{"id":11797,"date":"2023-08-08T21:32:27","date_gmt":"2023-08-08T18:32:27","guid":{"rendered":"https:\/\/aljo3aid.com\/?p=11797"},"modified":"2023-08-08T21:48:23","modified_gmt":"2023-08-08T18:48:23","slug":"missing-values-2","status":"publish","type":"post","link":"https:\/\/aljo3aid.com\/missing-values-2\/","title":{"rendered":"\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0639\u0644\u0649 \u062f\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c: \u0623\u0633\u0627\u0644\u064a\u0628 \u062a\u0639\u0648\u064a\u0636 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 (2)"},"content":{"rendered":"<div id=\"bsf_rt_marker\"><\/div>\n<p>\u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0635\u0628\u062d \u0645\u0644\u064a\u0626 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a, \u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0627\u062d\u062f \u0627\u0643\u062b\u0631 \u0627\u0644\u0627\u0634\u064a\u0627\u0621 \u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062c\u0639\u0644 \u0627\u0643\u062b\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u062d\u0643\u0645\u0629 \u062a\u0638\u0647\u0631 \u0641\u064a \u062d\u0627\u0644\u0629 \u0645\u0646 \u0627\u0644\u0641\u0648\u0636\u0649. \u0643\u0639\u0627\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0648 \u0628\u0627\u062d\u062b \u0633\u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u063a\u064a\u0628 \u0641\u064a\u0647\u0627 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629, \u062a\u0627\u0631\u0643\u0647 \u0641\u0631\u0627\u063a \u0641\u064a \u0641\u0647\u0645\u0646\u0627 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u064a\u0636\u064b\u0627 \u0631\u0628\u0645\u0627 \u062a\u0639\u0631\u0636 \u062f\u0642\u0629 \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0646\u0627 \u0644\u0644\u062e\u0637\u0631.<\/p>\n\n\n\n<p>\u062d\u062a\u0649 \u0644\u0627\u062a\u0637\u064a\u0644 \u0648\u0646\u0639\u064a\u062f \u0645\u0627\u062a\u0643\u0644\u0645\u0646\u0627 \u0639\u0646\u0647 \u0633\u0627\u0628\u0642\u064b\u0627, \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062a\u062f\u0648\u064a\u0646\u0629 \u0633\u0646\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062a\u0642\u0646\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u0633\u062a\u0633\u0627\u0639\u062f\u0646\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629, \u062a\u0646\u0642\u0633\u0645 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0649 \u0639\u062f\u0629 \u0627\u0642\u0633\u0627\u0645 \u0648\u0643\u0644 \u0642\u0633\u0645 \u064a\u0646\u062f\u0631\u062c \u062a\u062d\u062a\u0647 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0647 \u0645\u0646 \u0637\u0631\u0642 \u0645\u0644\u0626 \u0627\u0644\u0641\u0631\u0627\u063a \u0628\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629. \u0628\u0627\u0630\u0646 \u0627\u0644\u0644\u0647 \u0633\u062a\u0635\u0628\u062d \u0628\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0645\u0644\u0645 \u0628\u0637\u0631\u0642 \u062d\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0643\u0648\u0646 \u0645\u0646\u0637\u0644\u0642 \u0644\u0643 \u0641\u064a \u0631\u062d\u0644\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u062d\u0642\u0627\u0626\u0642.<\/p>\n\n\n\n<p>\u0633\u0646\u062a\u062d\u062f\u062b \u0647\u0646\u0627 \u0639\u0646 \u0627\u0643\u062b\u0631 \u0627\u0644\u0637\u0631\u0642 \u0634\u064a\u0648\u0639\u064f\u0627 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629, \u0644\u0643\u0646 \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0627\u0646 \u062a\u0639\u0631\u0641 \u0627\u0646 \u0647\u0630\u0647 \u0627\u0644\u062d\u0644\u0648\u0644 \u062a\u0641\u062a\u0631\u0636 \u0627\u0646 \u0646\u0648\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0647\u0648 \u0652&#8221;MCAR&#8221;.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u0627\u0644\u062d\u0630\u0641 Deletion<\/h2>\n\n\n\n<p>\u0647\u0630\u0627 \u0647\u0648 \u0623\u0628\u0633\u0637 \u0637\u0631\u064a\u0642\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629. \u062a\u062a\u0636\u0645\u0646 \u0625\u0632\u0627\u0644\u0629 \u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0642\u064a\u0645 \u0645\u0641\u0642\u0648\u062f\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0647\u0630\u0627 \u0641\u0639\u0627\u0644\u064b\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0642\u0644\u064a\u0644\u0629 \u0646\u0633\u0628\u064a\u064b\u0627\u060c \u0648\u0644\u0643\u0646 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0623\u064a\u0636\u064b\u0627 \u0625\u0644\u0649 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0644\u0629 Complete-Case Analysis<\/h3>\n\n\n\n<p>\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0629 \u0648\u0627\u0644\u062a\u064a \u064a\u0637\u0644\u0642 \u0639\u0644\u064a\u0647\u0627 \u0623\u064a\u0636\u064b\u0627 &#8220;Listwise deletion&#8221;, \u062a\u0639\u062a\u0645\u062f \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0639\u0644\u0649 \u062d\u0630\u0641 \u0627\u0644\u0635\u0641 \u0628\u0634\u0643\u0644 \u0643\u0627\u0645\u0644 \u0627\u0630\u0627 \u0643\u0627\u0646 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u064a \u0642\u064a\u0645\u0629 \u0645\u0641\u0642\u0648\u062f\u0629, \u0628\u0645\u0639\u0646\u0649 \u0623\u062e\u0631 \u0646\u0627\u062e\u0630 \u0644\u0648 \u0642\u0645\u062a \u0628\u0639\u0645\u0644 \u0627\u0633\u062a\u0628\u064a\u0627\u0646 \u0641\u0627\u0646\u0643 \u0641\u0642\u0637 \u0633\u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u0642\u0627\u0645\u0648\u0627 \u0628\u062a\u0639\u0628\u0626\u0629 \u0627\u0644\u0627\u0633\u062a\u0628\u064a\u0627\u0646 \u0643\u0627\u0645\u0644\u064b\u0627, \u0648\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062d\u0629 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0648\u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0639\u0644\u0649 \u062d\u062f \u0633\u0648\u0627\u0621, \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0639\u0644\u0627\u062c \u0647\u0648 \u0627\u0646 \u062a\u062d\u0644\u064a\u0644\u0643 \u0641\u0642\u0637 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0641\u0642\u0637, \u0644\u0643\u0646 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0648\u0628\u0633\u0628\u0628 \u062d\u0630\u0641 \u0627\u0644\u0642\u064a\u0645 <strong>\u0627\u0644\u0646\u0627\u0642\u0635\u0629<\/strong> \u0627\u0646 \u0635\u062d \u0627\u0644\u062a\u0639\u0628\u064a\u0631, \u0633\u0628\u0628 \u0646\u0642\u0635 \u0641\u064a \u0639\u062f\u062f \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0647\u0630\u0627 \u0628\u0627\u0644\u0637\u0628\u0639 \u064a\u0642\u0648\u062f\u0646\u0627 \u0627\u0644\u0649 \u0641\u0642\u0630 \u0642\u0648\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644. \u0648\u0627\u0630\u0627 \u0643\u0627\u0646\u062a \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u064a\u0632\u0629 \u0641\u0647\u064a \u0648\u0644\u0644\u0627\u0633\u0641 \u0645\u0633\u0627\u0624\u0647\u0627 \u0623\u0643\u062b\u0631 \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u0644\u0627 \u0627\u0644\u062d\u0635\u0631, \u0631\u0628\u0645\u0627 \u062a\u0635\u0628\u062d \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062f\u064a\u0643 \u0645\u062a\u062d\u064a\u0632\u0629, \u0627\u0630\u0627 \u0643\u0627\u0646\u062a \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0644\u064a\u0633\u062a \u0638\u0645\u0646 &#8220;\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0641\u0642\u0648\u062f\u0629 \u0628\u0634\u0643\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u062a\u0645\u0627\u0645\u0627 MCAR&#8221;. \u0648\u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0639\u064a\u0648\u0628 \u064a\u0643\u0648\u0646 \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0641\u064a \u062c\u0645\u064a\u0639 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0627\u062d\u0635\u0627\u0621 \u0648\u0627\u064a\u0636\u064f\u0627 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0637\u0628\u064a \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0647\u064a \u0627\u0644\u0627\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064f\u0627.<\/p>\n\n\n\n<pre title=\"Complete-Case Analysis (Listwise Deletion)\" class=\"wp-block-code\"><code lang=\"python\" class=\"language-python\">titanic_complete_case = titanic_df.dropna()\ncreate_visualization(titanic_complete_case, 'Complete-Case Analysis (Listwise Deletion)')<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/cca.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"606\" src=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/cca-1024x606.png\" alt=\"\" class=\"wp-image-11798\" srcset=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/cca-1024x606.png 1024w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/cca-300x177.png 300w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/cca-768x454.png 768w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/cca-1536x909.png 1536w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/cca.png 1643w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p>\u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u062a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0635\u0641\u064a\u0646, \u0627\u0644\u0635\u0641 \u0627\u0644\u0627\u0648\u0644 \u064a\u0648\u0636\u062d \u0634\u0643\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0645\u0627\u0647\u064a &#8220;\u0627\u0644\u0627\u0635\u0644\u064a\u0629&#8221;, \u0648\u0644\u0627 \u064a\u062e\u0641\u0649 \u0639\u0644\u064a\u0643 \u0627\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u0646\u0639\u0645\u0644 \u0639\u0644\u064a\u0647\u0627 \u0647\u064a \u0627\u0644\u062a\u0627\u064a\u062a\u0627\u0646\u064a\u0643. Hello World dataset \u0644\u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a, \u0646\u0644\u0627\u062d\u0638 \u0627\u0646 \u0639\u062f\u062f \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0644\u062f\u064a\u0646\u0627 418, \u0648\u0627\u0644\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u0647\u0645 \u0644\u062f\u064a\u0646\u0627 \u0644\u0646\u0641\u062a\u0631\u0636 \u0627\u0646\u0647 \u0627\u0644\u0646\u062c\u0627\u0647, \u062a\u0644\u0627\u062d\u0638 \u0628\u0639\u062f \u062d\u0630\u0641 \u0627\u0644\u0635\u0641\u0648\u0641 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u064a \u0642\u064a\u0645\u0629 \u0641\u0627\u0631\u063a\u0629 \u062a\u0645 \u0627\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 <strong>80%<\/strong> \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0642\u0631\u064a\u0628\u0627. \u0647\u0630\u0627 \u0644\u0627 \u064a\u062c\u0639\u0644 \u0645\u062c\u0627\u0644 \u0644\u0644\u0634\u0643 \u0627\u0646 \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0646\u0627 \u0633\u0648\u0641 \u062a\u062a\u0627\u062b\u0631 \u0628\u0639\u062f \u0627\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u0645 \u0627\u0644\u0647\u0627\u0626\u0644 \u0645\u0646 \u0627\u0644\u0639\u064a\u0646\u0627\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 Available-Case Analysis<\/h3>\n\n\n\n<p>\u064a\u0633\u0645\u0649 \u0627\u064a\u0636\u064b\u0627 &#8220;Pairwise deletion&#8221;, \u0647\u0646\u0627 \u0646\u0642\u0648\u0645 \u0628\u0645\u062d\u0627\u0648\u0644\u0629 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0641\u0642\u062f \u0627\u0644\u0630\u064a \u062d\u062f\u062b \u0641\u064a Listwise. \u0644\u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0641\u0643\u0631 \u0628\u0640\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 &#8220;Correlation Matrix&#8221;, \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0647\u0648 \u0642\u064a\u0627\u0633 \u0644\u0627\u064a\u062c\u0627\u062f \u0642\u0648\u0629 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u064a\u0646 \u0645\u062a\u063a\u064a\u0631\u064a\u0646. \u0644\u0643\u0644 \u0632\u0648\u062c \u0645\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0648\u0641\u0631 \u0639\u0646\u0647\u0627 \u0628\u064a\u0627\u0646\u0627\u062a, \u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0633\u064a\u0627\u062e\u0630 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631. \u0645\u0627\u064a\u0645\u0632 \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0627\u0646\u0647 \u0627\u0630\u0627 \u0643\u0646\u0627 \u0645\u062a\u0627\u0643\u062f\u064a\u0646 \u0627\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a MCAR \u0633\u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0646\u0627 \u0646\u062a\u0627\u0626\u062c \u063a\u064a\u0631 \u0645\u062a\u062d\u064a\u0632\u0647 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0627\u0645\u0627 \u0641\u064a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0633\u064a\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u062d\u0633\u0627\u0628\u0647\u0627.<\/p>\n\n\n\n<p>\u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640Listwise \u0627\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0645\u0646\u062e\u0641\u0636\u0629 \u0633\u064a\u0643\u0648\u0646 \u0627\u0644\u0627\u062e\u064a\u0631 \u0627\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629, \u0648\u0639\u0644\u0649 \u0627\u0644\u0646\u0642\u064a\u0636 \u0627\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0631\u062a\u0641\u0639\u0629 \u0633\u064a\u0643\u0648\u0646 Listwise \u0627\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 Pairwiswe.<\/p>\n\n\n\n<pre title=\"Available-Case Analysis (Pairwise Deletion)\" class=\"wp-block-code\"><code lang=\"python\" class=\"language-python\">titanic_available_case = titanic_df.copy()\ntitanic_available_case = titanic_available_case.drop('Cabin',axis=1)\ncreate_visualization(titanic_available_case, 'Available-Case Analysis (Pairwise Deletion)')<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/aca.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"607\" src=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/aca-1024x607.png\" alt=\"\" class=\"wp-image-11800\" srcset=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/aca-1024x607.png 1024w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/aca-300x178.png 300w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/aca-768x455.png 768w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/aca-1536x910.png 1536w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/aca.png 1640w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p>\u0639\u0644\u0649 \u0627\u0644\u0646\u0642\u064a\u0636 \u0645\u0646 Listwise, \u0647\u0646\u0627 \u0646\u062a\u0623\u0643\u062f \u0647\u0644 \u0641\u064a\u0647 \u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0648\u0646\u062a\u062e\u0644\u0635 \u0645\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627\u062a\u062c\u062f\u064a \u0646\u0641\u0639 \u0641\u064a \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0646\u0627. \u0647\u0646\u0627 \u062a\u0644\u0627\u062d\u0638 \u0646\u0645 \u0646\u0641\u0642\u062f \u0627\u064a \u0639\u064a\u0646\u0647 \u0644\u0643\u0646 \u062e\u0633\u0631\u0646\u0627 \u0645\u064c\u062a\u063a\u064a\u0631. \u0628\u0627\u0644\u0637\u0628\u0639 \u0644\u0627\u064a\u0648\u062c\u062f \u0634\u0626 \u0628\u062f\u0648\u0646 \u0646\u062a\u0627\u0626\u062c \u0639\u0643\u0633\u064a\u0629, \u0633\u062a\u0624\u062b\u0631 \u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0628\u0634\u0643\u0644 \u0627\u0648 \u0628\u0627\u062e\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644\u0643<\/h3>\n\n\n\n<p>\u0628\u0639\u0636 \u0627\u0644\u0627\u062d\u064a\u0627\u0646 \u062a\u062c\u062f \u0627\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0641\u0642\u0648\u062f\u0629 \u0628\u0646\u0633\u0628\u0629 60%, \u064a\u0645\u0643\u0646 \u062d\u0630\u0641\u0647\u0627 \u0648\u0627\u0644\u0627\u0633\u062a\u063a\u0646\u0627\u0621 \u0639\u0646\u0647\u0627 \u0627\u0630\u0627 \u0643\u0627\u0646\u062a \u0644\u0627\u062a\u0634\u0643\u0644 \u0627\u0647\u0645\u064a\u0629 \u0627\u0644\u0649 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644, \u0627\u0644\u0643\u0644\u0627\u0645 \u0627\u0644\u0633\u0627\u0628\u0642 \u0644\u0627\u064a\u0633\u062a\u0646\u062f \u0639\u0644\u0649 \u0627\u064a \u0634\u0626 \u0639\u0644\u0645\u064a \u0648\u0627\u0646\u0645\u0627 \u064a\u062a\u0645 \u0642\u064a\u0627\u0633\u0647 \u0627\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0644\u0643\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0627\u0644\u0627\u062a\u0647\u0627 \u0627\u0644\u062e\u0627\u0635\u0629.<\/p>\n\n\n\n<pre title=\"Relying on Your Analysis\" class=\"wp-block-code\"><code lang=\"python\" class=\"language-python\">titanic_rely_on_analysis = titanic_df.dropna(thresh=len(titanic_df) * 0.90, axis=1)\ncreate_visualization(titanic_rely_on_analysis, 'Relying on Your Analysis')<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/falcon-eyes.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"608\" src=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/falcon-eyes-1024x608.png\" alt=\"\" class=\"wp-image-11801\" srcset=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/falcon-eyes-1024x608.png 1024w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/falcon-eyes-300x178.png 300w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/falcon-eyes-768x456.png 768w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/falcon-eyes-1536x912.png 1536w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/falcon-eyes.png 1637w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p>\u0647\u0646\u0627 \u062d\u062f\u062f\u062a Threshold \u0639\u0646\u062f 0.95, \u0648 \u0627\u0644\u0645\u062d\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a &#8220;\u0627\u0644\u0627\u0639\u0645\u062f\u0629&#8221;, \u0633\u064a\u062a\u0645 \u0627\u0644\u0627\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u0644\u0627\u0639\u0645\u062f\u0629 \u0627\u0644\u0645\u0643\u062a\u0645\u0644\u0629 \u0628\u0646\u0633\u0629 95% \u0641\u0642\u0637, \u062a\u0644\u0627\u062d\u0638 \u0627\u062e\u062a\u0644\u0627\u0641 \u0639\u062f\u062f \u0627\u0644\u0627\u0639\u0645\u062f\u0629 \u0628\u064a\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u0627\u0644\u062a\u0639\u0648\u064a\u0636 Imputation<\/h2>\n\n\n\n<p>\u0641\u064a \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u0627\u0644\u062a\u0639\u0648\u064a\u0636 (\u0623\u0648 \u0627\u0644\u0625\u0643\u0645\u0627\u0644) \u0647\u0648 \u0639\u0645\u0644\u064a\u0629 \u0645\u0644\u0621 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0642\u064a\u0645 \u0645\u0642\u062f\u0631\u0629 \u0623\u0648 \u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0642\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627. \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0648\u064a\u0636 \u0644\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0648\u0627\u0643\u062a\u0645\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0627\u062c\u062d\u0629. \u064a\u0639\u062f \u0627\u0644\u062a\u0639\u0648\u064a\u0636 \u0639\u0645\u0644\u064a\u0629 \u0645\u0647\u0645\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0639\u0644\u0645\u064a\u0629. \u0648\u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0648\u064a\u0636 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u062a\u0639\u0648\u064a\u0636 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u062f\u0631\u0627\u0633\u0629. \u0633\u0646\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0639\u062f\u062f \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0648\u0633\u062a\u0643\u0648\u0646 \u0639\u0644\u0649 \u0642\u0633\u0645\u064a\u0646. \u062a\u0639\u0648\u064a\u0636 \u0642\u064a\u0645\u0629 \u0645\u0641\u0631\u062f\u0629 \u0627\u0648 \u062a\u0639\u0648\u064a\u0636 \u0627\u0643\u062b\u0631 \u0645\u0646 \u0642\u064a\u0645\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0646\u0632\u0639\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 Central Tendency<\/h3>\n\n\n\n<p>\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0629 \u0633\u0646\u0642\u0648\u0645 \u0628\u062a\u0639\u0648\u064a\u0636 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 (Central Value). \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/median-mode-mean.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"223\" src=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/median-mode-mean-1024x223.png\" alt=\"\" class=\"wp-image-11802\" srcset=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/median-mode-mean-1024x223.png 1024w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/median-mode-mean-300x65.png 300w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/median-mode-mean-768x167.png 768w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/median-mode-mean-1536x335.png 1536w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/median-mode-mean.png 1790w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0648\u0633\u0637 \u0627\u0644\u062d\u0633\u0627\u0628\u064a (Mean) :<\/strong>&nbsp; \u064a\u062d\u0635\u0644 \u0639\u0644\u064a\u0647 \u0628\u0642\u0633\u0645\u0629 \u062d\u0627\u0635\u0644 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0639\u062f\u062f\u0647\u0627. \u0648\u064a\u0645\u0643\u0646 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0645\u0628\u0627\u0634\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0641\u0642\u0648\u062f\u0629. \u0648\u064a\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0629 \u0627\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0648\u0632\u0639\u0629 \u0644\u062f\u064a\u0646\u0627 \u0628\u0634\u0643\u0644 \u0637\u0628\u064a\u0639\u064a.<\/li>\n<\/ol>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u0641\u064a \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0628\u064a\u0639\u064a <strong>Normal Distribution<\/strong>\u060c \u062a\u062a\u0648\u0632\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u062a\u0645\u0627\u062b\u0644 \u062d\u0648\u0644 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u062f\u0648\u0646 \u0648\u062c\u0648\u062f \u0627\u0646\u062d\u0631\u0627\u0641 \u0643\u0628\u064a\u0631 \u0628\u064a\u0646 \u0627\u0644\u0642\u064a\u0645. \u062a\u062a\u062c\u0645\u0639 \u0645\u0639\u0638\u0645 \u0627\u0644\u0642\u064a\u0645 \u062d\u0648\u0644 \u0645\u0646\u0637\u0642\u0629 \u0645\u0631\u0643\u0632\u064a\u0629 \u0648\u062a\u0646\u062e\u0641\u0636 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0644\u0648\u062c\u0648\u062f \u0642\u064a\u0645 \u0645\u062a\u0637\u0631\u0641\u0629 \u0643\u0644\u0645\u0627 \u0627\u0628\u062a\u0639\u062f\u0646\u0627 \u0639\u0646 \u0627\u0644\u0645\u0631\u0643\u0632.&#8221;<\/p>\n<\/blockquote>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li><strong>\u0627\u0644\u0648\u0633\u064a\u0637 (Median):<\/strong>&nbsp; \u0648\u0647\u0648 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u064a\u062a\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647 \u0628\u062a\u0631\u062a\u064a\u0628 \u0642\u064a\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0635\u0627\u0639\u062f\u064a\u064b\u0627 \u0623\u0648 \u062a\u0646\u0627\u0632\u0644\u064a\u064b\u0627.<\/li>\n\n\n\n<li>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0639\u062f\u062f \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0641\u0631\u062f\u064a\u064b\u0627: \u0641\u064a\u0643\u0648\u0646 \u0627\u0644\u0648\u0633\u064a\u0637 \u0647\u0648 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0648\u0633\u0637\u0649.<\/li>\n\n\n\n<li>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0639\u062f\u062f \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0632\u0648\u062c\u064a\u064b\u0627: \u0641\u064a\u0643\u0648\u0646 \u0627\u0644\u0648\u0633\u064a\u0637 \u0647\u0648 \u0627\u0644\u0648\u0633\u0637 \u0627\u0644\u062d\u0633\u0627\u0628\u064a \u0644\u0644\u0642\u064a\u0645\u062a\u064a\u0646 \u0627\u0644\u0644\u062a\u064a\u0646 \u0641\u064a \u0627\u0644\u0645\u0646\u062a\u0635\u0641.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u0646\u0648\u0627\u0644 (Mode):<\/strong>&nbsp;\u0648\u0647\u0648 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0623\u0648 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0643\u0631\u0627\u0631\u064b\u0627 \u0628\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u0634\u0627\u0647\u062f\u0627\u062a<\/li>\n<\/ol>\n\n\n\n<p>\u0633\u0646\u0642\u0648\u0645 \u0628\u0628\u0633\u0627\u0637\u0629 \u0628\u062d\u0633\u0627\u0628 \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0645 \u0648\u062a\u0639\u0628\u0626\u0629 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0645\u0628\u0627\u0634\u0631\u0629. \u0627\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0627\u0643\u062b\u0631 \u0645\u0646 \u0645\u062a\u063a\u064a\u0631 \u064a\u062d\u0645\u0644 \u0646\u0641\u0633 \u0639\u062f\u062f \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0641\u0627\u0644\u0627\u0641\u0636\u0644 \u0627\u0644\u0627\u0628\u062a\u0639\u0627\u062f \u0639\u0646 \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0644\u0644\u062a\u0639\u0628\u0626\u0629 \u0648\u0627\u0633\u062a\u0628\u062f\u0627\u0644\u0647\u0627 \u0628\u0637\u0631\u064a\u0642\u0629 \u0627\u062e\u0631\u0649.<\/p>\n\n\n\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 (Discret)\u060c \u0642\u062f \u0644\u0627 \u064a\u0643\u0648\u0646 Mean \u062f\u0627\u0626\u0645\u064b\u0627 \u0642\u064a\u0645\u0629 \u0635\u062d\u064a\u062d\u0629 \u0644\u0623\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 (Discret) \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u062a\u062e\u0627\u0630 \u0642\u064a\u0645 \u0645\u062d\u062f\u062f\u0629 \u0648\u0645\u0645\u064a\u0632\u0629 \u0641\u0642\u0637. \u0644\u0630\u0644\u0643\u060c \u064a\u064f\u0631\u0627\u0639\u0649 \u0623\u0646 \u064a\u0643\u0648\u0646 Mean \u0627\u0644\u0630\u064a \u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0641\u064a \u0627\u0644\u062a\u0639\u0648\u064a\u0636 \u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 (Discret) \u0635\u062d\u064a\u062d\u0629 \u0636\u0645\u0646 \u0646\u0637\u0627\u0642 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0645\u0643\u0646\u0629 \u0644\u0647\u0630\u0627 \u0627\u0644\u0645\u062a\u063a\u064a\u0631.<\/p>\n\n\n\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 (Discret) \u062a\u0631\u062a\u064a\u0628 \u0637\u0628\u064a\u0639\u064a \u0648\u0623\u0646 \u0642\u064a\u0645\u0629 Mean \u0647\u064a \u0642\u064a\u0645\u0629 \u0635\u062d\u064a\u062d\u0629 \u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 (Discret)\u060c \u0641\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0639\u0648\u064a\u0636 \u0627\u0644\u0642\u064a\u0645 \u0628\u0627\u0644\u0645\u062a\u0648\u0633\u0637. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0645\u062b\u0644 \u0639\u062f\u062f \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u0645\u0628\u0627\u0639\u0629 (\u0645\u062a\u063a\u064a\u0631 \u0639\u062f\u062f\u064a \u0635\u062d\u064a\u062d) \u0648\u0647\u0646\u0627\u0643 \u0628\u0639\u0636 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629\u060c \u064a\u0645\u0643\u0646 \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0644\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0648\u0641\u0631\u0629 \u0648\u062a\u0642\u0631\u064a\u0628\u0647 \u0625\u0644\u0649 \u0623\u0642\u0631\u0628 \u0642\u064a\u0645\u0629 \u0635\u062d\u064a\u062d\u0629 \u0644\u0644\u062a\u0639\u0648\u064a\u0636.<\/p>\n\n\n\n<p>\u0645\u0639 \u0630\u0644\u0643\u060c \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 (Discret) \u062a\u0645\u062b\u0644 \u0641\u0626\u0627\u062a \u0623\u0648 \u0639\u0644\u0627\u0645\u0627\u062a \u0628\u062f\u0648\u0646 \u062a\u0631\u062a\u064a\u0628 \u0645\u062d\u062f\u062f\u060c \u0642\u062f \u0644\u0627 \u064a\u0643\u0648\u0646 \u062a\u0639\u0648\u064a\u0636 \u0627\u0644\u0642\u064a\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Mean \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u0646\u0627\u0633\u0628. \u0641\u064a \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u064a\u064f\u0641\u0636\u0644 \u0639\u0645\u0648\u0645\u064b\u0627 \u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0637\u0631\u0642 \u0623\u062e\u0631\u0649 \u0644\u062a\u0639\u0648\u064a\u0636 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0646\u0627\u0642\u0635\u0629\u060c \u0645\u062b\u0644 \u062a\u0639\u0648\u064a\u0636 \u0627\u0644\u0642\u064a\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 (mode imputation) \u0648\u0647\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0643\u0631\u0627\u0631\u064b\u0627\u060c \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0645\u062b\u0644 \u0623\u0642\u0631\u0628 \u062c\u064a\u0631\u0627\u0646 (k-NN) .<\/p>\n\n\n\n<pre title=\"Imputation using Central Tendency (Mean, Median, Mode)\" class=\"wp-block-code\"><code lang=\"python\" class=\"language-python\">titanic_central_tendency = titanic_df.copy()\ntitanic_central_tendency['Age'].fillna(titanic_central_tendency['Age'].mean(), inplace=True)\ntitanic_central_tendency['Fare'].fillna(titanic_central_tendency['Fare'].median(), inplace=True)\ntitanic_central_tendency['Cabin'].fillna(titanic_central_tendency['Cabin'].mode()[0], inplace=True)\ncreate_visualization(titanic_central_tendency, 'Imputation using Central Tendency (Mean, Median, Mode)')<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/mean.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"604\" src=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/mean-1024x604.png\" alt=\"\" class=\"wp-image-11803\" srcset=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/mean-1024x604.png 1024w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/mean-300x177.png 300w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/mean-768x453.png 768w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/mean-1536x906.png 1536w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/mean.png 1648w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-pullquote is-style-plain has-small-font-size\"><blockquote><p><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629:<\/strong><br>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u0647\u064a \u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0636\u0645\u0646 \u0623\u0631\u0642\u0627\u0645\u064b\u0627 \u0643\u0627\u0645\u0644\u0629 \u0648\u0645\u0644\u0645\u0648\u0633\u0629 \u0645\u0639 \u0642\u064a\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0648\u062b\u0627\u0628\u062a\u0629 \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062f\u0647\u0627 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u0639\u062f <em>\u0645\u062b\u0644 \u0639\u062f\u062f \u0627\u0644\u0645\u0632\u0638\u0641\u064a\u0646 \u0641\u064a \u0642\u0633\u0645\u0643 \u0627\u0648 \u0639\u062f\u062f \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0645\u0633\u062a\u0648\u062f\u0639<\/em>. \u062a\u0634\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0631\u0643\u0628\u0629 \u0648\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0642\u064a\u0627\u0633\u0647\u0627 \u062e\u0644\u0627\u0644 \u0641\u062a\u0631\u0629 \u0632\u0645\u0646\u064a\u0629 \u0645\u0639\u064a\u0646\u0629 <em>\u0645\u062b\u0644 \u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0647 \u0648\u0627\u0644\u0648\u0632\u0646.<\/em><\/p><\/blockquote><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629<\/h3>\n\n\n\n<p>\u0637\u0628\u064a\u0639\u064a \u0627\u0646 \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0628\u0639\u0636 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062f\u064a\u0643. \u064a\u0645\u0643\u0646 \u062d\u0644\u0647\u0627 \u0628\u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0643\u062b\u0631 \u062a\u0643\u0631\u0627\u0631 \u0641\u064a \u0627\u0644\u0645\u062a\u063a\u064a\u0631.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u0627\u0644\u062a\u0642\u062f\u064a\u0631 \u0627\u0648 \u0627\u0644\u062a\u0646\u0628\u0624 Prediction<\/h2>\n\n\n\n<p>\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 Regression Imputation<\/h3>\n\n\n\n<p>\u064a\u0639\u062a\u0628\u0631 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0623\u062d\u062f \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u060c \u0648\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0641\u0647\u0645 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u064a\u0646 \u0645\u062a\u063a\u064a\u0631\u064a\u0646 \u0623\u0648 \u0623\u0643\u062b\u0631. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0629\u060c \u0646\u0631\u063a\u0628 \u0641\u064a \u0641\u0647\u0645 \u0643\u064a\u0641 \u062a\u062a\u0623\u062b\u0631 \u0627\u0644\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641 (Y) \u0628\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0623\u062e\u0631\u0649 (X).<\/p>\n\n\n\n<p>$Y = \u03b2\u2080 + \u03b2\u2081X\u2081 + \u03b2\u2082X\u2082 + \u2026 + \u03b2\u2099X\u2099 + \u03b5$<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Y \u0647\u0648 \u0627\u0644\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641 (\u0627\u0644\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0630\u064a \u0646\u0631\u063a\u0628 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0647).<\/li>\n\n\n\n<li>X1\u200b,X2\u200b,\u2026,Xn\u200b \u0647\u064a \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 (\u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629) \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0629 Y.<\/li>\n\n\n\n<li>$\u03b2_0\u200b,\u03b2_1\u200b,\u03b2_2\u200b,\u2026,\u03b2_n\u200b$ \u0647\u064a \u0645\u0639\u0627\u0645\u0644\u0627\u062a (\u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a) \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0645\u062b\u0644 \u0627\u0644\u0645\u064a\u0644 \u0623\u0648 \u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0630\u064a \u062a\u064f\u0645\u062b\u0644\u0647 \u0643\u0644 \u0645\u062a\u063a\u064a\u0631 \u062a\u0648\u0636\u064a\u062d\u064a \u0639\u0644\u0649 Y.<\/li>\n\n\n\n<li>\u03b5 \u0647\u0648 \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0627\u0644\u062e\u0637\u0623\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u0645\u062b\u0644 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0642\u064a\u0645 Y \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0648\u0642\u064a\u0645 Y \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u064a\u064f\u0639\u0628\u0650\u0651\u0631 \u0639\u0646 \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u063a\u064a\u0631 \u0627\u0644\u0645\u0641\u0633\u0631 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649<\/strong> \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u062f\u064a\u0631 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0647\u064a \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629. \u064a\u062a\u0645 \u0642\u064a\u0627\u0633 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\u0627\u0644\u0639\u0645\u0644\u064a\u0629.<\/p>\n\n\n\n<pre title=\"Deterministic imputation using linear regression\" class=\"wp-block-code\"><code lang=\"python\" class=\"language-python\"># List of columns to replace 0 with NaN\nmissing_columns = [\"Glucose\", \"BloodPressure\", \"SkinThickness\", \"Insulin\", \"BMI\"]\n# Replace 0 with NaN in the specified columns\ndf[missing_columns] = df[missing_columns].replace(0, np.NaN)\n# Show the DataFrame after replacing 0 with NaN\n# Define a function for random imputation\ndef random_imputation(df, feature):\n    number_missing = df[feature].isnull().sum()\n    observed_values = df.loc[df[feature].notnull(), feature]\n    df.loc[df[feature].isnull(), feature + '_imp'] = np.random.choice(observed_values, number_missing, replace=True)\n    return df\n# Loop through the missing_columns and perform random imputation\nfor feature in missing_columns:\n    df[feature + '_imp'] = df[feature]\n    df = random_imputation(df, feature)\n# Create a new DataFrame for deterministic imputation results\ndeter_data = pd.DataFrame(columns=[\"Det\" + name for name in missing_columns])\n# Loop through the missing_columns and perform deterministic imputation\nfor feature in missing_columns:\n    deter_data[\"Det\" + feature] = df[feature + \"_imp\"]\n    parameters = list(set(df.columns) - set(missing_columns) - {feature + '_imp'})\n    model = LinearRegression()\n    model.fit(X=df.loc[df[feature + '_imp'].notnull(), parameters], y=df.loc[df[feature + '_imp'].notnull(), feature + '_imp'])\n    deter_data.loc[df[feature].isnull(), \"Det\" + feature] = model.predict(df.loc[df[feature].isnull(), parameters])\n# Show the DataFrame with deterministic imputation results\ndeter_data.head()\n# Visualize missing data patterns for the original DataFrame\nmsno.matrix(df, color=(0.30, 0.36, 0.44))\n# Visualize missing data patterns for the DataFrame with deterministic imputation results\nmsno.matrix(deter_data, color=(0.30, 0.36, 0.44))<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"511\" src=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-1-1024x511.png\" alt=\"\" class=\"wp-image-11804\" srcset=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-1-1024x511.png 1024w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-1-300x150.png 300w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-1-768x383.png 768w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-1-1536x766.png 1536w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-1.png 2035w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-2.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"484\" src=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-2-1024x484.png\" alt=\"\" class=\"wp-image-11805\" srcset=\"https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-2-1024x484.png 1024w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-2-300x142.png 300w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-2-768x363.png 768w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-2-1536x726.png 1536w, https:\/\/aljo3aid.com\/wp-content\/uploads\/2023\/08\/image-2.png 2024w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p>\u062a\u064f\u0639\u062a\u0628\u0631 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0648\u064a\u0636\u060c \u0645\u062b\u0644 \u0627\u0644\u0646\u0632\u0639\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631\u060c \u062f\u0648\u0631\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 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\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0645 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0641\u0647\u0645\u0646\u0627 \u0644\u0644\u0638\u0648\u0627\u0647\u0631 \u0648\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0623\u0641\u0636\u0644 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0623\u062f\u0644\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0645\u0635\u0627\u062f\u0631<\/h3>\n\n\n\n<p><a href=\"https:\/\/www.scribbr.com\/statistics\/missing-data\/\" target=\"_blank\" rel=\"noreferrer noopener\">Missing Data | Types, Explanation, &amp; Imputation (scribbr.com)<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/towardsdatascience.com\/all-about-missing-data-handling-b94b8b5d2184\" target=\"_blank\" rel=\"noreferrer noopener\">All About Missing Data Handling. Missing data is a every day problem\u2026 | by Baijayanta Roy | Towards Data Science<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.wiley.com\/en-us\/Statistical+Analysis+with+Missing+Data%2C+3rd+Edition-p-9780470526798\">Statistical Analysis with Missing Data, 3rd Edition | Wiley<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0635\u0628\u062d \u0645\u0644\u064a\u0626 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a, \u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0627\u062d\u062f \u0627\u0643\u062b\u0631 \u0627\u0644\u0627\u0634\u064a\u0627\u0621 \u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062c\u0639\u0644 \u0627\u0643\u062b\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u062d\u0643\u0645\u0629 \u062a\u0638\u0647\u0631 \u0641\u064a [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":11790,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"image","meta":{"footnotes":""},"categories":[176,175],"tags":[],"class_list":["post-11797","post","type-post","status-publish","format-image","has-post-thumbnail","hentry","category-data","category-data-science","post_format-post-format-image"],"blocksy_meta":[],"brizy_media":[],"_links":{"self":[{"href":"https:\/\/aljo3aid.com\/wp-json\/wp\/v2\/posts\/11797","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aljo3aid.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aljo3aid.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aljo3aid.com\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/aljo3aid.com\/wp-json\/wp\/v2\/comments?post=11797"}],"version-history":[{"count":5,"href":"https:\/\/aljo3aid.com\/wp-json\/wp\/v2\/posts\/11797\/revisions"}],"predecessor-version":[{"id":11814,"href":"https:\/\/aljo3aid.com\/wp-json\/wp\/v2\/posts\/11797\/revisions\/11814"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aljo3aid.com\/wp-json\/wp\/v2\/media\/11790"}],"wp:attachment":[{"href":"https:\/\/aljo3aid.com\/wp-json\/wp\/v2\/media?parent=11797"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aljo3aid.com\/wp-json\/wp\/v2\/categories?post=11797"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aljo3aid.com\/wp-json\/wp\/v2\/tags?post=11797"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}