{"id":27057,"date":"2023-06-15T14:00:39","date_gmt":"2023-06-15T10:30:39","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/churn-prediction-in-telecom-industry-using-python-1359\/"},"modified":"2023-06-15T14:00:39","modified_gmt":"2023-06-15T10:30:39","slug":"churn-prediction-in-telecom-industry-using-python-1359","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/churn-prediction-in-telecom-industry-using-python-1359\/","title":{"rendered":"\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634 \u062f\u0631 \u0635\u0646\u0639\u062a \u0645\u062e\u0627\u0628\u0631\u0627\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646"},"content":{"rendered":"<div data-article-id=\"1504658\" id=\"article-body\">\n<p>\u0645\u0646 \u0642\u0635\u062f \u062f\u0627\u0631\u0645 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0645 \u06a9\u0647 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href=\"https:\/\/nabfollower.com\/blog\/churn-prediction-in-telecom-industry-using-python-1359\/#%D8%AA%D8%B9%D8%AF%D8%A7%D8%AF_%D8%B1%DB%8C%D8%B2%D8%B4_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B3%D8%B1%D9%88%DB%8C%D8%B3_%D8%A7%DB%8C%D9%86%D8%AA%D8%B1%D9%86%D8%AA_%D8%B1%D8%A7_%D8%AA%D8%AC%D8%B3%D9%85_%DA%A9%D9%86%DB%8C%D8%AF\" >\u062a\u0639\u062f\u0627\u062f \u0631\u06cc\u0632\u0634 \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0631\u0627 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/churn-prediction-in-telecom-industry-using-python-1359\/#%D8%AD%D8%B0%D9%81_%D8%B3%D8%AA%D9%88%D9%86_%D9%87%D8%A7%DB%8C_%D8%BA%DB%8C%D8%B1_%D8%B6%D8%B1%D9%88%D8%B1%DB%8C\" >\u062d\u0630\u0641 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc<\/a><\/li><li class='ez-toc-page-1 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href=\"https:\/\/nabfollower.com\/blog\/churn-prediction-in-telecom-industry-using-python-1359\/#%D8%AA%D9%85%D8%A7%D9%85_%D8%B3%D8%AA%D9%88%D9%86_%D9%87%D8%A7%DB%8C_%D8%BA%DB%8C%D8%B1_%D8%B9%D8%AF%D8%AF%DB%8C_%D8%B1%D8%A7_%D8%A8%D9%87_%D8%B9%D8%AF%D8%AF%DB%8C_%D8%AA%D8%A8%D8%AF%DB%8C%D9%84_%DA%A9%D9%86%DB%8C%D8%AF\" >\u062a\u0645\u0627\u0645 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u0639\u062f\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0639\u062f\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/nabfollower.com\/blog\/churn-prediction-in-telecom-industry-using-python-1359\/#%D8%A7%D9%86%D9%88%D8%A7%D8%B9_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%AC%D8%AF%DB%8C%D8%AF_%D8%B1%D8%A7_%D9%86%D8%B4%D8%A7%D9%86_%D8%AF%D9%87%DB%8C%D8%AF\" >\u0627\u0646\u0648\u0627\u0639 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href=\"https:\/\/nabfollower.com\/blog\/churn-prediction-in-telecom-industry-using-python-1359\/#%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%B1%D8%A7_%D9%85%D9%82%DB%8C%D8%A7%D8%B3_%D8%A8%D9%86%D8%AF%DB%8C_%DA%A9%D8%B1%D8%AF\" >\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/nabfollower.com\/blog\/churn-prediction-in-telecom-industry-using-python-1359\/#%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A8%D9%87_80_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%88_20_%D8%AA%D8%B3%D8%AA_%D8%AA%D9%82%D8%B3%DB%8C%D9%85_%DA%A9%D9%86%DB%8C%D8%AF\" >\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 80% \u0622\u0645\u0648\u0632\u0634 \u0648 20% \u062a\u0633\u062a \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/nabfollower.com\/blog\/churn-prediction-in-telecom-industry-using-python-1359\/#%D9%85%D8%AF%D9%84_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u062f\u0644 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/nabfollower.com\/blog\/churn-prediction-in-telecom-industry-using-python-1359\/#%D9%BE%DB%8C%D8%B4_%D8%A8%DB%8C%D9%86%DB%8C_%D8%B1%D8%A7_%D8%B1%D9%88%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%AA%D8%B3%D8%AA_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\" >\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u0627 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0633\u062a \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/nabfollower.com\/blog\/churn-prediction-in-telecom-industry-using-python-1359\/#%D8%AF%D9%82%D8%AA%D8%8C_%DB%8C%D8%A7%D8%AF%D8%A2%D9%88%D8%B1%DB%8C%D8%8C_%D8%A7%D9%85%D8%AA%DB%8C%D8%A7%D8%B2_F1_%D8%B1%D8%A7_%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\" >\u062f\u0642\u062a\u060c \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc\u060c \u0627\u0645\u062a\u06cc\u0627\u0632 F1 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%BE%DB%8C%D8%B4_%D8%A8%DB%8C%D9%86%DB%8C_%D8%B1%DB%8C%D8%B2%D8%B4_%D9%85%D8%B4%D8%AA%D8%B1%DB%8C\"><\/span>\n<p>  \u0628\u0631\u0646\u0627\u0645\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2><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>\n<p>  \u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>import pandas as pd\nimport numpy as np\nimport sklearn\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom sklearn.preprocessing import LabelEncoder\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.metrics import classification_report\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.model_selection import train_test_split\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%B1%D8%A7_%D8%AF%D8%B1_%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86_%D8%A8%D8%A7%D8%B1%DA%AF%DB%8C%D8%B1%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u0645\u0646 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u0645\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627\u06cc\u062f \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Google \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0645<br \/>\u062f\u0631 \u0632\u06cc\u0631 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0634\u0627\u0631\u06a9\u062a\u06cc \u0622\u0645\u062f\u0647 \u0627\u0633\u062a<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>from google.colab import files\nuploaded = files.upload()\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0633\u0644\u0648\u0644\u060c \u0631\u0648\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0641\u0627\u06cc\u0644 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0648 \u0641\u0627\u06cc\u0644\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u062e\u0648\u062f \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f\u060c \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%AF%D8%B1_%DB%8C%DA%A9_%D9%82%D8%A7%D8%A8_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0642\u0627\u0628 \u062f\u0627\u062f\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0646 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u0628\u0647 \u0646\u0627\u0645 DF \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u0645 \u06a9\u0647 \u0645\u062e\u0641\u0641 \u0639\u0628\u0627\u0631\u062a data frame \u0627\u0633\u062a.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u067e\u0646\u062c \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0646\u06af\u0627\u0647 \u06a9\u0646\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>df = pd.read_csv('WA_Fn-UseC_-Telco-Customer-Churn.csv')\ndf.head(7)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><\/p>\n<p>\u0648 \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647 \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645.  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u0647\u0645\u0647 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0628\u0627\u0644\u0627 \u062f\u0627\u0631\u06cc\u0645 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0627 \u067e\u0627\u06cc\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0633\u062a\u0648\u0646 \u0647\u062f\u0641 \u062e\u0648\u062f \u0631\u0627 \u06a9\u0647 &#8220;Churn&#8221; \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u0645.  \u0648 \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0631 \u0627\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0628\u0644\u0647 \u0648 \u062e\u06cc\u0631 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0646\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0634\u062a\u0631\u06cc \u0627\u0646\u0635\u0631\u0627\u0641 \u0646\u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u0627\u0644\u0628\u062a\u0647 \u0628\u0644\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0634\u062a\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631 \u0627\u0641\u062a\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u0647\u0631 \u0631\u062f\u06cc\u0641 \u06cc\u06a9 \u0645\u0634\u062a\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D9%85%D8%A7%DB%8C%D8%B4_%D8%AA%D8%B9%D8%AF%D8%A7%D8%AF_%D8%B3%D8%B7%D8%B1%D9%87%D8%A7_%D9%88_%D8%B3%D8%AA%D9%88%D9%86_%D9%87%D8%A7\"><\/span>\n<p>  \u0646\u0645\u0627\u06cc\u0634 \u062a\u0639\u062f\u0627\u062f \u0633\u0637\u0631\u0647\u0627 \u0648 \u0633\u062a\u0648\u0646 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0633 \u0641\u0642\u0637 \u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f\u060c<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>df.shape\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>(7043, 21)<\/p>\n<p>\u0648 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0647\u0641\u062a \u0647\u0632\u0627\u0631 \u0648 \u0686\u0647\u0644 \u0648 \u0633\u0647 \u0631\u062f\u06cc\u0641 \u06cc\u0627 \u0645\u0634\u062a\u0631\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0648 \u0628\u06cc\u0633\u062a \u0648 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u06cc\u0627 \u0646\u0642\u0637\u0647 \u062f\u0627\u062f\u0647 \u0631\u0648\u06cc \u0647\u0631 \u0645\u0634\u062a\u0631\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D9%85%D8%A7%DB%8C%D8%B4_%D9%87%D9%85%D9%87_%D8%B3%D8%AA%D9%88%D9%86_%D9%87%D8%A7\"><\/span>\n<p>  \u0646\u0645\u0627\u06cc\u0634 \u0647\u0645\u0647 \u0633\u062a\u0648\u0646 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>df.columns.values\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0622\u0631\u0627\u06cc\u0647([&#8216;customerID&#8217;, &#8216;gender&#8217;, &#8216;SeniorCitizen&#8217;, &#8216;Partner&#8217;, &#8216;Dependents&#8217;, &#8216;tenure&#8217;, &#8216;PhoneService&#8217;, &#8216;MultipleLines&#8217;, &#8216;InternetService&#8217;, &#8216;OnlineSecurity&#8217;, &#8216;OnlineBackup&#8217;, &#8216;DeviceProtection&#8217;, &#8216;TechSupport&#8217;, &#8216;StreamingTV&#8217;, &#8216;StreamingMovies&#8217;, &#8216;Contract&#8217;, &#8216;PaperlessBilling&#8217;, &#8216;PaymentMethod&#8217;, &#8216;MonthlyCharges&#8217;, &#8216;TotalCharges&#8217;, &#8216;Churn&#8217;]\u060c dtype=object)<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0646\u0627\u0645 \u0647\u0645\u0647 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0648 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0645 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u062c\u0627\u0644\u0628\u06cc \u0645\u0627\u0646\u0646\u062f \u0634\u0646\u0627\u0633\u0647 \u0645\u0634\u062a\u0631\u06cc\u060c \u062c\u0646\u0633\u06cc\u062a\u060c \u062e\u062f\u0645\u0627\u062a \u062a\u0644\u0641\u0646\u060c \u062e\u062f\u0645\u0627\u062a \u0627\u06cc\u0646\u062a\u0631\u0646\u062a\u06cc\u060c \u0642\u0631\u0627\u0631\u062f\u0627\u062f\u060c \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0627\u0647\u0627\u0646\u0647\u060c \u062f\u0648\u0631\u0647 \u062a\u0635\u062f\u06cc \u0648 \u0645\u0634\u062e\u0635\u0627\u064b \u0631\u06cc\u0632\u0634 \u0631\u0627 \u0628\u0628\u06cc\u0646\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B2_%D8%AF%D8%B3%D8%AA_%D8%B1%D9%81%D8%AA%D9%87_%DB%8C%D8%A7_%D9%85%D9%82%D8%A7%D8%AF%DB%8C%D8%B1_NA_%D8%B1%D8%A7_%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u06cc\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 NA \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0641\u0642\u0637 \u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f\u060c<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>df. isna(). sum()\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_225_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"344\" height=\"559\" title=\"\"><\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0633\u0644\u0648\u0644\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0645 \u0646\u0627\u0645 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0633\u0645\u062a \u0686\u067e \u0648 \u062a\u0639\u062f\u0627\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0633\u062a\u0648\u0646 \u062f\u0631 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0648 \u0631\u0627\u0633\u062a \u0628\u0628\u06cc\u0646\u0645\u060c \u0647\u0631 \u0645\u0642\u062f\u0627\u0631 \u0645\u0646\u0641\u0631\u062f \u0635\u0641\u0631 \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0647 \u0645\u0646 \u0645\u06cc\u200c\u06af\u0648\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0647\u06cc\u0686 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647\u200c\u0627\u06cc \u0646\u062f\u0627\u0631\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D9%85%D8%A7%DB%8C%D8%B4_%D8%A8%D8%B1%D8%AE%DB%8C_%D8%A7%D8%B2_%D8%A2%D9%85%D8%A7%D8%B1%D9%87%D8%A7\"><\/span>\n<p>  \u0646\u0645\u0627\u06cc\u0634 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0645\u0627\u0631\u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0631\u0627\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0645\u0627\u0631\u060c \u0641\u0642\u0637 \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a \u0627\u06cc\u0646\u062c\u0627 \u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f\u060c<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>df.describe()\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_940_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"405\" title=\"\"><\/p>\n<p>\u0648 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0627 \u0622\u0645\u0627\u0631\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u062f\u0648\u0631\u0647 \u062a\u0635\u062f\u06cc 72 \u0645\u0627\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062d\u062f\u0648\u062f \u0634\u0634 \u0633\u0627\u0644 \u0627\u0633\u062a \u0648 \u062d\u062f\u0627\u0642\u0644 \u062f\u0648\u0631\u0647 \u062a\u0635\u062f\u06cc \u0635\u0641\u0631 \u0645\u0627\u0647 \u0648 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062a\u0635\u062f\u06cc 32 \u0645\u0627\u0647 \u0627\u0633\u062a.  \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0634\u0627\u0631\u0698 \u0645\u0627\u0647\u0627\u0646\u0647 118 \u062f\u0644\u0627\u0631 \u0628\u0627 \u0628\u0631\u062e\u06cc \u0627\u0645\u062a\u06cc\u0627\u0632\u0627\u062a \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u0634\u062a\u0631\u06cc \u0648 \u062d\u062f\u0627\u0642\u0644 \u0634\u0627\u0631\u0698 \u0645\u0627\u0647\u0627\u0646\u0647 18 \u062f\u0644\u0627\u0631 \u0648 250000 \u0633\u0646\u062a \u0628\u0631\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc \u0648 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 64.761692 \u062f\u0644\u0627\u0631 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B9%D8%AF%D8%A7%D8%AF_%D8%B1%DB%8C%D8%B2%D8%B4_%D9%85%D8%B4%D8%AA%D8%B1%DB%8C_%D8%B1%D8%A7_%D8%AF%D8%B1%DB%8C%D8%A7%D9%81%D8%AA_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u062a\u0639\u062f\u0627\u062f \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0633\u0648\u0627\u0644 \u0645\u0646 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0686\u0646\u062f \u0646\u0641\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0686\u0631\u0648\u06a9\u06cc\u062f\u0646 \u0647\u0633\u062a\u0646\u062f \u0648 \u0686\u0646\u062f \u0646\u0641\u0631 \u062f\u06cc\u06af\u0631 \u0686\u0631\u0648\u06a9\u06cc\u062f\u0647 \u0646\u0645\u06cc \u0634\u0648\u0646\u062f \u06cc\u0627 \u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0647 \u0648 \u0644\u06a9\u0647 \u062f\u0627\u0631 \u0646\u0645\u06cc \u0634\u0648\u0646\u062f.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0631\u0627\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0622\u0646 \u062a\u0639\u062f\u0627\u062f\u060c \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u062a\u0627\u06cc\u067e \u06a9\u0646\u0645\u060c<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>df['Churn'] . value_counts()\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_859_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"433\" height=\"113\" title=\"\"><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u067e\u0646\u062c \u0647\u0632\u0627\u0631 \u0648 \u06cc\u06a9\u0635\u062f \u0648 \u0647\u0641\u062a\u0627\u062f \u0648 \u0686\u0647\u0627\u0631 \u0645\u0634\u062a\u0631\u06cc \u0627\u06cc\u0646 \u0634\u0631\u06a9\u062a \u0631\u06cc\u0632\u0634 \u0646\u06a9\u0631\u062f\u0647 \u0648 \u0647\u0632\u0627\u0631 \u0648 \u0647\u0634\u062a\u0635\u062f \u0648 \u0634\u0635\u062a \u0648 \u0646\u0647 \u0645\u0634\u062a\u0631\u06cc \u0627\u06cc\u0646 \u0634\u0631\u06a9\u062a \u0631\u06cc\u0632\u0634 \u062e\u0648\u0627\u0647\u0646\u062f \u06a9\u0631\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B9%D8%AF%D8%A7%D8%AF_%D8%AF%D9%81%D8%B9%D8%A7%D8%AA_%D9%85%D8%B4%D8%AA%D8%B1%DB%8C_%D8%B1%D8%A7_%D8%AA%D8%AC%D8%B3%D9%85_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a \u0645\u0634\u062a\u0631\u06cc \u0631\u0627 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0641\u0642\u0637 \u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f\u060c<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>sns.countplot(df['Churn'])\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_593_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"763\" height=\"395\" title=\"\"><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0635\u0631\u06cc \u0647\u0645\u0627\u0646 \u0634\u0645\u0627\u0631\u0634\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u06cc\u0644\u0647\u200c\u0627\u06cc \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u06a9\u0645\u06cc \u0648\u0627\u0636\u062d\u200c\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0634\u0631\u06a9\u062a \u0645\u06cc\u200c\u0645\u0627\u0646\u0646\u062f \u0648 \u0633\u067e\u0633 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0634\u0631\u06a9\u062a \u0631\u0627 \u062a\u0631\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1%D8%B5%D8%AF_%D9%85%D8%B4%D8%AA%D8%B1%DB%8C%D8%A7%D9%86%DB%8C_%DA%A9%D9%87_%D8%AA%D8%B1%DA%A9_%D9%85%DB%8C_%DA%A9%D9%86%D9%86%D8%AF_%DA%86%D9%82%D8%AF%D8%B1_%D8%A7%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  \u062f\u0631\u0635\u062f \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0631\u06a9 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0686\u0642\u062f\u0631 \u0627\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>num_retained = df[df.Churn == 'No']. shape[0]\nnum_Churned = df[df.Churn == 'yes']. shape[0]\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>#print the percentages of customer that stayed\nprint( num_retained \/ (num_retained + num_Churned) * 100, '% of customers stayed with the company.')\n\n#print the percentages of customer that left\nprint( num_Churned \/ (num_retained + num_Churned) * 100, '% of customers left with the company.')\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>73.0 \u062f\u0631\u0635\u062f \u0627\u0632 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u062f\u0631 \u0634\u0631\u06a9\u062a \u0645\u0627\u0646\u062f\u0646\u062f.<br \/>26.0 \u062f\u0631\u0635\u062f \u0627\u0632 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0634\u0631\u06a9\u062a \u0631\u0627 \u062a\u0631\u06a9 \u06a9\u0631\u062f\u0646\u062f.<\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u0647\u0641\u062a\u0627\u062f \u0648 \u0633\u0647 \u062f\u0631\u0635\u062f \u0627\u0632 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u062f\u0631 \u0634\u0631\u06a9\u062a \u0645\u0627\u0646\u062f\u0646\u062f \u0648 26 \u062f\u0631\u0635\u062f \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u0634\u0631\u06a9\u062a \u0631\u0627 \u062a\u0631\u06a9 \u06a9\u0631\u062f\u0646\u062f.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0627\u06cc\u0646 \u0645\u0647\u0645 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0628\u0647 \u0645\u0646 \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u0627\u06af\u0631 \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u06cc\u06a9 \u0645\u0634\u062a\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627\u0634\u062f \u0648 \u0627\u06af\u0631 \u0645\u062c\u0628\u0648\u0631 \u0628\u0627\u0634\u0645 \u062d\u062f\u0633 \u0628\u0632\u0646\u0645 \u06a9\u0647 \u0627\u06af\u0631 \u0645\u0634\u062a\u0631\u06cc \u0631\u06cc\u0632\u0634 \u06a9\u0646\u062f \u06cc\u0627 \u0631\u06cc\u0632\u0634 \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0634\u0627\u0646\u0633 \u0634\u0645\u0627 50\/50 \u0627\u0633\u062a \u0627\u0645\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0627\u0633\u062a. \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0634\u062a\u0631\u06cc \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc\u200c\u06a9\u0646\u0645\u060c \u0634\u0627\u0646\u0633 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u062d\u062f\u0633 \u0632\u062f\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u0634\u062a\u0631\u06cc \u062f\u0631 \u0634\u0631\u06a9\u062a \u0628\u0627\u0642\u06cc \u0645\u06cc\u200c\u0645\u0627\u0646\u062f \u0648 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062a\u0645\u0627\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0645\u060c \u06f7\u06f3 \u062f\u0631\u0635\u062f \u0627\u0632 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc\u200c\u0622\u0648\u0631\u0645.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0645\u062f\u0644\u06cc \u06a9\u0647 \u0645\u0646 \u0633\u0627\u062e\u062a\u0645 \u0628\u0627\u06cc\u062f \u0628\u0647\u062a\u0631 \u0627\u0632 73 \u062f\u0631\u0635\u062f \u0628\u0627\u0634\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B9%D8%AF%D8%A7%D8%AF_%D8%B1%DB%8C%D8%B2%D8%B4_%D8%B1%D8%A7_%D9%87%D9%85_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%85%D8%B1%D8%AF_%D9%88_%D9%87%D9%85_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B2%D9%86_%D8%AA%D8%AC%D8%B3%D9%85_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u062a\u0639\u062f\u0627\u062f \u0631\u06cc\u0632\u0634 \u0631\u0627 \u0647\u0645 \u0628\u0631\u0627\u06cc \u0645\u0631\u062f \u0648 \u0647\u0645 \u0628\u0631\u0627\u06cc \u0632\u0646 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0644\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0645 \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a \u0645\u0631\u062f \u0648 \u0632\u0646 \u0631\u0627 \u062a\u062c\u0633\u0645 \u06a9\u0646\u0645.  \u067e\u0633 \u0641\u0642\u0637 \u062a\u0627\u06cc\u067e \u06a9\u0646<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>sns.countplot(x='gender', hue=\"Churn\", data = df)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_926_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"667\" height=\"347\" title=\"\"><\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u062a\u0641\u0627\u0648\u062a \u0686\u0646\u062f\u0627\u0646\u06cc \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0648\u062c\u0648\u062f 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\u0686\u0631\u0627 \u0627\u06cc\u0646 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0634\u0631\u06a9\u062a \u0647\u0633\u062a\u0646\u062f.  \u0641\u06a9\u0631 \u0646\u0645\u06cc \u06a9\u0646\u0645 \u062c\u0646\u0633\u06cc\u062a \u0631\u0628\u0637\u06cc \u0628\u0647 \u0622\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B9%D8%AF%D8%A7%D8%AF_%D8%B1%DB%8C%D8%B2%D8%B4_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B3%D8%B1%D9%88%DB%8C%D8%B3_%D8%A7%DB%8C%D9%86%D8%AA%D8%B1%D9%86%D8%AA_%D8%B1%D8%A7_%D8%AA%D8%AC%D8%B3%D9%85_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u062a\u0639\u062f\u0627\u062f \u0631\u06cc\u0632\u0634 \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0631\u0627 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u0639\u062f\u0627\u062f \u0631\u06cc\u0632\u0634 \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0631\u0627 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645.  \u067e\u0633 \u0641\u0642\u0637 \u062a\u0627\u06cc\u067e \u06a9\u0646<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>sns.countplot( x='InternetService', hue=\"Churn\", data = df)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_930_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"591\" height=\"381\" title=\"\"><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u0627 \u0686\u06cc\u0632 \u0645\u0641\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u06a9\u0647 \u0627\u0646\u0635\u0631\u0627\u0641 \u0646\u062f\u0627\u062f\u0647 \u0627\u0646\u062f \u062f\u0627\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a dsl \u0647\u0633\u062a\u0646\u062f \u0648 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u0628\u0631\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u06a9\u0647 \u0631\u06cc\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f \u062f\u0627\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0641\u06cc\u0628\u0631 \u0646\u0648\u0631\u06cc \u0647\u0633\u062a\u0646\u062f.<br \/>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u06cc\u0627\u0646\u062f\u0627\u0632\u06cc\u0645.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0645\u060c<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>numerical_features = ['tenure', 'MonthlyCharges']\nfig, ax = plt.subplots(1, 2, figsize=(28,8))\ndf[df.Churn =='No'][numerical_features].hist(bins=20, color=\"blue\", alpha=0.5, ax = ax)\ndf[df.Churn =='Yes'][numerical_features].hist(bins=20, color=\"orange\", alpha=0.5, ax = ax)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_589_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"272\" title=\"\"><\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0628\u0647 \u062f\u0648 \u0633\u062a\u0648\u0646 \u06a9\u0647 \u062d\u0642 \u062a\u0635\u062f\u06cc \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u0627\u0647\u0627\u0646\u0647 \u0647\u0633\u062a\u0646\u062f \u0646\u06af\u0627\u0647 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\u0633\u067e\u0633 \u0628\u0647 \u062f\u0648\u0631\u0647 \u062a\u0635\u062f\u06cc \u0646\u06af\u0627\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u06a9\u062b\u0631 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u06a9\u0647 \u0628\u06cc\u0646 \u0635\u0641\u0631 \u062a\u0627 \u062f\u0647 \u0645\u0627\u0647 \u0631\u06cc\u0632\u0634 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u06a9\u0647 \u0631\u06cc\u0632\u0634 \u0646\u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc\u200c\u0631\u0633\u062f \u0627\u0633\u0627\u0633\u0627\u064b \u062f\u0648\u0631\u0647 \u062a\u0635\u062f\u06cc \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc\u200c\u0631\u0633\u062f \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a. \u0628\u06cc\u0646 65 \u062a\u0627 72 \u0645\u0627\u0647  \u067e\u0633 \u0622\u0646\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0631\u0641\u062a\u0646\u062f \u062a\u0635\u062f\u06cc \u06a9\u0645\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f \u0648 \u0622\u0646\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627\u0646\u062f\u0646\u062f \u062f\u0648\u0631\u0647 \u062a\u0635\u062f\u06cc \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AD%D8%B0%D9%81_%D8%B3%D8%AA%D9%88%D9%86_%D9%87%D8%A7%DB%8C_%D8%BA%DB%8C%D8%B1_%D8%B6%D8%B1%D9%88%D8%B1%DB%8C\"><\/span>\n<p>  \u062d\u0630\u0641 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u0645 \u0633\u062a\u0648\u0646 ID \u0645\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0628\u06cc \u0641\u0627\u06cc\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u062d\u0630\u0641 \u06a9\u0646\u06cc\u0645.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0645\u0646 \u062a\u0639\u062f\u0627\u062f\u06cc \u0645\u062a\u063a\u06cc\u0631 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>cleaned_df =df.drop('customerID', axis =1)\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D9%87_%D8%AA%D8%B9%D8%AF%D8%A7%D8%AF_%D8%B3%D8%B7%D8%B1%D9%87%D8%A7_%D9%88_%D8%B3%D8%AA%D9%88%D9%86_%D9%87%D8%A7_%D8%AF%D8%B1_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D9%86%DA%AF%D8%A7%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u0633\u0637\u0631\u0647\u0627 \u0648 \u0633\u062a\u0648\u0646 \u0647\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u0633\u0637\u0631\u0647\u0627 \u0648 \u0633\u062a\u0648\u0646 \u0647\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>cleaned_df.shape\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0645 \u0628\u0628\u06cc\u0646\u0645 \u06a9\u0647 \u0647\u0646\u0648\u0632 \u0647\u0641\u062a \u0647\u0632\u0627\u0631 \u0648 \u0686\u0647\u0644 \u0648 \u0633\u0647 \u0631\u062f\u06cc\u0641 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0627\u0645\u0627 \u0627\u06a9\u0646\u0648\u0646 \u062a\u0646\u0647\u0627 20 \u0631\u062f\u06cc\u0641 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b 21 \u0633\u062a\u0648\u0646 \u0628\u0648\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%85%D8%A7%D9%85_%D8%B3%D8%AA%D9%88%D9%86_%D9%87%D8%A7%DB%8C_%D8%BA%DB%8C%D8%B1_%D8%B9%D8%AF%D8%AF%DB%8C_%D8%B1%D8%A7_%D8%A8%D9%87_%D8%B9%D8%AF%D8%AF%DB%8C_%D8%AA%D8%A8%D8%AF%DB%8C%D9%84_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u062a\u0645\u0627\u0645 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u0639\u062f\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0639\u062f\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0632\u06cc\u0631 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u062a\u0628\u062f\u06cc\u0644 \u0645\u0642\u0627\u062f\u06cc\u0631 \u063a\u06cc\u0631 \u0639\u062f\u062f\u06cc \u0628\u0647 \u0639\u062f\u062f\u06cc \u0622\u0645\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>from sklearn.preprocessing import LabelEncoder\n\n# select only columns with object data types (categorical variables)\ncat_cols = cleaned_df.select_dtypes(include=['object']).columns\n\n# convert object data types to categorical codes\nfor col in cat_cols:\n    cleaned_df[col] = cleaned_df[col].astype('category').cat.codes\n\n# convert the remaining numeric columns to float\nnum_cols = cleaned_df.select_dtypes(include=['float', 'int']).columns\ncleaned_df[num_cols] = cleaned_df[num_cols].astype('float')\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D9%86%D9%88%D8%A7%D8%B9_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%AC%D8%AF%DB%8C%D8%AF_%D8%B1%D8%A7_%D9%86%D8%B4%D8%A7%D9%86_%D8%AF%D9%87%DB%8C%D8%AF\"><\/span>\n<p>  \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062c\u062f\u06cc\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0644 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0641\u0642\u0637 \u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f\u061b<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>cleaned_df.dtypes\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_197_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"330\" height=\"439\" title=\"\"><\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0627\u0639\u062f\u0627\u062f \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D9%85%D8%A7%DB%8C%D8%B4_%D9%BE%D9%86%D8%AC_%D8%B1%D8%AF%DB%8C%D9%81_%D8%A7%D9%88%D9%84_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%AC%D8%AF%DB%8C%D8%AF\"><\/span>\n<p>  \u0646\u0645\u0627\u06cc\u0634 \u067e\u0646\u062c \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0633\u0644\u0648\u0644 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u067e\u0646\u062c \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062c\u062f\u06cc\u062f\u0645\u0627\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u0645.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0641\u0642\u0637 \u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f\u061b<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>cleaned_df.head()\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_882_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"126\" title=\"\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_254_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"234\" title=\"\"><br \/>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645\u060c \u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0647\u0645\u0647 \u0627\u0639\u062f\u0627\u062f\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%B1%D8%A7_%D9%85%D9%82%DB%8C%D8%A7%D8%B3_%D8%A8%D9%86%D8%AF%DB%8C_%DA%A9%D8%B1%D8%AF\"><\/span>\n<p>  \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u0645 \u06a9\u0647 X \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0634\u0627\u0645\u0644 \u062a\u0645\u0627\u0645 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc DF \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0628\u0647 \u062c\u0632 \u0686\u0631\u062e\u0634 \u0633\u062a\u0648\u0646 \u06a9\u0647 \u0647\u062f\u0641 \u0645\u0627 \u0627\u0633\u062a.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>X = cleaned_df.drop('Churn', axis= 1) #Feature data set\ny = cleaned_df['Churn'] #target data set\n\nX = StandardScaler().fit_transform(X)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A8%D9%87_80_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%88_20_%D8%AA%D8%B3%D8%AA_%D8%AA%D9%82%D8%B3%DB%8C%D9%85_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 80% \u0622\u0645\u0648\u0632\u0634 \u0648 20% \u062a\u0633\u062a \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0647\u0634\u062a\u0627\u062f \u062f\u0631\u0635\u062f \u0622\u0645\u0648\u0632\u0634 \u0648 \u0628\u06cc\u0633\u062a \u062f\u0631\u0635\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0645\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>x_train, x_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state = 42)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%AF%D9%84_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0645\u062f\u0644 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0644 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u0628\u0647 \u0646\u0627\u0645 \u0645\u062f\u0644 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code># create the model\nmodel = LogisticRegression()\n#train the model\nmodel.fit(x_train, y_train)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631\u0627\u062a\u060c \u0646\u062a\u0627\u06cc\u062c \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_463_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"375\" height=\"92\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%B4_%D8%A8%DB%8C%D9%86%DB%8C_%D8%B1%D8%A7_%D8%B1%D9%88%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%AA%D8%B3%D8%AA_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u0627 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0633\u062a \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0628\u0631\u062e\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0628\u0631\u0627\u0628\u0631 \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>predictions = model.predict(x_test)\n\n#print the predictions\nprint(predictions)\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_485_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"472\" height=\"64\" title=\"\"><\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0648 \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u062a\u0627\u06cc\u062c \u0628\u0627\u0644\u0627\u060c \u0628\u062f\u06cc\u0647\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0645\u0627\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0686\u0627\u067e \u0622\u0646 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645\u060c \u0627\u0645\u0627 \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9\u06cc \u06cc\u06a9\u06cc \u0628\u0631\u0648\u06cc\u062f \u0648 \u0628\u0647 \u0647\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0633\u062a \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u062f\u0641 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D9%82%D8%AA%D8%8C_%DB%8C%D8%A7%D8%AF%D8%A2%D9%88%D8%B1%DB%8C%D8%8C_%D8%A7%D9%85%D8%AA%DB%8C%D8%A7%D8%B2_F1_%D8%B1%D8%A7_%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u062f\u0642\u062a\u060c \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc\u060c \u0627\u0645\u062a\u06cc\u0627\u0632 F1 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0646 \u0642\u0635\u062f \u062f\u0627\u0631\u0645 \u062f\u0642\u062a\u060c \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0648 \u0627\u0645\u062a\u06cc\u0627\u0632 f1 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u062e\u0648\u062f \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>print(classification_report(y_test, predictions))\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0645\u062f\u0644 \u0686\u0642\u062f\u0631 \u062e\u0648\u0628 \u0639\u0645\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u061f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1686825039_195_\u067e\u06cc\u0634-\u0628\u06cc\u0646\u06cc-\u0631\u06cc\u0632\u0634-\u062f\u0631-\u0635\u0646\u0639\u062a-\u0645\u062e\u0627\u0628\u0631\u0627\u062a-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u067e\u0627\u06cc\u062a\u0648\u0646.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"683\" height=\"202\" title=\"\"><\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0627\u06a9\u0646\u0648\u0646 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