \u06cc\u0627 \u06f0 \u0627\u0633\u062a.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" width=\"989\" height=\"470\" src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_13-31-39.png\" alt=\"\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647: \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0628\u0627\u0646\u06a9\" class=\"wp-image-30168\" title=\"\" srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_13-31-39.png 989w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2022\/05\/Snapshot_22-05-29_13-31-39-300x143.png.webp 300w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2022\/05\/Snapshot_22-05-29_13-31-39-768x365.png.webp 768w\" sizes=\"(max-width: 989px) 100vw, 989px\" \/><figcaption><\/figcaption><\/figure>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u06f1 \u0628\u0647 \u062d\u0627\u0644\u062a\u06cc \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u0634\u062a\u0631\u06cc \u067e\u0633 \u0627\u0632 \u06f6 \u0645\u0627\u0647 \u0628\u0627\u0646\u06a9 \u0631\u0627 \u062a\u0631\u06a9 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u0648 \u06f0 \u0645\u0648\u0631\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 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\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u0634\u062a\u0631\u06cc \u067e\u0633 \u0627\u0632 \u06f6 \u0645\u0627\u0647 \u0628\u0627\u0646\u06a9 \u0631\u0627 \u062a\u0631\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631. \u0628\u0631\u0627\u06cc \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc MACHINE LEARNING \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<p>\u062a\u0648\u062c\u0647: \u062a\u0645\u0627\u0645\u06cc \u06a9\u062f\u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062d\u06cc\u0637 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc SPYDER \u0627\u062c\u0631\u0627\u0634\u062f\u0647 \u0627\u0633\u062a. \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0633\u0627\u06cc\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<div class=\"jet-listing-grid--50192\" style=\"\"><style><\/style><section class=\"zht-related-post\" itemscope=\"\" itemtype=\"https:\/\/schema.org\/Article\" role=\"region\"\n  aria-label=\"Related article\">\n  <div class=\"zht-related-post-section-label\">\n    \u0645\u0637\u0627\u0644\u0628 \u0645\u0631\u062a\u0628\u0637\n  <\/div>\n  <img decoding=\"async\" width=\"300\" height=\"169\" data-src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2021\/12\/RPA-to-IA-1024x576-1-300x169.jpeg\" class=\"attachment-medium size-medium wp-post-image lazyload\" alt=\"\u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" data-srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2021\/12\/RPA-to-IA-1024x576-1-300x169.jpeg 300w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2021\/12\/RPA-to-IA-1024x576-1-768x432.jpeg.webp 768w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2021\/12\/RPA-to-IA-1024x576-1.jpeg 1024w\" data-sizes=\"(max-width: 300px) 100vw, 300px\" title=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 300px; --smush-placeholder-aspect-ratio: 300\/169;\">\n  <a href=\"https:\/\/maktabkhooneh.org\/mag\/ai-softwares\/\" class=\"zht-related-post-title\"\n    itemprop=\"headline\" target=\"_blank\">\u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u06cc\u0633\u062a\u061f \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/a>\n<\/section><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0631\u0627\u062d\u0644 \u0627\u0646\u062c\u0627\u0645 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h3>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0645\u0631\u0627\u062d\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u0627\u06cc\u0645\u067e\u0648\u0631\u062a \u06a9\u0631\u062f\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627<\/li>\n\n\n\n<li>\u062d\u0627\u0644 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/li>\n\n\n\n<li>\u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637<\/li>\n\n\n\n<li>\u062a\u0628\u062f\u06cc\u0644 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u0634\u062f\u0647 \u0628\u0647 \u0639\u062f\u062f\u06cc<\/li>\n\n\n\n<li>\u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/li>\n\n\n\n<li>\u0622\u0645\u0648\u0632\u0634 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/li>\n\n\n\n<li>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/li>\n\n\n\n<li>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/li>\n<\/ol>\n\n\n\n<p>\u0645\u0627 \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0642\u062f\u0645\u200c\u0628\u0647\u200c\u0642\u062f\u0645 \u0628\u0627 \u0647\u0645\u062f\u06cc\u06af\u0631 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0631\u062d\u0644\u0647 \u06f1: \u0648\u0627\u0631\u062f\u06a9\u0631\u062f\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h3>\n\n\n\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645\u060c \u0645\u062b\u0644 \u0647\u0645\u06cc\u0634\u0647\u060c \u0648\u0627\u0631\u062f\u06a9\u0631\u062f\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0627\u0632 \u067e\u06cc\u0634 \u0646\u0635\u0628 \u0646\u0634\u062f\u0647 \u0628\u0627\u0634\u0646\u062f \u0648 \u062e\u0637\u0627\u06cc \u0639\u062f\u0645 \u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u062f\u0647\u062f\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u062f\u0631 \u06a9\u0646\u0633\u0648\u0644 \u0627\u0633\u067e\u0627\u06cc\u062f\u0631 \u06cc\u0627 \u062f\u0631 \u06a9\u0646\u0633\u0648\u0644 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 pip \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0631\u0633\u0645 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<div class=\"line number1 index0 alt2\" style=\"text-align: left;\">\n<pre class=\"highlight-height line-numbers language-javascript\" data-line=\"\"><code class=\"language-javascript\"><span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np\n<span class=\"token keyword\">import<\/span> matplotlib<span class=\"token punctuation\">.<\/span>pyplot <span class=\"token keyword\">as<\/span> plt\n<span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd<\/code><\/pre>\n<\/div>\n\n\n\n<p>\u0628\u0647 \u0641\u0631\u0636 \u0645\u062b\u0627\u0644 \u0627\u06af\u0631 \u06a9\u062a\u0627\u0628\u200c\u062e\u0627\u0646\u0647 pandas \u0627\u0632 \u0642\u0628\u0644 \u0646\u0635\u0628 \u0646\u0634\u062f\u0647 \u0628\u0627\u0634\u062f\u060c \u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631:<\/p>\n\n\n\n<p class=\"has-text-align-left\">Pip install pandas<\/p>\n\n\n\n<p>\u0622\u0646 \u0631\u0627 \u0646\u0635\u0628 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0633\u0627\u06cc\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0646\u06cc\u0632 \u0631\u0648\u0627\u0644 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0631\u062d\u0644\u0647 \u06f2: \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/h3>\n\n\n\n<p>\u0645\u0631\u062d\u0644\u0647 \u062f\u0648\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0641\u0627\u06cc\u0644 CSV \u0645\u062d\u0644\u06cc \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0632 \u0631\u0648\u0634 read_csv \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 pandas \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>customer_data <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span><span class=\"token function\">read_csv<\/span><span class=\"token punctuation\">(<\/span>r<span class=\"token string\">'C:\/Users\/user\/Dropbox\/PC\/Desktop\/churn\/Churn_Modelling.csv'<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n\n\n\n<p>\u0627\u06af\u0631 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 customer_data \u0631\u0627 \u062f\u0631 \u067e\u0646\u062c\u0631\u0647 Spyder Variable Explorer \u0628\u0627\u0632\u06a9\u0646\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0631\u0627 \u0645\u0627\u0646\u0646\u062f \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0628\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img decoding=\"async\" width=\"682\" height=\"536\" data-src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_13-51-54.png\" alt=\"\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646\" class=\"wp-image-30169 lazyload\" title=\"\" data-srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_13-51-54.png 682w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2022\/05\/Snapshot_22-05-29_13-51-54-300x236.png.webp 300w\" data-sizes=\"(max-width: 682px) 100vw, 682px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 682px; --smush-placeholder-aspect-ratio: 682\/536;\" \/><figcaption><\/figcaption><\/figure>\n\n\n\n<p>\u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u067e\u0648\u0634\u0647\u200c\u0627\u06cc \u0631\u0627 \u0628\u0647 \u0646\u0627\u0645 churn \u0633\u0627\u062e\u062a\u0647\u200c\u0627\u06cc\u0645 \u06a9\u0647 \u0641\u0627\u06cc\u0644 \u062d\u0627\u0648\u06cc \u062f\u06cc\u062a\u0627\u0633\u062a \u0648 \u0641\u0627\u06cc\u0644 \u06a9\u062f \u0645\u0627 \u0627\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0631\u062d\u0644\u0647 \u06f3: \u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn<\/h3>\n\n\n\n<p>\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc\u060c \u062f\u0631\u0645\u062c\u0645\u0648\u0639 \u06f1\u06f4 \u0633\u062a\u0648\u0646 \u062f\u0631\u0645\u062c\u0645\u0648\u0639 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f (\u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0644\u0627 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f). \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f \u0632\u06cc\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>columns <span class=\"token operator\">=<\/span> customer_data<span class=\"token punctuation\">.<\/span>columns<span class=\"token punctuation\">.<\/span>values<span class=\"token punctuation\">.<\/span><span class=\"token function\">tolist<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>columns<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n\n\n\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0628\u0627\u06cc\u062f \u0644\u06cc\u0633\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img decoding=\"async\" width=\"656\" height=\"311\" data-src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_12-44-59.png\" alt=\"\u067e\u06cc\u0634 \u200c\u0628\u06cc\u0646\u06cc churn \u06cc\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646\" class=\"wp-image-30171 lazyload\" title=\"\" data-srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_12-44-59.png 656w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2022\/05\/Snapshot_22-05-29_12-44-59-300x142.png.webp 300w\" data-sizes=\"(max-width: 656px) 100vw, 656px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 656px; --smush-placeholder-aspect-ratio: 656\/311;\" \/><figcaption><\/figcaption><\/figure>\n\n\n\n<p>\u0647\u0645\u0647 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0628\u0631 \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u062a\u0623\u062b\u06cc\u0631 \u0646\u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u0646\u062f \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn \u0632\u06cc\u0627\u062f \u062a\u0623\u062b\u06cc\u0631\u06af\u0630\u0627\u0631 \u0646\u06cc\u0633\u062a\u0646\u062f: \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0631 \u0631\u0627\u0628\u0637\u0647 \u0628\u0627 \u0647\u0631 \u0633\u062a\u0648\u0646 \u0631\u0627 \u06cc\u06a9\u06cc\u200c\u06cc\u06a9\u06cc \u0628\u062d\u062b \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>RowNumber &#8211; \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0634\u0645\u0627\u0631\u0647 \u0631\u06a9\u0648\u0631\u062f (\u0631\u062f\u06cc\u0641) \u0627\u0633\u062a \u0648 \u062a\u0623\u062b\u06cc\u0631\u06cc \u0628\u0631 \u062e\u0631\u0648\u062c\u06cc \u0646\u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0633\u062a\u0648\u0646 \u062d\u0630\u0641 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/li>\n\n\n\n<li>CustomerId &#8211; \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u0633\u062a \u0648 \u062a\u0623\u062b\u06cc\u0631\u06cc \u0628\u0631 \u062e\u0631\u0648\u062c \u0645\u0634\u062a\u0631\u06cc \u0627\u0632 \u0628\u0627\u0646\u06a9 \u0646\u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0633\u062a\u0648\u0646 \u062d\u0630\u0641 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/li>\n\n\n\n<li>Surname- \u0646\u0627\u0645 \u062e\u0627\u0646\u0648\u0627\u062f\u06af\u06cc \u0645\u0634\u062a\u0631\u06cc \u0628\u0631 \u062a\u0635\u0645\u06cc\u0645 \u0627\u0648 \u0628\u0631\u0627\u06cc \u062a\u0631\u06a9 \u0628\u0627\u0646\u06a9 \u062a\u0623\u062b\u06cc\u0631\u06cc \u0646\u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0646\u06cc\u0632 \u062d\u0630\u0641 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/li>\n\n\n\n<li>CreditScore &#8211; \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631 \u0631\u0648\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u062a\u0623\u062b\u06cc\u0631 \u0628\u06af\u0630\u0627\u0631\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u0634\u062a\u0631\u06cc \u0628\u0627 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0627\u0639\u062a\u0628\u0627\u0631\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u06a9\u0645\u062a\u0631 \u0628\u0627\u0646\u06a9 \u0631\u0627 \u062a\u0631\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n\n\n\n<li>Geography- \u0645\u0648\u0642\u0639\u06cc\u062a \u06cc\u06a9 \u0645\u0634\u062a\u0631\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631 \u062a\u0635\u0645\u06cc\u0645 \u0627\u0648 \u0628\u0631\u0627\u06cc \u062a\u0631\u06a9 \u0628\u0627\u0646\u06a9 \u062a\u0623\u062b\u06cc\u0631 \u0628\u06af\u0630\u0627\u0631\u062f. \u0645\u0627 \u0627\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0631\u0627 \u062d\u0641\u0638 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/li>\n\n\n\n<li>Gender- \u062c\u0646\u0633\u06cc\u062a \u062f\u0631 \u062e\u0631\u0648\u062c \u0645\u0634\u062a\u0631\u06cc \u0627\u0632 \u0628\u0627\u0646\u06a9 \u0646\u0642\u0634 \u062f\u0627\u0631\u062f \u06cc\u0627 \u062e\u06cc\u0631\u061f \u0645\u0627 \u0627\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0631\u062c \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u0647 \u0627\u062a\u0641\u0627\u0642\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 \u062e\u0648\u0627\u0647\u062f \u0627\u0641\u062a\u0627\u062f.<\/li>\n\n\n\n<li>Age \u2013 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0645\u0637\u0645\u0626\u0646\u0627\u064b \u0628\u0627 \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u0645\u0631\u062a\u0628\u0637 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0645\u0633\u0646\u200c\u062a\u0631 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u062c\u0648\u0627\u0646\u200c\u062a\u0631 \u0628\u0627\u0646\u06a9 \u062e\u0648\u062f \u0631\u0627 \u062a\u0631\u06a9 \u06cc\u0627 \u0639\u0648\u0636 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n\n\n\n<li>Tenure- \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u0633\u0627\u0644\u0647\u0627\u06cc\u06cc \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u0634\u062a\u0631\u06cc \u0628\u0627\u0646\u06a9 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647\u200c\u0637\u0648\u0631\u0645\u0639\u0645\u0648\u0644\u060c \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0645\u0633\u0646\u200c\u062a\u0631 \u0648\u0641\u0627\u062f\u0627\u0631\u062a\u0631 \u0647\u0633\u062a\u0646\u062f \u0648 \u06a9\u0645\u062a\u0631 \u0628\u0627\u0646\u06a9 \u0631\u0627 \u062a\u0631\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n\n\n\n<li>Balance- \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0634\u0627\u062e\u0635 \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628 \u0627\u0632 \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0627\u0641\u0631\u0627\u062f\u06cc \u06a9\u0647 \u0645\u0648\u062c\u0648\u062f\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631 \u062d\u0633\u0627\u0628\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0627\u0631\u0646\u062f\u060c \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0627\u0641\u0631\u0627\u062f\u06cc \u06a9\u0647 \u0645\u0648\u062c\u0648\u062f\u06cc \u06a9\u0645\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u06a9\u0645\u062a\u0631 \u0628\u0627\u0646\u06a9 \u0631\u0627 \u062a\u0631\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n\n\n\n<li>NumOfProducts &#8211; \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u0645\u062d\u0635\u0648\u0644\u0627\u062a\u06cc \u06a9\u0647 \u0645\u0634\u062a\u0631\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0628\u0627\u0646\u06a9 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.<\/li>\n\n\n\n<li>HasCrCard &#8211; \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u0634\u062a\u0631\u06cc \u06a9\u0627\u0631\u062a \u0627\u0639\u062a\u0628\u0627\u0631\u06cc \u062f\u0627\u0631\u062f \u06cc\u0627 \u062e\u06cc\u0631. \u0627\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0646\u06cc\u0632 \u0645\u0631\u062a\u0628\u0637 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0627\u0641\u0631\u0627\u062f\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u062a \u0627\u0639\u062a\u0628\u0627\u0631\u06cc \u062f\u0627\u0631\u0646\u062f \u06a9\u0645\u062a\u0631 \u0628\u0627\u0646\u06a9 \u0631\u0627 \u062a\u0631\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n\n\n\n<li>IsActiveMember\u2014\u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0641\u0639\u0627\u0644 \u06a9\u0645\u062a\u0631 \u0628\u0627\u0646\u06a9 \u0631\u0627 \u062a\u0631\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0627\u06cc\u0646 \u0631\u0627 \u062d\u0641\u0638 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/li>\n\n\n\n<li>EstimatedSalary- \u0645\u0627\u0646\u0646\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u060c \u0627\u0641\u0631\u0627\u062f\u06cc \u06a9\u0647 \u062d\u0642\u0648\u0642 \u06a9\u0645\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0627\u0641\u0631\u0627\u062f\u06cc \u06a9\u0647 \u062d\u0642\u0648\u0642 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u0627\u062d\u062a\u0645\u0627\u0644 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u062f \u0628\u0627\u0646\u06a9 \u0631\u0627 \u062a\u0631\u06a9 \u06a9\u0646\u0646\u062f.<\/li>\n\n\n\n<li>Exited- \u062e\u0648\u0627\u0647 \u0645\u0634\u062a\u0631\u06cc \u0628\u0627\u0646\u06a9 \u0631\u0627 \u062a\u0631\u06a9 \u06a9\u0646\u062f \u06cc\u0627 \u0646\u0647 \u0645\u0627 \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0631\u0627 \u062f\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn \u0644\u062d\u0627\u0638 \u06a9\u0646\u06cc\u0645.<\/li>\n<\/ol>\n\n\n\n<p>\u067e\u0633 \u0627\u0632 \u0645\u0634\u0627\u0647\u062f\u0647 \u062f\u0642\u06cc\u0642 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u060c \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc RowNumber\u060c CustomerId \u0648 Surname \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u062d\u0630\u0641 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u062a\u0645\u0627\u0645 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0628\u0627\u0642\u06cc\u200c\u0645\u0627\u0646\u062f\u0647 \u0628\u0647 \u06cc\u06a9 \u0634\u06a9\u0644 \u0628\u0647 \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0628\u0631\u0627\u06cc \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u06cc\u0631\u06cc \u0627\u06cc\u0646 \u0633\u0647 \u0633\u062a\u0648\u0646\u060c \u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>dataset <span class=\"token operator\">=<\/span> customer_data<span class=\"token punctuation\">.<\/span><span class=\"token function\">drop<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">&#91;<\/span><span class=\"token string\">'RowNumber'<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">'CustomerId'<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">'Surname'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> axis<span class=\"token operator\">=<\/span><span class=\"token number\">\u06f1<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0641\u06cc\u0644\u062a\u0631 \u0634\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0642\u0627\u0628 \u062f\u0627\u062f\u0647 \u062c\u062f\u06cc\u062f \u0628\u0647 \u0646\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645. \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc customer_data \u0647\u0645\u0686\u0646\u0627\u0646 \u0634\u0627\u0645\u0644 \u062a\u0645\u0627\u0645 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0627\u0633\u062a. \u0628\u0639\u062f\u0627\u064b \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img decoding=\"async\" width=\"664\" height=\"122\" data-src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_12-53-14.png\" alt=\"\u067e\u06cc\u0634 \u200c\u0628\u06cc\u0646\u06cc churn \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646\" class=\"wp-image-30172 lazyload\" title=\"\" data-srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_12-53-14.png 664w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2022\/05\/Snapshot_22-05-29_12-53-14-300x55.png.webp 300w\" data-sizes=\"(max-width: 664px) 100vw, 664px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 664px; --smush-placeholder-aspect-ratio: 664\/122;\" \/><figcaption><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0631\u062d\u0644\u0647 \u06f4: \u062a\u0628\u062f\u06cc\u0644 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0647 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc<\/h3>\n\n\n\n<p>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0647\u062a\u0631\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f. \u062f\u0631\u0645\u062c\u0645\u0648\u0639 \u062f\u0627\u062f\u0647 \u0645\u0627\u060c \u062f\u0648 \u0633\u062a\u0648\u0646 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0627\u0631\u06cc\u0645: \u062c\u063a\u0631\u0627\u0641\u06cc\u0627 (&#8216;Geography&#8217;) \u0648 \u062c\u0646\u0633\u06cc\u062a (&#8216;Gender&#8217;). \u0627\u06cc\u0646 \u062f\u0648 \u0633\u062a\u0648\u0646 \u062d\u0627\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0642\u0627\u0644\u0628 \u0645\u062a\u0646\u06cc \u0647\u0633\u062a\u0646\u062f. \u0628\u0627\u06cc\u062f \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u0627\u06cc\u0646 \u062f\u0648 \u0633\u062a\u0648\u0646 \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u062c\u062f\u0627 \u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>dataset <span class=\"token operator\">=<\/span>  dataset<span class=\"token punctuation\">.<\/span><span class=\"token function\">drop<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">&#91;<\/span><span class=\"token string\">'Geography'<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">'Gender'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> axis<span class=\"token operator\">=<\/span><span class=\"token number\">\u06f1<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n\n\n\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0647 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u062f\u0633\u062a\u0647 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0639\u062f\u062f \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f. \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646\u200c\u0645\u062b\u0627\u0644\u060c \u062f\u0631 \u0633\u062a\u0648\u0646 \u062c\u0646\u0633\u06cc\u062a\u060c \u0632\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0627 \u06f0 \u0648 \u0645\u0631\u062f \u0631\u0627 \u0628\u0627 \u06f1 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0631\u062f\u060c \u06cc\u0627 \u0628\u0627\u0644\u0639\u06a9\u0633. \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u062f\u0648\u062f\u0633\u062a\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0633\u062a\u0648\u0646\u06cc \u0645\u0627\u0646\u0646\u062f \u062c\u063a\u0631\u0627\u0641\u06cc\u0627 \u0628\u0627 \u0633\u0647 \u062f\u0633\u062a\u0647 \u06cc\u0627 \u0628\u06cc\u0634\u062a\u0631\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06f0\u060c \u06f1 \u0648 \u06f2 \u0628\u0631\u0627\u06cc \u0633\u0647 \u06a9\u0634\u0648\u0631 \u0641\u0631\u0627\u0646\u0633\u0647\u060c \u0622\u0644\u0645\u0627\u0646 \u0648 \u0627\u0633\u067e\u0627\u0646\u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0627\u0627\u06cc\u0646\u200c\u062d\u0627\u0644\u060c \u0627\u06af\u0631 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0641\u0631\u0636 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u06cc\u06a9 \u0631\u0627\u0628\u0637\u0647 \u062a\u0631\u062a\u06cc\u0628\u06cc \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u0633\u0647 \u06a9\u0634\u0648\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0628\u0647\u200c\u0639\u0628\u0627\u0631\u062a\u200c\u062f\u06cc\u06af\u0631\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0641\u0631\u0636 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u06f2 \u0628\u0632\u0631\u06af\u200c\u062a\u0631 \u0627\u0632 \u06f1 \u0648 \u06f0 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631\u0648\u0627\u0642\u0639 \u0627\u0632\u0646\u0638\u0631 \u06a9\u0634\u0648\u0631\u0647\u0627\u06cc \u0632\u06cc\u0631\u0628\u0646\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0639\u062f\u0627\u062f \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u0627\u06cc\u0646\u200c\u0637\u0648\u0631 \u0646\u06cc\u0633\u062a.<\/p>\n\n\n\n<p>\u06cc\u06a9\u200c\u0631\u0627\u0647 \u0628\u0647\u062a\u0631 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0686\u0646\u06cc\u0646 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0647 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 one-hot encoding \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f\u060c \u062f\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 (\u0641\u0631\u0627\u0646\u0633\u0647\u060c \u0622\u0644\u0645\u0627\u0646\u060c \u0627\u0633\u067e\u0627\u0646\u06cc\u0627) \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u0645 \u0648 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0633\u062a\u0648\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645. \u062f\u0631 \u0647\u0631 \u0633\u062a\u0648\u0646 \u0627\u0632 \u06f1 \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u062f\u0633\u062a\u0647 \u0628\u0631\u0627\u06cc \u0631\u062f\u06cc\u0641 \u0641\u0639\u0644\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0648 \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0632 \u06f0 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f\u060c \u0628\u0627 \u0633\u0647 \u062f\u0633\u062a\u0647 \u0641\u0631\u0627\u0646\u0633\u0647\u060c \u0622\u0644\u0645\u0627\u0646 \u0648 \u0627\u0633\u067e\u0627\u0646\u06cc\u0627\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u062e\u0648\u062f \u0631\u0627 \u062a\u0646\u0647\u0627 \u0628\u0627 \u062f\u0648 \u0633\u062a\u0648\u0646 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645 (\u0645\u062b\u0644\u0627\u064b \u0622\u0644\u0645\u0627\u0646 \u0648 \u0627\u0633\u067e\u0627\u0646\u06cc\u0627). \u0686\u0631\u0627\u061f \u062e\u0648\u0628\u060c \u0627\u06af\u0631 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0631\u062f\u06cc\u0641 \u0645\u0639\u06cc\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u06a9\u0647 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc \u0622\u0646 \u0641\u0631\u0627\u0646\u0633\u0647 \u0627\u0633\u062a\u060c \u0633\u062a\u0648\u0646 \u0622\u0644\u0645\u0627\u0646 \u0648 \u0627\u0633\u067e\u0627\u0646\u06cc\u0627 \u0647\u0631 \u062f\u0648 \u062f\u0627\u0631\u0627\u06cc \u06f0 \u062e\u0648\u0627\u0647\u0646\u062f \u0628\u0648\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u06a9\u0634\u0648\u0631 \u0628\u0627\u06cc\u062f \u06a9\u0634\u0648\u0631 \u0628\u0627\u0642\u06cc\u0645\u0627\u0646\u062f\u0647 \u0628\u0627\u0634\u062f \u06a9\u0647 \u0628\u0627 \u0647\u06cc\u0686 \u0633\u062a\u0648\u0646\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a. \u067e\u0633 \u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0627 \u062f\u0631\u0648\u0627\u0642\u0639 \u0628\u0647 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u0646\u0633\u0647 \u0646\u06cc\u0627\u0632 \u0646\u062f\u0627\u0631\u06cc\u0645. \u067e\u0633 \u062f\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn \u0645\u0648\u0631\u062f\u0628\u062d\u062b \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0647\u0631 \u062f\u0648 \u0633\u062a\u0648\u0646 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627 \u0648 \u062c\u0646\u0633\u06cc\u062a \u0631\u0627 \u0628\u0647 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645. \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Geography <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span><span class=\"token function\">get_dummies<\/span><span class=\"token punctuation\">(<\/span>customer_data<span class=\"token punctuation\">.<\/span>Geography<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">&#91;<\/span><span class=\"token operator\">:<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">\u06f1<\/span><span class=\"token operator\">:<\/span><span class=\"token punctuation\">]<\/span>\n\nGender <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span><span class=\"token function\">get_dummies<\/span><span class=\"token punctuation\">(<\/span>customer_data<span class=\"token punctuation\">.<\/span>Gender<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">&#91;<\/span><span class=\"token operator\">:<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">\u06f1<\/span><span class=\"token operator\">:<\/span><span class=\"token punctuation\">]<\/span><\/code><\/pre>\n\n\n\n<p>\u0645\u062a\u062f get_dummies \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0647\u0627\u060c \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0633\u067e\u0633\u060c .iloc[:,1:] \u0633\u062a\u0648\u0646 \u0627\u0648\u0644 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u0648 \u0628\u0642\u06cc\u0647 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 (\u0622\u0644\u0645\u0627\u0646 \u0648 \u0627\u0633\u067e\u0627\u0646\u06cc\u0627) \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f. \u0647\u0645\u0627\u0646\u200c\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0630\u06a9\u0631 \u0634\u062f\u060c \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0647\u0645\u06cc\u0634\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0633\u062a\u0647\u200c\u0647\u0627\u06cc &#8220;n&#8221; \u0631\u0627 \u0628\u0627 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc &#8220;n &#8211; 1&#8221; \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u0645.<\/p>\n\n\n\n<p>\u062d\u0627\u0644\u0627 \u0627\u06af\u0631 \u0641\u0631\u06cc\u0645\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 Geography \u0648 customer_data \u0631\u0627 \u062f\u0631 \u067e\u0646\u062c\u0631\u0647 Variable Explorer \u0628\u0627\u0632\u06a9\u0646\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u0686\u06cc\u0632\u06cc \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0628\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img decoding=\"async\" width=\"681\" height=\"408\" data-src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_13-05-28.png\" alt=\"\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u06a9\u0633\u0628 \u06a9\u0627\u0631 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646\" class=\"wp-image-30174 lazyload\" title=\"\" data-srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_13-05-28.png 681w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2022\/05\/Snapshot_22-05-29_13-05-28-300x180.png.webp 300w\" data-sizes=\"(max-width: 681px) 100vw, 681px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 681px; --smush-placeholder-aspect-ratio: 681\/408;\" \/><figcaption><\/figcaption><\/figure>\n\n\n\n<p>\u0645\u0637\u0627\u0628\u0642 \u0628\u0627 \u062a\u0648\u0636\u06cc\u062d \u0642\u0628\u0644\u06cc \u0645\u0627\u060c \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627 \u0634\u0627\u0645\u0644 \u062f\u0648 \u0633\u062a\u0648\u0646 \u0628\u0647\u200c\u062c\u0627\u06cc \u0633\u0647 \u0633\u062a\u0648\u0646 \u0627\u0633\u062a. \u0648\u0642\u062a\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627 \u0641\u0631\u0627\u0646\u0633\u0647 \u0627\u0633\u062a\u060c \u0647\u0645 \u0622\u0644\u0645\u0627\u0646 \u0648 \u0647\u0645 \u0627\u0633\u067e\u0627\u0646\u06cc\u0627 \u062f\u0627\u0631\u0627\u06cc \u06f0 \u0647\u0633\u062a\u0646\u062f. \u0648\u0642\u062a\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc \u0627\u0633\u067e\u0627\u0646\u06cc\u0627 \u0627\u0633\u062a\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u0639\u062f\u062f \u06f1 \u0631\u0627 \u062f\u0631 \u0633\u062a\u0648\u0646 \u0627\u0633\u067e\u0627\u0646\u06cc\u0627 \u0648 \u06cc\u06a9 \u0639\u062f\u062f \u06f0 \u0631\u0627 \u062f\u0631 \u0633\u062a\u0648\u0646 \u0622\u0644\u0645\u0627\u0646 \u0628\u0628\u06cc\u0646\u06cc\u062f. \u0628\u0647\u200c\u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0644\u0645\u0627\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u0639\u062f\u062f \u06f1 \u0631\u0627 \u062f\u0631 \u0633\u062a\u0648\u0646 \u0622\u0644\u0645\u0627\u0646 \u0648 \u06cc\u06a9 \u0639\u062f\u062f \u06f0 \u0631\u0627 \u062f\u0631 \u0633\u062a\u0648\u0646 \u0627\u0633\u067e\u0627\u0646\u06cc\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f.<\/p>\n\n\n\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0646\u0647\u0627\u06cc\u06cc\u060c \u0628\u0627\u06cc\u062f \u0641\u0631\u06cc\u0645\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627 \u0648 \u062c\u0646\u0633\u06cc\u062a \u0631\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645. \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062a\u0627\u0628\u0639 concat \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647 \u0647\u0645 \u067e\u06cc\u0648\u0633\u062a\u0646 \u0627\u0641\u0642\u06cc \u062f\u0648 \u0641\u0631\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0645\u0627\u0646\u0646\u062f \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>dataset <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span><span class=\"token function\">concat<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">&#91;<\/span>dataset<span class=\"token punctuation\">,<\/span>Geography<span class=\"token punctuation\">,<\/span>Gender<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> axis<span class=\"token operator\">=<\/span><span class=\"token number\">\u06f1<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0631\u062d\u0644\u0647 \u06f5: \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/h3>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0627\u0632 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0627 \u0627\u06a9\u0646\u0648\u0646 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645\u061b \u0627\u0645\u0627 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0645\u062a\u063a\u06cc\u0631\u06cc \u0631\u0627 \u06a9\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062c\u062f\u0627 \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 \u0632\u06cc\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"token constant\">X<\/span> <span class=\"token operator\">=<\/span>  dataset<span class=\"token punctuation\">.<\/span><span class=\"token function\">drop<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">&#91;<\/span><span class=\"token string\">'Exited'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> axis<span class=\"token operator\">=<\/span><span class=\"token number\">\u06f1<\/span><span class=\"token punctuation\">)<\/span>\n\ny <span class=\"token operator\">=<\/span> dataset<span class=\"token punctuation\">&#91;<\/span><span class=\"token string\">'Exited'<\/span><span class=\"token punctuation\">]<\/span><\/code><\/pre>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c X \u0645\u062c\u0645\u0648\u0639\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0627 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u062a\u0645\u0627\u0645 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0628\u0647\u200c\u062c\u0632 \u0633\u062a\u0648\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u06cc\u062f \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0646\u06cc\u0645 (Exited). \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0631\u0686\u0633\u0628\u060c y\u060c \u0641\u0642\u0637 \u0634\u0627\u0645\u0644 \u0633\u062a\u0648\u0646 Exited \u0627\u0633\u062a\u061b \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0639\u062f\u0627\u064b \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645. \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062d\u0627\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062f\u0644 \u0645\u0627 \u0686\u0642\u062f\u0631 \u062e\u0648\u0628 \u0627\u0633\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f. \u0645\u0627 \u06f2\u06f0\u066a \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a \u0648 \u06f8\u06f0\u066a \u0628\u0627\u0642\u06cc\u0645\u0627\u0646\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f (\u0645\u0634\u062e\u0635\u200c\u0634\u062f\u0647 \u0628\u0627 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 test_size):<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"token keyword\">from<\/span> sklearn<span class=\"token punctuation\">.<\/span>model_selection <span class=\"token keyword\">import<\/span> train_test_split\n\nX_train<span class=\"token punctuation\">,<\/span> X_test<span class=\"token punctuation\">,<\/span> y_train<span class=\"token punctuation\">,<\/span> y_test <span class=\"token operator\">=<\/span> <span class=\"token function\">train_test_split<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">X<\/span><span class=\"token punctuation\">,<\/span> y<span class=\"token punctuation\">,<\/span> test_size <span class=\"token operator\">=<\/span> <span class=\"token number\">\u06f0.\u06f2<\/span><span class=\"token punctuation\">,<\/span> random_state <span class=\"token operator\">=<\/span> <span class=\"token number\">\u06f0<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0631\u062d\u0644\u0647 \u06f6: \u0622\u0645\u0648\u0632\u0634 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/h3>\n\n\n\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0627\u0644\u06af\u0648\u0647\u0627 \u06cc\u0627 \u0631\u0648\u0646\u062f\u0647\u0627 \u0631\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0645\u0639\u0631\u0648\u0641 \u0627\u0633\u062a. \u0645\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0648 \u062e\u0631\u0648\u062c\u06cc \u0635\u062d\u06cc\u062d \u0631\u0627 \u0628\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u063a\u0630\u06cc\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f \u062e\u0648\u0627\u0647\u062f \u06af\u0631\u0641\u062a \u06a9\u0647 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0648 \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0628\u06cc\u0627\u0628\u062f. \u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<p>\u0686\u0646\u062f\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0686\u0646\u06cc\u0646 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc (random forest) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f\u060c \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0633\u0627\u062f\u0647 \u0648 \u06cc\u06a9\u06cc \u0627\u0632 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u060c \u0645\u062a\u062f \u0641\u06cc\u062a (fit) \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u062f\u0631\u0645\u062c\u0645\u0648\u0639 \u0648\u06cc\u0698\u06af\u06cc (X) \u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0631\u0686\u0633\u0628 \u0645\u0631\u0628\u0648\u0637\u0647 (y) \u067e\u0627\u0633 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645. \u0633\u067e\u0633 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0631\u0648\u0634 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0631\u0645\u062c\u0645\u0648\u0639 \u062a\u0633\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"token keyword\">from<\/span> sklearn<span class=\"token punctuation\">.<\/span>ensemble <span class=\"token keyword\">import<\/span> RandomForestClassifier\n\nclassifier <span class=\"token operator\">=<\/span> <span class=\"token function\">RandomForestClassifier<\/span><span class=\"token punctuation\">(<\/span>n_estimators<span class=\"token operator\">=<\/span><span class=\"token number\">\u06f2\u06f0\u06f0<\/span><span class=\"token punctuation\">,<\/span> random_state<span class=\"token operator\">=<\/span><span class=\"token number\">\u06f0<\/span><span class=\"token punctuation\">)<\/span>\n\nclassifier<span class=\"token punctuation\">.<\/span><span class=\"token function\">fit<\/span><span class=\"token punctuation\">(<\/span>X_train<span class=\"token punctuation\">,<\/span> y_train<span class=\"token punctuation\">)<\/span>\n\npredictions <span class=\"token operator\">=<\/span> classifier<span class=\"token punctuation\">.<\/span><span class=\"token function\">predict<\/span><span class=\"token punctuation\">(<\/span>X_test<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0631\u062d\u0644\u0647 \u06f7: \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/h3>\n\n\n\n<p>\u0627\u06a9\u0646\u0648\u0646\u200c\u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0632\u0645\u0627\u0646 \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn \u0686\u0642\u062f\u0631 \u062e\u0648\u0628 \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u060c \u0645\u062a\u062f\u0627\u0648\u0644\u200c\u062a\u0631\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u0648\u0631\u062f\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0639\u0628\u0627\u0631\u062a\u200c\u0627\u0646\u062f \u0627\u0632 F1 MEASURE\u060c PRECISION\u060c Recall \u0648 ACCURACY. \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 scikit-learn \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u062f\u0627\u062e\u0644\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0647\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061b \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"token keyword\">from<\/span> sklearn<span class=\"token punctuation\">.<\/span>metrics <span class=\"token keyword\">import<\/span> classification_report<span class=\"token punctuation\">,<\/span> accuracy_score\n\n<span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token function\">classification_report<\/span><span class=\"token punctuation\">(<\/span>y_test<span class=\"token punctuation\">,<\/span>predictions <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n\n<span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token function\">accuracy_score<\/span><span class=\"token punctuation\">(<\/span>y_test<span class=\"token punctuation\">,<\/span> predictions <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n\n\n\n<p>\u062e\u0631\u0648\u062c\u06cc \u0622\u0646 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img decoding=\"async\" width=\"679\" height=\"311\" data-src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_15-11-07.png\" alt=\"\u0622\u0645\u0648\u0632\u0634 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn\" class=\"wp-image-30176 lazyload\" title=\"\" data-srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_15-11-07.png 679w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2022\/05\/Snapshot_22-05-29_15-11-07-300x137.png.webp 300w\" data-sizes=\"(max-width: 679px) 100vw, 679px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 679px; --smush-placeholder-aspect-ratio: 679\/311;\" \/><figcaption><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0631\u062d\u0644\u0647 \u06f8: \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648\u06cc\u0698\u06af\u06cc \u062f\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn<\/h3>\n\n\n\n<p>\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0622\u062e\u0631\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0646\u0642\u0634 \u0631\u0627 \u062f\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u0627\u06cc\u0641\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647\u060c RandomForestClassifier \u062f\u0627\u0631\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647 \u0646\u0627\u0645 feature_importance \u0627\u0633\u062a \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u06cc\u06a9 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u0639\u06cc\u0646 \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u06a9\u062f \u0632\u06cc\u0631 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u06cc\u0644\u0647\u200c\u0627\u06cc \u0627\u0632 \u06f1\u06f0 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u062a\u0631 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>feat_importances <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span><span class=\"token function\">Series<\/span><span class=\"token punctuation\">(<\/span>classifier<span class=\"token punctuation\">.<\/span>feature_importances_<span class=\"token punctuation\">,<\/span> index<span class=\"token operator\">=<\/span><span class=\"token constant\">X<\/span><span class=\"token punctuation\">.<\/span>columns<span class=\"token punctuation\">)<\/span>\n\nfeat_importances<span class=\"token punctuation\">.<\/span><span class=\"token function\">nlargest<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">\u06f1\u06f0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">plot<\/span><span class=\"token punctuation\">(<\/span>kind<span class=\"token operator\">=<\/span><span class=\"token string\">'barh'<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n\n\n\n<p>\u0648 \u062e\u0631\u0648\u062c\u06cc \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img decoding=\"async\" width=\"674\" height=\"289\" data-src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_13-22-19.png\" alt=\"\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc\" class=\"wp-image-30177 lazyload\" title=\"\" data-srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2022\/05\/Snapshot_22-05-29_13-22-19.png 674w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2022\/05\/Snapshot_22-05-29_13-22-19-300x129.png.webp 300w\" data-sizes=\"(max-width: 674px) 100vw, 674px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 674px; --smush-placeholder-aspect-ratio: 674\/289;\" \/><figcaption><\/figcaption><\/figure>\n\n\n\n<p>\u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0633\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0631\u0627 \u0628\u0631 \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u062f \u0648 \u067e\u0633\u200c\u0627\u0632\u0622\u0646 \u062d\u0642\u0648\u0642 \u0648 \u062f\u0633\u062a\u0645\u0632\u062f \u062a\u062e\u0645\u06cc\u0646\u06cc \u0645\u0634\u062a\u0631\u06cc \u0648 \u0645\u0627\u0646\u062f\u0647\u200c\u062d\u0633\u0627\u0628.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0642\u0637\u0639\u0647 \u06a9\u062f \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/h2>\n\n\n\n<p>\u0642\u0637\u0639\u0647 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u06cc \u06a9\u0647 \u0645\u0627 \u0633\u0627\u062e\u062a\u06cc\u0645 \u0628\u0647 \u0635\u0648\u0631\u062a \u06a9\u0644\u06cc \u0645\u0627\u0646\u0646\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np\n<span class=\"token keyword\">import<\/span> matplotlib<span class=\"token punctuation\">.<\/span>pyplot <span class=\"token keyword\">as<\/span> plt\n<span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd\ncustomer_data <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span><span class=\"token function\">read_csv<\/span><span class=\"token punctuation\">(<\/span>r<span class=\"token string\">'C:\/Users\/user\/Dropbox\/PC\/Desktop\/churn\/Churn_Modelling.csv'<\/span><span class=\"token punctuation\">)<\/span>\ncolumns <span class=\"token operator\">=<\/span> customer_data<span class=\"token punctuation\">.<\/span>columns<span class=\"token punctuation\">.<\/span>values<span class=\"token punctuation\">.<\/span><span class=\"token function\">tolist<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>columns<span class=\"token punctuation\">)<\/span>\ndataset <span class=\"token operator\">=<\/span> customer_data<span class=\"token punctuation\">.<\/span><span class=\"token function\">drop<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">&#91;<\/span><span class=\"token string\">'RowNumber'<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">'CustomerId'<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">'Surname'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> axis<span class=\"token operator\">=<\/span><span class=\"token number\">\u06f1<\/span><span class=\"token punctuation\">)<\/span>\ndataset <span class=\"token operator\">=<\/span>  dataset<span class=\"token punctuation\">.<\/span><span class=\"token function\">drop<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">&#91;<\/span><span class=\"token string\">'Geography'<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">'Gender'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> axis<span class=\"token operator\">=<\/span><span class=\"token number\">\u06f1<\/span><span class=\"token punctuation\">)<\/span>\nGeography <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span><span class=\"token function\">get_dummies<\/span><span class=\"token punctuation\">(<\/span>customer_data<span class=\"token punctuation\">.<\/span>Geography<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">&#91;<\/span><span class=\"token operator\">:<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">\u06f1<\/span><span class=\"token operator\">:<\/span><span class=\"token punctuation\">]<\/span>\nGender <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span><span class=\"token function\">get_dummies<\/span><span class=\"token punctuation\">(<\/span>customer_data<span class=\"token punctuation\">.<\/span>Gender<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">&#91;<\/span><span class=\"token operator\">:<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">\u06f1<\/span><span class=\"token operator\">:<\/span><span class=\"token punctuation\">]<\/span>\ndataset <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span><span class=\"token function\">concat<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">&#91;<\/span>dataset<span class=\"token punctuation\">,<\/span>Geography<span class=\"token punctuation\">,<\/span>Gender<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> axis<span class=\"token operator\">=<\/span><span class=\"token number\">\u06f1<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token constant\">X<\/span> <span class=\"token operator\">=<\/span>  dataset<span class=\"token punctuation\">.<\/span><span class=\"token function\">drop<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">&#91;<\/span><span class=\"token string\">'Exited'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> axis<span class=\"token operator\">=<\/span><span class=\"token number\">\u06f1<\/span><span class=\"token punctuation\">)<\/span>\ny <span class=\"token operator\">=<\/span> dataset<span class=\"token punctuation\">&#91;<\/span><span class=\"token string\">'Exited'<\/span><span class=\"token punctuation\">]<\/span>\n<span class=\"token keyword\">from<\/span> sklearn<span class=\"token punctuation\">.<\/span>model_selection <span class=\"token keyword\">import<\/span> train_test_split\nX_train<span class=\"token punctuation\">,<\/span> X_test<span class=\"token punctuation\">,<\/span> y_train<span class=\"token punctuation\">,<\/span> y_test <span class=\"token operator\">=<\/span> <span class=\"token function\">train_test_split<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">X<\/span><span class=\"token punctuation\">,<\/span> y<span class=\"token punctuation\">,<\/span> test_size <span class=\"token operator\">=<\/span> <span class=\"token number\">\u06f0.\u06f2<\/span><span class=\"token punctuation\">,<\/span> random_state <span class=\"token operator\">=<\/span> <span class=\"token number\">\u06f0<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">from<\/span> sklearn<span class=\"token punctuation\">.<\/span>ensemble <span class=\"token keyword\">import<\/span> RandomForestClassifier\nclassifier <span class=\"token operator\">=<\/span> <span class=\"token function\">RandomForestClassifier<\/span><span class=\"token punctuation\">(<\/span>n_estimators<span class=\"token operator\">=<\/span><span class=\"token number\">\u06f2\u06f0\u06f0<\/span><span class=\"token punctuation\">,<\/span> random_state<span class=\"token operator\">=<\/span><span class=\"token number\">\u06f0<\/span><span class=\"token punctuation\">)<\/span>\nclassifier<span class=\"token punctuation\">.<\/span><span class=\"token function\">fit<\/span><span class=\"token punctuation\">(<\/span>X_train<span class=\"token punctuation\">,<\/span> y_train<span class=\"token punctuation\">)<\/span>\npredictions <span class=\"token operator\">=<\/span> classifier<span class=\"token punctuation\">.<\/span><span class=\"token function\">predict<\/span><span class=\"token punctuation\">(<\/span>X_test<span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">from<\/span> sklearn<span class=\"token punctuation\">.<\/span>metrics <span class=\"token keyword\">import<\/span> classification_report<span class=\"token punctuation\">,<\/span> accuracy_score\n<span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token function\">classification_report<\/span><span class=\"token punctuation\">(<\/span>y_test<span class=\"token punctuation\">,<\/span>predictions <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token function\">accuracy_score<\/span><span class=\"token punctuation\">(<\/span>y_test<span class=\"token punctuation\">,<\/span> predictions <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\nfeat_importances <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span><span class=\"token function\">Series<\/span><span class=\"token punctuation\">(<\/span>classifier<span class=\"token punctuation\">.<\/span>feature_importances_<span class=\"token punctuation\">,<\/span> index<span class=\"token operator\">=<\/span><span class=\"token constant\">X<\/span><span class=\"token punctuation\">.<\/span>columns<span class=\"token punctuation\">)<\/span>\nfeat_importances<span class=\"token punctuation\">.<\/span><span class=\"token function\">nlargest<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">\u06f1\u06f0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">plot<\/span><span class=\"token punctuation\">(<\/span>kind<span class=\"token operator\">=<\/span><span class=\"token string\">'barh'<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/h2>\n\n\n\n<p>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u06cc\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn \u0628\u0631\u0627\u06cc \u062b\u0628\u0627\u062a \u0645\u0627\u0644\u06cc \u0628\u0644\u0646\u062f\u0645\u062f\u062a \u06cc\u06a9 \u0634\u0631\u06a9\u062a \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0645\u0627 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645 \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u0627 \u062f\u0642\u062a \u06f8\u06f6.\u06f3\u06f5% \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f. \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u200c\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0686\u0642\u062f\u0631 \u0622\u0633\u0627\u0646 \u0648 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647\u200c\u0648\u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0641\u06cc\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0627\u062e\u0644\u06cc \u0641\u0631\u0627\u0648\u0627\u0646\u06cc \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u0632 \u0645\u06a9\u062a\u0628 \u062e\u0648\u0646\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc churn \u06cc\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0645\u0634\u062a\u0631\u06cc\u060c \u06a9\u0627\u0631\u0628\u0631\u060c \u0645\u0634\u062a\u0631\u06a9 \u06cc\u0627 \u0647\u0631 \u0646\u0648\u0639 \u0645\u0634\u062a\u0631\u06cc [&hellip;]<\/p>\n","protected":false},"author":28,"featured_media":30178,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21],"tags":[],"class_list":["post-30167","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence-articles"],"_links":{"self":[{"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/posts\/30167","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/users\/28"}],"replies":[{"embeddable":true,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/comments?post=30167"}],"version-history":[{"count":4,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/posts\/30167\/revisions"}],"predecessor-version":[{"id":66156,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/posts\/30167\/revisions\/66156"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/media\/30178"}],"wp:attachment":[{"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/media?parent=30167"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/categories?post=30167"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/maktabkhooneh.org\/mag\/wp-json\/wp\/v2\/tags?post=30167"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}