{"id":24304,"date":"2021-07-19T18:46:26","date_gmt":"2021-07-19T14:16:26","guid":{"rendered":"https:\/\/maktabkhooneh.org\/mag\/?p=24304"},"modified":"2026-04-29T09:49:04","modified_gmt":"2026-04-29T06:19:04","slug":"what-is-groupby-in-pandas","status":"publish","type":"post","link":"https:\/\/maktabkhooneh.org\/mag\/what-is-groupby-in-pandas\/","title":{"rendered":"Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633 \u0686\u06cc\u0633\u062a"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633 \u0686\u06cc\u0633\u062a\u061f<\/span><\/h2>\n\n\n\n<p><span style=\"font-size: 16px;\">\u00ab\u067e\u0627\u0646\u062f\u0627\u0633\u00bbPandas \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0627\u06cc \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627\u0633\u062a \u06a9\u0647 \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u0628\u0648\u062f\u0647 \u0648 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 BSD \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0647 \u0622\u0633\u0627\u0646\u06cc \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc\u200c\u0646\u0645\u0627\u06cc\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0628\u0647 \u0627\u0631\u0627\u0626\u0647 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a\u06cc \u062f\u0631 \u0631\u0627\u0628\u0637\u0647 \u0628\u0627 \u067e\u0627\u0646\u062f\u0627\u0633 \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0627\u06cc \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u200c\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627 \u0631\u0627 \u062f\u0627\u0631\u0627 \u0645\u06cc\u200c\u0628\u0627\u0634\u062f.<\/span> \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0631\u0648\u06cc\u062f \u0648 \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062d\u0631\u0641\u0647 \u0627\u06cc \u062a\u0631 \u067e\u0627\u0646\u062f\u0627\u0633 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f\u060c \u062d\u062a\u0645\u0627 \u062f\u0648\u0631\u0647 <a href=\"https:\/\/maktabkhooneh.org\/course\/%D8%A2%D9%85%D9%88%D8%B2%D8%B4-%D8%B1%D8%A7%DB%8C%DA%AF%D8%A7%D9%86-pandas-mk727\/\" data-type=\"link\" data-id=\"https:\/\/maktabkhooneh.org\/course\/%D8%A2%D9%85%D9%88%D8%B2%D8%B4-%D8%B1%D8%A7%DB%8C%DA%AF%D8%A7%D9%86-pandas-mk727\/\">\u0622\u0645\u0648\u0632\u0634 \u067e\u0627\u0646\u062f\u0627\u0633 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a> \u0645\u06a9\u062a\u0628 \u062e\u0648\u0646\u0647 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0633 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0639\u0645\u0627\u0644 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 Data Science \u0631\u0627 \u062f\u0631 <a href=\"https:\/\/maktabkhooneh.org\/learn\/python\/\" data-type=\"link\" data-id=\"https:\/\/maktabkhooneh.org\/learn\/python\/\">\u0622\u0645\u0648\u0632\u0634 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a> \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u0631\u0633\u0627\u0646\u06cc\u062f. \u0627\u0632 \u0637\u0631\u0641\u06cc \u062a\u0648\u0627\u0628\u0639 \u0648 \u0645\u062a\u062f\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0631\u0648\u06cc \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645\u200c\u0647\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f\u060c \u0645\u062b\u0644 <strong>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/strong> \u06a9\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0631\u0627\u06cc\u062a\u0627\u0646 \u0634\u0631\u062d \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u0627\u06cc\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0633 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u0622\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u06cc\u0632 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0645\u0639\u0631\u0641\u06cc \u0648 \u0627\u0631\u0627\u0626\u0647 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a\u06cc \u062f\u0631 \u0631\u0627\u0628\u0637\u0647 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0633 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0646\u06cc\u0632 \u0628\u06cc\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u06af\u0648\u0646\u0627\u06af\u0648\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc\u062a\u0627\u0646 \u0634\u0631\u062d \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062d\u062a\u06cc \u0646\u062d\u0648\u0647 \u0646\u0635\u0628 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0648 \u0686\u06af\u0648\u0646\u06af\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0645\u067e\u0648\u0631\u062a \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f. \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0646\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f \u0632\u0645\u0627\u0646 \u0632\u06cc\u0627\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u0622\u0646\u200c\u0647\u0627 \u0645\u0635\u0631\u0641 \u0645\u06cc\u200c\u0646\u0645\u0627\u06cc\u0646\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u067e\u0627\u0646\u062f\u0627\u0633 \u0646\u06cc\u0632 \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u0648 \u0627\u0635\u0644\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc\u200c\u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062e\u0627\u0637\u0631 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0645\u0642\u0627\u0644\u0647 \u0645\u0637\u0627\u0644\u0628\u06cc \u062f\u0631 \u0631\u0627\u0628\u0637\u0647 \u0628\u0627 \u0646\u062d\u0648\u0647 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0627 \u067e\u0627\u0646\u062f\u0627\u0633 \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc\u062a\u0627\u0646 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u0648 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u06af\u0641\u062a\u0647 \u0634\u062f \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0648 \u0645\u062a\u062f\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0648\u06cc \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645\u200c\u0647\u0627 \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f.<\/span><\/p>\n\n\n<div class=\"jet-listing-grid--50192\" style=\"\"><style><\/style><section class=\"zht-related-post\" itemscope=\"\" itemtype=\"https:\/\/schema.org\/Article\" role=\"region\"\n  aria-label=\"Related article\">\n  <div class=\"zht-related-post-section-label\">\n    \u0645\u0637\u0627\u0644\u0628 \u0645\u0631\u062a\u0628\u0637\n  <\/div>\n  <img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"200\" src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2019\/10\/book-shelves-bookcase-books-926680-300x200.jpg.webp\" class=\"attachment-medium size-medium wp-post-image\" alt=\"\u0645\u0639\u0631\u0641\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f \u0622\u0646 \u0647\u0627\" srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2019\/10\/book-shelves-bookcase-books-926680-300x200.jpg.webp 300w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2019\/10\/book-shelves-bookcase-books-926680-768x512.jpg.webp 768w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2019\/10\/book-shelves-bookcase-books-926680.jpg 1000w\" sizes=\"(max-width: 300px) 100vw, 300px\" title=\"\">\n  <a href=\"https:\/\/maktabkhooneh.org\/mag\/python-libraries\/\" class=\"zht-related-post-title\"\n    itemprop=\"headline\" target=\"_blank\">\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 + \u0645\u0632\u0627\u06cc\u0627\u060c \u0645\u0639\u0627\u06cc\u0628 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0631\u06a9\u062f\u0627\u0645<\/a>\n<\/section><\/div>\n\n\n<p><span style=\"font-size: 16px;\">\u0645\u062b\u0644 <strong>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/strong> \u060c value_counts() \u060cmerge() \u060cdescribe() \u060cconcat \u0648 ()count \u06a9\u0647 \u0647\u0645\u06af\u06cc \u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u0622\u0633\u0627\u0646 \u0634\u062f\u0646 \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc\u200c\u0647\u0627 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0646\u062c\u0627\u0645 \u0641\u0631\u0627\u06cc\u0646\u062f \u062a\u062d\u0644\u06cc\u0644 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u06af\u0648\u0646\u0627\u06af\u0648\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0633<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u067e\u0627\u0646\u062f\u0627\u0633 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0627 \u0628\u0647 \u0627\u0645\u0631\u0648\u0632 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0622\u0646 \u0628\u0647 \u0627\u0646\u062a\u0634\u0627\u0631 \u0631\u0633\u06cc\u062f\u0647 \u0648 \u062f\u0631 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0622\u067e\u062f\u06cc\u062a\u200c\u0647\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0645\u0647\u0645 \u0648 \u0627\u0633\u0627\u0633\u06cc \u0628\u0647 \u0648\u062c\u0648\u062f \u0622\u0645\u062f\u0647 \u0627\u0633\u062a \u0627\u0645\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u0646\u06cc\u0632 \u062a\u0646\u0647\u0627 \u0628\u0647 \u0628\u0631\u0637\u0631\u0641 \u06a9\u0631\u062f\u0646 \u0628\u0627\u06af\u200c\u0647\u0627 \u0648 \u0645\u0634\u06a9\u0644\u0627\u062a \u062c\u0632\u0626\u06cc \u0646\u0633\u062e\u0647 \u0642\u0628\u0644\u06cc \u067e\u0631\u062f\u0627\u062e\u062a\u0647\u200c\u0627\u0646\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0646\u0633\u062e\u0647 \u06f0.\u06f2\u06f4 \u0622\u062e\u0631\u06cc\u0646 \u0648\u0631\u0698\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0645\u0627\u0647 \u0645\u0627\u0631\u0633 \u0633\u0627\u0644 \u06f2\u06f0\u06f1\u06f9 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0647 \u0627\u0646\u062a\u0634\u0627\u0631 \u0631\u0633\u06cc\u062f\u0647 \u0627\u0633\u062a \u0648 \u062f\u0631 \u0622\u0646 \u062c\u062f\u0627 \u0627\u0632 \u0628\u0627\u06af\u200c\u0632\u062f\u0627\u06cc\u06cc\u060c \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0646\u06cc\u0632 \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0631\u0627\u0628\u0637\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0627\u0641\u0632\u0648\u062f\u0647 \u0634\u062f\u0647 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0641\u0632\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a \u062f\u0631 \u0645\u062c\u0645\u0648\u0639 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0631\u0627 \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0627\u0645\u0644\u062a\u0631\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u062a\u0627 \u0628\u0647 \u0627\u0645\u0631\u0648\u0632 \u0634\u0646\u0627\u062e\u062a.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0633<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0633 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u06a9\u0647 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u06cc\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u0645\u0648\u0636\u0648\u0639 <strong>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/strong> \u0646\u06cc\u0632 \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a\u061b<\/span><br>\n<span style=\"font-size: 16px;\">\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0633 \u0642\u0627\u062f\u0631 \u0628\u0647 \u0627\u0631\u0627\u0626\u0647 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0633\u0631\u06cc \u0648 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0645\u06cc\u200c\u0628\u0627\u0634\u062f \u06a9\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u0627\u0633\u0627\u0633 \u0642\u0627\u0644\u0628 \u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u067e\u0627\u0646\u062f\u0627\u0633 \u067e\u06a9\u06cc\u062c\u06cc \u06a9\u0627\u0645\u0644 \u0645\u062a\u0634\u06a9\u0644 \u0627\u0632 \u0686\u0646\u062f \u0645\u062a\u062f \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u067e\u0627\u0644\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634 \u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u0628\u0627\u0634\u062f.<\/span><br>\n<span style=\"font-size: 16px;\">\u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0642\u0627\u062f\u0631 \u0628\u0647 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u06cc\u0627 \u062e\u0627\u0631\u062c \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0641\u0631\u0645\u062a \u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 MS Excel \u060cTSV \u060cCSV \u0645\u06cc \u0628\u0627\u0634\u0646\u062f.<\/span><\/p>\n\n\n<div class=\"jet-listing-grid--50192\" style=\"\"><section class=\"zht-related-post\" itemscope=\"\" itemtype=\"https:\/\/schema.org\/Article\" role=\"region\"\n  aria-label=\"Related article\">\n  <div class=\"zht-related-post-section-label\">\n    \u0645\u0637\u0627\u0644\u0628 \u0645\u0631\u062a\u0628\u0637\n  <\/div>\n  <img decoding=\"async\" width=\"300\" height=\"171\" data-src=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2021\/01\/the-best-python-libraries-data-science-2-300x171.jpg.webp\" class=\"attachment-medium size-medium wp-post-image lazyload\" alt=\"\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0628\u0647\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647\" data-srcset=\"https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2021\/01\/the-best-python-libraries-data-science-2-300x171.jpg.webp 300w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2021\/01\/the-best-python-libraries-data-science-2-1024x585.jpg.webp 1024w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/smush-webp\/2021\/01\/the-best-python-libraries-data-science-2-768x439.jpg.webp 768w, https:\/\/maktabkhooneh.org\/mag\/wp-content\/uploads\/2021\/01\/the-best-python-libraries-data-science-2.jpg 1400w\" data-sizes=\"(max-width: 300px) 100vw, 300px\" title=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 300px; --smush-placeholder-aspect-ratio: 300\/171;\">\n  <a href=\"https:\/\/maktabkhooneh.org\/mag\/the-best-python-libraries-data-science\/\" class=\"zht-related-post-title\"\n    itemprop=\"headline\" target=\"_blank\">\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0628\u0647\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647<\/a>\n<\/section><\/div>\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0646\u0635\u0628 Pandas<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0633 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 pip \u0646\u0635\u0628 \u06a9\u0631\u062f \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u0648\u062f:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">$ pip install pandas<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0622\u0646\u0627\u06a9\u0648\u0646\u062f\u0627 \u0631\u0627 \u0646\u0635\u0628 \u062f\u0627\u0631\u0646\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;$ conda install pandas<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0634\u0645\u0627 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0639\u0632\u06cc\u0632 \u062f\u0631 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062d\u0627\u0644\u062a \u0628\u0627\u06cc\u062f \u0622\u062e\u0631\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a\u06cc \u06a9\u0647 \u0642\u0635\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0642\u062f\u06cc\u0645\u06cc \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f \u062d\u062a\u0645\u0627\u064b \u0628\u0627\u06cc\u062f \u0645\u0648\u0642\u0639 \u0646\u0635\u0628 \u0648\u0631\u0698\u0646 \u062f\u0642\u06cc\u0642 \u062e\u0648\u062f \u0631\u0627 \u062b\u0628\u062a \u0646\u0645\u0627\u06cc\u06cc\u062f \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0646\u0645\u0648\u0646\u0647 \u06a9\u062f\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0646\u0633\u062e\u0647 \u06f0.\u06f2\u06f0.\u06f4 \u0646\u0635\u0628 \u0634\u062f\u0647\u060c \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;$ conda install pandas=0.20.4<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u2022 Series<\/span><br>\n<span style=\"font-size: 16px;\">\u2022 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 (DataFrame)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 \u062f\u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u0628\u0627\u0644\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0645\u062e\u062a\u0635\u0631\u06cc \u062f\u0631 \u0631\u0627\u0628\u0637\u0647 \u0628\u0627 \u0622\u0646\u200c\u0647\u0627 \u0628\u06cc\u0627\u0646 \u06a9\u0631\u062f\u0647 \u0648 \u0633\u067e\u0633 \u0628\u0647 \u062a\u0648\u0636\u06cc\u062d <strong>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/strong> \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">Series \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/span><\/h4>\n\n\n\n<p><span style=\"font-size: 16px;\">series \u0645\u0641\u0647\u0645\u0648\u0645\u06cc \u0645\u062b\u0644 \u0622\u0631\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u06cc\u06a9\u200c\u0628\u064f\u0639\u062f\u06cc \u062f\u0627\u0631\u062f. series \u0642\u0627\u062f\u0631 \u0628\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0646\u0648\u0627\u0639 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a \u0648 \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0646\u06cc\u0632 \u0642\u0627\u0628\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc\u200c\u0628\u0627\u0634\u0646\u062f \u0627\u0645\u0627 \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 series \u067e\u0627\u0646\u062f\u0627\u0633\u060c \u063a\u06cc\u0631 \u0642\u0627\u0628\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0633\u062a. \u0628\u0647 \u0627\u0648\u0644\u06cc\u0646 \u0639\u0646\u0635\u0631 \u062f\u0631 series\u060c \u0627\u0646\u062f\u06cc\u0633 \u0635\u0641\u0631 \u062a\u062e\u0635\u06cc\u0635 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f \u0648 \u0627\u0646\u062f\u06cc\u0633 \u0622\u062e\u0631\u06cc\u0646 \u0639\u0646\u0635\u0631 \u062f\u0631 series \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 N-1 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646\u060c N \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u0639\u0646\u0635\u0631\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0633\u0631\u06cc \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062c\u0647\u062a \u0627\u06cc\u062c\u0627\u062f Series \u067e\u0627\u0646\u062f\u0627\u0633\u060c \u0646\u062e\u0633\u062a \u0628\u0627\u06cc\u062f \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 \u0627\u06cc\u0646 \u067e\u0648\u0631\u062a \u0628\u0633\u062a\u0647 \u067e\u0627\u0646\u062f\u0627\u0633 \u0631\u0627 \u0648\u0627\u0631\u062f \u0646\u0645\u0648\u062f \u0628\u0627\u06cc\u062f\u061b<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;import pandas as pd<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062c\u0647\u062a\u200c \u0633\u0627\u062e\u062a Series\u060c \u0628\u0627\u06cc\u062f \u0645\u062a\u062f ()pd.Series \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u062f\u0647 \u0634\u0648\u062f \u0648 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u062a\u0639\u0631\u06cc\u0641 \u0634\u0648\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;series1 = pd.Series([1,2,3,4])<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">print \u0646\u06cc\u0632 \u0642\u0637\u0639\u0647 \u06a9\u062f\u06cc \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0645\u062d\u062a\u0648\u0627\u06cc Series \u0645\u06cc\u200c\u0628\u0627\u0634\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">print(series1)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06f0 \u06f1<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06f1 \u06f2<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06f2 \u06f3<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06f3 \u06f4<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">dtype: int64<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0622\u0646\u0686\u0647 \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u062f \u062f\u0648 \u0633\u062a\u0648\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0633\u062a\u0648\u0646 \u0627\u0648\u0644 \u062f\u0627\u0631\u0627\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u0632 \u0627\u0646\u062f\u06cc\u0633 \u0635\u0641\u0631 \u0634\u0631\u0648\u0639 \u0634\u062f\u0647 \u0648 \u0633\u062a\u0648\u0646 \u062f\u0648\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0647 series \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u067e\u0633 \u0627\u0648\u0644\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u0646\u062f\u0647 \u0627\u0646\u062f\u06cc\u0633 \u0639\u0646\u0627\u0635\u0631 \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0647\u0646\u06af\u0627\u0645 \u0646\u0645\u0627\u06cc\u0634 series \u0645\u062a\u0648\u062c\u0647 \u062e\u0637\u0627 \u0634\u0648\u0646\u062f \u0648 \u062f\u0644\u06cc\u0644 \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u067e\u0627\u0646\u062f\u0627\u0633 \u062f\u0631 \u062d\u0627\u0644 \u062c\u0633\u062a \u0648 \u062c\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062e\u0627\u0637\u0631 \u06a9\u0627\u0631\u0628\u0631 \u0648\u0638\u06cc\u0641\u0647 \u062f\u0627\u0631\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0641\u0631\u0627\u0647\u0645 \u0646\u0645\u0627\u06cc\u062f. \u0628\u0627 \u06a9\u062f \u062f\u0633\u062a\u0648\u0631\u06cc \u0632\u06cc\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u0634\u06a9\u0644 \u0628\u0631\u0648\u0632 \u0627\u06cc\u0646 \u062e\u0637\u0627 \u0631\u0627 \u062d\u0644 \u06a9\u0631\u062f\u061b<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">import sys<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">sys.__stdout__ = sys.stdout<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">series1 = pd.Series([1,2,3,4])<\/span><br>\n<span style=\"font-size: 16px;\">print(series1)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06cc\u06a9 Series \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0622\u0631\u0627\u06cc\u0647 numpy \u0627\u06cc\u062c\u0627\u062f \u0634\u0648\u062f. \u0628\u0627 \u06a9\u062f \u062f\u0633\u062a\u0648\u0631\u06cc \u0632\u06cc\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u06cc\u06a9 numpy \u0633\u0627\u062e\u062a \u0648 \u0622\u0646 \u0631\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 Series\u067e\u0627\u0646\u062f\u0627\u0633 \u0646\u0645\u0648\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">import numpy as np<\/span><br>\n<span style=\"font-size: 16px;\">import sys<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">sys.__stdout__ = sys.stdout<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">fruits = np.array([&#8216;apple&#8217;,&#8217;orange&#8217;,&#8217;mango&#8217;,&#8217;pear&#8217;])<\/span><br>\n<span style=\"font-size: 16px;\">series2 = pd.Series(fruits)<\/span><br>\n<span style=\"font-size: 16px;\">print(series2)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;\u06f0 apple<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 orange<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 mango<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 pear<\/span><br>\n<span style=\"font-size: 16px;\">dtype: object<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0627\u0628\u062a\u062f\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0648 numpy \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647\u200c\u0627\u0646\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062a\u0627\u0628\u0639 ()array \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0622\u0631\u0627\u06cc\u0647\u200c\u0627\u06cc \u0627\u0632 \u0645\u06cc\u0648\u0647\u200c\u0647\u0627 \u0641\u0631\u0627\u0647\u0627\u0646\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u0634\u062f\u0647<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062a\u0627\u0628\u0639 ()Series \u067e\u0627\u0646\u062f\u0627\u0633 \u0628\u0647\u200c\u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u062a\u0627 \u0622\u0631\u0627\u06cc\u0647\u200c\u0627\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u062a\u0645\u0627\u06cc\u0644 \u062f\u0627\u0631\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 series \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f \u0628\u0647 \u0622\u0646 \u067e\u0627\u0633 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062a\u0627\u0628\u0639 ()print \u0646\u06cc\u0632 \u062c\u0647\u062a \u0646\u0645\u0627\u06cc\u0634 Series \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645<\/span><\/h4>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0631\u0627\u06cc \u062a\u0648\u0636\u06cc\u062d <strong>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/strong> \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u0645\u060c \u062d\u0627\u0644 \u0628\u0647 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 DataFrame \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u0628\u0647 \u0646\u0648\u0639\u06cc \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0648\u0638\u06cc\u0641\u0647 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0633\u0637\u0631\u200c\u0647\u0627 \u0648 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u062e\u0631\u0648\u062c\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u0648 \u0628\u0639\u062f\u06cc \u0645\u06cc\u200c\u0628\u0627\u0634\u062f. \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0645\u062a\u063a\u06cc\u0631 \u0627\u0633\u062a \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u06af\u0648\u0646\u0627\u06af\u0648\u0646 \u067e\u0631 \u06a9\u0631\u062f. \u062f\u0631 \u0645\u062c\u0645\u0648\u0639 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0642\u0627\u0628\u0644 \u0648\u06cc\u0631\u0627\u06cc\u0634 \u0628\u0648\u062f\u0647 \u0648 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0622\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0632 \u067e\u0627\u06cc\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f \u0648 \u06cc\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0622\u0631\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc<a href=\"https:\/\/maktabkhooneh.org\/course\/%D8%A2%D9%85%D9%88%D8%B2%D8%B4-NumPy-mk725\/\"> Numpy<\/a> \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0686\u06af\u0648\u0646\u06af\u06cc \u0633\u0627\u062e\u062a \u06cc\u06a9 DataFrame \u0627\u0632 \u067e\u0627\u06cc\u0647 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a\u061b<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">print(series1)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06f0 \u06f1<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f2<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f3<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f4<\/span><br>\n<span style=\"font-size: 16px;\">dtype: int64<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0631\u062f \u06a9\u0647 \u062f\u0648 \u0633\u062a\u0648\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0633\u062a\u0648\u0646 \u0627\u0648\u0644 \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0627\u0646\u062f\u06cc\u0633 \u0635\u0641\u0631 \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0633\u062a\u0648\u0646 \u062f\u0648\u0645 \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 series \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u0633\u062a\u0648\u0646 \u0627\u0648\u0644 \u0627\u0646\u062f\u06cc\u0633 \u0639\u0646\u0627\u0635\u0631 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u06a9\u0627\u0631\u0628\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0647\u0646\u06af\u0627\u0645 \u0646\u0645\u0627\u06cc\u0634 series \u0628\u0627 \u062e\u0637\u0627 \u0645\u0648\u0627\u062c\u0647 \u0634\u0648\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0644\u06cc\u0644 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u062e\u0637\u0627 \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u067e\u0627\u0646\u062f\u0627\u0633 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0645\u06cc\u200c\u06af\u0631\u062f\u062f \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u06a9\u0627\u0631\u0628\u0631 \u0628\u0627\u06cc\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062e\u0631\u0648\u062c\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062e\u0637\u0627 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u062d\u0644 \u06a9\u0631\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">import sys<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">sys.__stdout__ = sys.stdout<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">series1 = pd.Series([1,2,3,4])<\/span><br>\n<span style=\"font-size: 16px;\">print(series1)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06cc\u06a9 Series \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 \u0622\u0631\u0627\u06cc\u0647 \u00ab\u0646\u0627\u0645\u200c\u067e\u0627\u06cc\u00bb (numpy) \u0633\u0627\u062e\u062a\u0647 \u0634\u0648\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 numpy \u0633\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0633\u067e\u0633\u060c \u0627\u06cc\u0646 \u0622\u0631\u0627\u06cc\u0647 \u0628\u0647 Series \u067e\u0627\u0646\u062f\u0627\u0633 \u00ab\u062a\u0628\u062f\u06cc\u0644\u00bb (Convert) \u0645\u06cc\u200c\u0634\u0648\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">import numpy as np<\/span><br>\n<span style=\"font-size: 16px;\">import sys<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">sys.__stdout__ = sys.stdout<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">fruits = np.array([&#8216;apple&#8217;,&#8217;orange&#8217;,&#8217;mango&#8217;,&#8217;pear&#8217;])<\/span><br>\n<span style=\"font-size: 16px;\">series2 = pd.Series(fruits)<\/span><br>\n<span style=\"font-size: 16px;\">print(series2)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;\u06f0 apple<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 orange<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 mango<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 pear<\/span><br>\n<span style=\"font-size: 16px;\">dtype: object<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06a9\u0627\u0631 \u0628\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 numpy \u0622\u063a\u0627\u0632 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0633\u067e\u0633\u060c \u062a\u0627\u0628\u0639 ()array \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0634\u062f\u0647 \u062a\u0627 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 \u0627\u0632 \u0645\u06cc\u0648\u0647\u200c\u0647\u0627 \u0633\u0627\u062e\u062a\u0647 \u0634\u0648\u062f. \u067e\u0633 \u0627\u0632 \u0622\u0646\u060c \u0627\u0632 \u062a\u0627\u0628\u0639 ()Series \u067e\u0627\u0646\u062f\u0627\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0648 \u0622\u0631\u0627\u06cc\u0647\u200c\u0627\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u062a\u0645\u0627\u06cc\u0644 \u062f\u0627\u0631\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 series \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f \u0628\u0647 \u0622\u0646 \u067e\u0627\u0633 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u062a\u0627\u0628\u0639 ()print \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 Series \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 (DataFrame) \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a. \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0633\u0637\u0631\u0647\u0627 \u0648 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u062f\u0647\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u062f\u0648\u0628\u064f\u0639\u062f\u06cc \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u06af\u0648\u0646\u0627\u06af\u0648\u0646 \u0628\u0627\u0634\u0646\u062f \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0642\u0627\u0628\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0633\u062a\u061b \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0648\u06cc\u0631\u0627\u06cc\u0634 \u06a9\u0631\u062f. \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0632 \u067e\u0627\u06cc\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f \u0648 \u06cc\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0622\u0631\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u200c\u067e\u0627\u06cc Numpy \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0686\u06af\u0648\u0646\u06af\u06cc \u0633\u0627\u062e\u062a \u06cc\u06a9 DataFrame \u0627\u0632 \u067e\u0627\u06cc\u0647<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">df = pd.DataFrame({<\/span><br>\n<span style=\"font-size: 16px;\">&#8220;Column1&#8221;: [1, 4, 8, 7, 9],<\/span><br>\n<span style=\"font-size: 16px;\">&#8220;Column2&#8221;: [&#8216;a&#8217;, &#8216;column&#8217;, &#8216;with&#8217;, &#8216;a&#8217;, &#8216;string&#8217;],<\/span><br>\n<span style=\"font-size: 16px;\">&#8220;Column3&#8221;: [1.23, 23.5, 45.6, 32.1234, 89.453],<\/span><br>\n<span style=\"font-size: 16px;\">&#8220;Column4&#8221;: [True, False, True, False, True]<\/span><br>\n<span style=\"font-size: 16px;\">})<\/span><br>\n<span style=\"font-size: 16px;\">print(df)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">Column1 Column2 Column3 Column4<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f1 a 1.2300 True<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f4 column 23.5000 False<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f8 with 45.6000 True<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f7 a 32.1234 False<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 \u06f9 string 89.4530 True<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f \u062f\u0631 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0628\u0627\u0644\u0627 \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0628\u0627 \u0646\u0627\u0645 df \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. \u0633\u062a\u0648\u0646 \u0627\u0648\u0644 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 (DataFrame) \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0635\u062d\u06cc\u062d\u060c \u062f\u0648\u0645\u06cc\u0646 \u0633\u062a\u0648\u0646 \u062d\u0627\u0648\u06cc \u06cc\u06a9 \u0631\u0634\u062a\u0647\u060c \u0633\u062a\u0648\u0646 \u0633\u0648\u0645 \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u00ab\u0645\u0645\u06cc\u0632 \u0634\u0646\u0627\u0648\u0631\u00bb (Floating Point) \u0648 \u0633\u062a\u0648\u0646 \u0686\u0647\u0627\u0631\u0645 \u062d\u0627\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u00ab\u0628\u0648\u0644\u06cc\u00bb (Boolean) \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">(print(df \u062f\u0633\u062a\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0646\u0633\u0648\u0644\u060c \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0631\u0627 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0634\u0631\u0627\u06cc\u0637 \u0628\u0631\u0631\u0633\u06cc \u062a\u0627\u06cc\u06cc\u062f \u06cc\u0627 \u0639\u062f\u0645 \u062a\u0627\u06cc\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0646\u0645\u0627\u06cc\u062f \u0627\u0644\u0628\u062a\u0647 \u0645\u0648\u0642\u0639 \u0646\u0645\u0627\u06cc\u0634 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631 \u0645\u062a\u0648\u062c\u0647 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u0627\u0636\u0627\u0641\u06cc \u062f\u0631 \u0627\u0628\u062a\u062f\u0627\u06cc \u062c\u062f\u0648\u0644 \u0634\u0648\u062f \u06a9\u0647 \u0639\u0646\u0627\u0635\u0631 \u0622\u0646 \u0627\u0632 \u0635\u0641\u0631 \u0634\u0631\u0648\u0639 \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0627\u0632 \u0647\u0645\u06cc\u0646 \u0631\u0648 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633 \u0641\u0631\u06cc\u0645 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0645\u062a\u062f ()pd.DataFrame \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0645\u062b\u0627\u0644 \u0641\u0648\u0642 \u0646\u0645\u0648\u0646\u0647 \u0622\u0646 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0631\u062f\u06cc\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0648\u0627\u0642\u0639 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 DataFrame \u0627\u0632 \u0644\u06cc\u0633\u062a \u06cc\u0627 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0632 \u0644\u06cc\u0633\u062a\u200c\u0647\u0627\u060c \u0645\u0633\u0626\u0644\u0647 \u062f\u0634\u0648\u0627\u0631\u06cc \u0627\u0633\u062a \u0648 \u0634\u0645\u0627 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062a\u062f ()pd.DataFrame \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0646\u0645\u0648\u062f\u0647 \u0648 \u067e\u0633 \u0627\u0632 \u0622\u0646 \u062a\u0646\u0647\u0627 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u06a9\u0647 \u0647\u0645\u0627\u0646 \u0645\u062a\u063a\u06cc\u0631 \u0644\u06cc\u0633\u062a \u0627\u0633\u062a \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0628\u06cc\u0627\u0641\u0632\u0627\u06cc\u06cc\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u062a\u0648\u062c\u0647 \u0646\u0645\u0627\u06cc\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0644\u06cc\u0633\u062a\u06cc \u0628\u0627 \u0646\u0627\u0645 mylist \u0645\u062a\u0634\u06a9\u0644 \u0627\u0632 \u067e\u0646\u062c \u0639\u062f\u062f \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0648 \u0627\u0639\u062f\u0627\u062f \u0628\u0627 \u0645\u062a\u062f ()DataFrame \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0634\u062f\u0647\u200c \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646 mylist \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0627\u0645 \u0627\u06cc\u0646 \u0644\u06cc\u0633\u062a \u0628\u0647 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0648\u0627\u0642\u0639 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0644\u06cc\u0633\u062a \u0628\u0647 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u067e\u0633 \u0627\u0632 \u0622\u0646 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0646 \u067e\u0631\u06cc\u0646\u062a \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u06af\u0641\u062a\u0647 \u0634\u062f \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u0632 \u0635\u0641\u0631 \u0634\u0631\u0648\u0639 \u0634\u062f\u0647 \u0648 \u0627\u0646\u062f\u06cc\u0633 \u0647\u0627 \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">mylist = [4, 8, 12, 16, 20]<\/span><br>\n<span style=\"font-size: 16px;\">df = pd.DataFrame(mylist)<\/span><br>\n<span style=\"font-size: 16px;\">print(df)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06f0<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0&nbsp; \u06f4<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1&nbsp; \u06f8<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2&nbsp; \u06f1\u06f2<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3&nbsp; \u06f1\u06f6<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4&nbsp; \u06f2\u06f0<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0647\u0645\u06cc\u0646 \u0645\u0648\u0631\u062f \u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u062a\u0648\u062c\u0647 \u0646\u0645\u0627\u06cc\u06cc\u062f\u061b<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">items = [[&#8216;Phone&#8217;, 2000], [&#8216;TV&#8217;, 1500], [&#8216;Radio&#8217;, 800]]<\/span><br>\n<span style=\"font-size: 16px;\">df = pd.DataFrame(items, columns=[&#8216;Item&#8217;, &#8216;Price&#8217;], dtype=float)<\/span><br>\n<span style=\"font-size: 16px;\">print(df)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">Item Price<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 Phone 2000.0<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 TV 1500.0<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 Radio 800.0<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u06f3 \u0639\u0646\u0635\u0631 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u0648 \u0647\u0631 \u0639\u0646\u0635\u0631\u060c \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0646\u0627\u0645 \u0648 \u0642\u06cc\u0645\u062a \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0644\u06cc\u0633\u062a \u0628\u0647 \u0645\u062a\u062f ()DataFrame \u0645\u062d\u0648\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0622\u0628\u062c\u06a9\u062a DataFrame \u062a\u0628\u062f\u06cc\u0644 \u0646\u0645\u0627\u06cc\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0646\u0627\u0645 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0647\u0645 \u062a\u0639\u06cc\u06cc\u0646 \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0645\u06cc\u0632 \u0634\u0646\u0627\u0648\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u200c\u0627\u0646\u062f \u0686\u0648\u0646 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 dtype \u0627\u0632 \u0646\u0648\u0639 \u0645\u0645\u06cc\u0632 \u0634\u0646\u0627\u0648\u0631 \u00abfloat\u00bb \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">()describe \u062a\u0627\u0628\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062e\u0644\u0627\u0635\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u06cc\u062a\u0645\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0631\u0648\u06cc \u0645\u062a\u063a\u06cc\u0631 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0631\u062f\u061b<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06f1 df.describe()<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">Price<\/span><br>\n<span style=\"font-size: 16px;\">count 3.000000<\/span><br>\n<span style=\"font-size: 16px;\">mean 1433.333333<\/span><br>\n<span style=\"font-size: 16px;\">std 602.771377<\/span><br>\n<span style=\"font-size: 16px;\">min 800.000000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2\u06f5% \u06f1\u06f1\u06f5\u06f0\u066b\u06f0\u06f0\u06f0\u06f0\u06f0\u06f0<\/span><br>\n<span style=\"font-size: 16px;\">\u06f5\u06f0% \u06f1\u06f5\u06f0\u06f0\u066b\u06f0\u06f0\u06f0\u06f0\u06f0\u06f0<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7\u06f5% \u06f1\u06f7\u06f5\u06f0\u066b\u06f0\u06f0\u06f0\u06f0\u06f0\u06f0<\/span><br>\n<span style=\"font-size: 16px;\">max 2000.000000<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062a\u0627\u0628\u0639 ()describe \u0628\u0647 \u0627\u0631\u0627\u0626\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u0622\u0645\u0627\u0631\u06cc \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f \u0648 \u06af\u0631\u0641\u062a\u0646 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u06cc\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0627\u0646\u062d\u0631\u0627\u0641 \u0645\u0639\u06cc\u0627\u0631 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0639\u0646\u0627\u0635\u0631 \u062d\u062f\u0627\u0642\u0644 \u0648 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. describe \u0631\u0627\u0647\u06a9\u0627\u0631 \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0633\u0631\u06cc\u0639 \u0648 \u06a9\u0644\u06cc \u067e\u06cc\u0631\u0627\u0645\u0648\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631 \u062d\u0627\u0644 \u06a9\u0627\u0631 \u0628\u0627 \u0622\u0646\u200c\u0647\u0627 \u0627\u0633\u062a \u0645\u0627\u0646\u0646\u062f \u0645\u062b\u0627\u0644 <strong>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/strong> \u06a9\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u0622\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a. \u062f\u0631 \u0645\u062c\u0645\u0648\u0639 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u062a\u0648\u0627\u0628\u0639\u06cc \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u0627 \u0645\u0634\u0627\u0628\u0647 \u0647\u0633\u062a\u0646\u062f \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc\u200c\u0628\u0627\u0634\u062f.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u062d\u0627\u0644\u062a \u06a9\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0633 \u0628\u0631\u0627\u06cc \u0628\u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u06a9\u0647 \u062f\u0631 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0627\u06a9\u0633\u0644 \u06cc\u0627 csv \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0645\u06cc\u200c\u0628\u0627\u0634\u062f. \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633 \u0627\u06cc\u0645\u067e\u0648\u0631\u062a \u06a9\u0646\u06cc\u0645 \u0648 \u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0686\u0646\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0642\u0627\u0628\u0644 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc CSV<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06cc\u06a9 \u0641\u0627\u06cc\u0644 CSV \u06cc\u0627 \u0647\u0645\u0627\u0646 Comma Separated Value \u0628\u0647 \u0641\u0627\u06cc\u0644\u06cc \u06af\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0622\u0646 \u0645\u062a\u0646\u06cc \u0628\u0648\u062f\u0647 \u0648 \u0647\u0631 \u06cc\u06a9 \u0628\u0647 \u0648\u0633\u06cc\u0644\u0647 \u06a9\u0627\u0645\u0627 \u0627\u0632 \u0647\u0645 \u062c\u062f\u0627 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644 \u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u0648\u062f \u0645\u062b\u0644\u0627\u064b \u06cc\u06a9 \u0641\u0627\u06cc\u0644 CSV \u0628\u0627 \u0646\u0627\u0645 mashin.csv \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0648 \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644 \u062d\u0627\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0645\u06cc\u200c\u0628\u0627\u0634\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;Number,Type,Capacity<\/span><br>\n<span style=\"font-size: 16px;\">SSD,Premio,1800<\/span><br>\n<span style=\"font-size: 16px;\">KCN,Fielder,1500<\/span><br>\n<span style=\"font-size: 16px;\">USG,Benz,2200<\/span><br>\n<span style=\"font-size: 16px;\">TCH,BMW,2000<\/span><br>\n<span style=\"font-size: 16px;\">KBQ,Range,3500<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0641\u0627\u06cc\u0644mashin.csv \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">data = pd.read_csv(mashin.csv&#8217;)<\/span><br>\n<span style=\"font-size: 16px;\">print(data)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">Number Type Capacity<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 SSD Premio 1800<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 KCN Fielder 1500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 USG Benz 2200<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 TCH BMW 2000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 KBQ Range 3500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f5 TBD Premio 1800<\/span><br>\n<span style=\"font-size: 16px;\">\u06f6 KCP Benz 2200<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7 USD Fielder 1500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f8 UGB BMW 2000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f9 TBG Range 3200<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0641\u0627\u06cc\u0644 CSV \u0628\u0647 \u0645\u062a\u062f read_csv \u067e\u0627\u0633 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0632\u06cc\u0631\u0627 \u062f\u0631 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u062f\u0631 \u0627\u06cc\u0646 \u0634\u0631\u0627\u06cc\u0637 \u067e\u0648\u0634\u0647 \u06a9\u0627\u0631\u06cc \u062c\u0627\u0631\u06cc \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u0627\u0644\u0628\u062a\u0647 \u0627\u06af\u0631 \u0641\u0627\u06cc\u0644 \u0634\u0645\u0627 \u062f\u0631 \u0645\u0633\u06cc\u0631 \u062f\u06cc\u06af\u0631\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f \u0628\u0627\u06cc\u062f \u0646\u0633\u0628\u062a \u0628\u0647 \u0635\u062d\u06cc\u062d \u0628\u0648\u062f\u0646 \u0645\u0633\u06cc\u0631 \u062b\u0628\u062a \u0634\u062f\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062d\u062a\u06cc \u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a \u062a\u0639\u062f\u0627\u062f \u0633\u0637\u0631\u0647\u0627 \u06cc\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0634\u0631\u0627\u06cc\u0637 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0686\u0646\u062f \u062e\u0637 \u0627\u0648\u0644 \u062f\u0631 \u06a9\u0646\u0633\u0648\u0644 \u0686\u0627\u067e \u0634\u0648\u0646\u062f \u0648 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0686\u0627\u067e \u06a9\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u0646\u0645\u06cc\u200c\u0628\u0627\u0634\u062f \u0628\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062a\u062f ()head \u0631\u0648\u06cc \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f \u062f\u0633\u062a\u0648\u0631\u06cc \u0632\u06cc\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u0631\u0633\u0627\u0646\u06cc\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06f1 data.head()<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc \u06a9\u062f \u0628\u0627\u0644\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0645\u06cc \u0628\u0627\u0634\u062f:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;Number Type Capacity<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 SSD Premio 1800<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 KCN Fielder 1500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 USG Benz 2200<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 TCH BMW 2000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 KBQ Range 3500<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u0627\u060c \u062f\u0633\u062a\u0648\u0631 \u062a\u0646\u0647\u0627 \u067e\u0646\u062c \u0633\u0637\u0631 \u0627\u0648\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0627\u0632 \u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f \u0648 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631\u060c \u0628\u062e\u0634 \u06a9\u0648\u0686\u06a9\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0642\u0631\u0627\u0631 \u062f\u0647\u062f.<\/span><br>\n<span style=\"font-size: 16px;\">\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u062f ()loc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0641\u0642\u0637 \u0633\u0637\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0627\u06cc\u0646 \u062e\u0635\u0648\u0635 \u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">import pandas as pd<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">data = pd.read_csv(&#8216;cars.csv&#8217;)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">print (data.loc[[0, 4, 7], [&#8216;Type&#8217;]])<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">Type<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 Premio<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 Range<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7 Fielder<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u062f ()loc \u0639\u0646\u0627\u0635\u0631 \u062f\u0631 \u0627\u0646\u062f\u06cc\u0633 \u06f0\u060c \u06f4 \u0648 \u06f7 \u0627\u0632 \u0633\u062a\u0648\u0646 Type\u060c \u062e\u0648\u0627\u0646\u062f\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631\u06a9\u0644 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06af\u0627\u0647\u06cc \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062e\u0648\u0627\u0646\u062f\u0647 \u0634\u062f\u0646 \u0633\u062a\u0648\u0646 \u062e\u0627\u0635\u06cc \u0628\u0627\u0634\u062f \u0648 \u062f\u06cc\u06af\u0631 \u0644\u0632\u0648\u0645\u06cc \u0628\u0647 \u062e\u0648\u0627\u0646\u062f\u0646 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0646\u06cc\u0633\u062a \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0632 \u0645\u062a\u062f ()loc \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u061b<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">data = pd.read_csv(&#8216;cars.csv&#8217;)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">print (data.loc[:, [&#8216;Type&#8217;, &#8216;Capacity&#8217;]])<\/span><br>\n<span style=\"font-size: 16px;\">Type Capacity<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 Premio 1800<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 Fielder 1500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 Benz 2200<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 BMW 2000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 Range 3500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f5 Premio 1800<\/span><br>\n<span style=\"font-size: 16px;\">\u06f6 Benz 2200<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7 Fielder 1500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f8 BMW 2000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f9 Range 3200<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u06a9\u062f \u062f\u0633\u062a\u0648\u0631\u06cc \u0641\u0648\u0642 \u0627\u0632 \u0645\u062a\u062f ()loc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u062a\u0645\u0627\u0645 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u062a\u0646\u0647\u0627 \u062f\u0648 \u0633\u062a\u0648\u0646 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u06cc\u0639\u0646\u06cc \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc Type \u0648 Capacity \u06a9\u0647 \u062f\u0631 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u062a\u0639\u06cc\u06cc\u0646 \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u06a9\u0633\u0644<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u067e\u0627\u0646\u062f\u0627\u0633 \u0628\u0647 \u062c\u0632 read_csv \u0627\u0632 \u062a\u0627\u0628\u0639 read_excel \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0627\u06a9\u0633\u0644 \u06a9\u0647 \u062f\u0631 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u067e\u0627\u0646\u062f\u0627\u0633 \u0645\u06cc\u200c\u0628\u0627\u0634\u0646\u062f\u060c \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0628\u0647 \u06a9\u062f \u0632\u06cc\u0631 \u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u0641\u0627\u06cc\u0644 \u0627\u06a9\u0633\u0644\u06cc \u0628\u0647 \u0646\u0627\u0645 workers.xlsx \u062f\u0631 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u067e\u0627\u0646\u062f\u0627\u0633 \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">data = pd.read_excel(&#8216;workers.xlsx&#8217;)<\/span><br>\n<span style=\"font-size: 16px;\">print (data)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">ID Name Dept Salary<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f1 John ICT 3000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f2 Kate Finance 2500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f3 Joseph HR 3500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f4 George ICT 2500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 \u06f5 Lucy Legal 3200<\/span><br>\n<span style=\"font-size: 16px;\">\u06f5 \u06f6 David Library 2000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f6 \u06f7 James HR 2000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7 \u06f8 Alice Security 1500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f8 \u06f9 Bosco Kitchen 1000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f9 \u06f1\u06f0 Mike ICT 3300<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">read_excel \u062c\u0647\u062a \u0628\u0627\u0632 \u06a9\u0631\u062f\u0646 \u06cc\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u0646 \u0641\u0627\u06cc\u0644 \u0648 \u0633\u067e\u0633\u060c \u062a\u062c\u0632\u06cc\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u067e\u0633 \u0627\u0632 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062a\u0627\u0628\u0639 read_excel\u060c \u0627\u0633\u0645 \u0641\u0627\u06cc\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0628\u0647 \u0622\u0646 \u067e\u0627\u0633 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062a\u0627\u0628\u0639 ()print \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u062d\u062a\u0648\u0627\u06cc \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0627\u0632 \u0637\u0631\u0641\u06cc \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0627 \u0645\u062a\u062f ()loc \u062a\u0631\u06a9\u06cc\u0628 \u0646\u0645\u0648\u062f \u062a\u0627 \u0628\u0647 \u062e\u0648\u0627\u0646\u062f\u0646 \u0633\u0637\u0631\u0647\u0627 \u0648 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0627\u0632 \u0641\u0627\u06cc\u0644 \u0627\u06a9\u0633\u0644 \u06a9\u0645\u06a9 \u06a9\u0646\u062f\u060c \u062f\u0631 \u0647\u0645\u06cc\u0646 \u0631\u0627\u0633\u062a\u0627 \u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u062a\u0648\u062c\u0647 \u0641\u0631\u0645\u0627\u06cc\u06cc\u062f:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">data = pd.read_excel(&#8216;workers.xlsx&#8217;)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">print (data.loc[[1,4,7],[&#8216;Name&#8217;,&#8217;Salary&#8217;]])<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">Name Salary<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 Kate 2500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 Lucy 3200<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7 Alice 1500<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0645\u062b\u0627\u0644 \u0641\u0648\u0642 \u0627\u0632 \u0645\u062a\u062f ()loc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0639\u0644\u062a \u0622\u0646 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0645\u0642\u062f\u0627\u0631 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 Name \u0648 Salary \u0645\u06cc\u200c\u0628\u0627\u0634\u062f \u0648 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062c\u0647\u062a \u0627\u0632 \u0639\u0646\u0627\u0635\u0631 \u062f\u0631 \u0627\u0646\u062f\u06cc\u0633\u200c\u0647\u0627\u06cc \u06f1\u060c \u06f4 \u0648 \u06f7 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u067e\u0627\u0646\u062f\u0627\u0633 \u0627\u0645\u06a9\u0627\u0646 \u062e\u0648\u0627\u0646\u062f\u0646 \u0641\u0627\u06cc\u0644 \u0627\u0632 \u062f\u0648 \u0634\u06cc\u062a \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">with pd.ExcelFile(&#8216;workers.xlsx&#8217;) as x:<\/span><br>\n<span style=\"font-size: 16px;\">s1 = pd.read_excel(x, &#8216;Sheet1&#8217;)<\/span><br>\n<span style=\"font-size: 16px;\">s2 = pd.read_excel(x, &#8216;Sheet2&#8217;)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">print(&#8220;Sheet 1:&#8221;)<\/span><br>\n<span style=\"font-size: 16px;\">print (s1)<\/span><br>\n<span style=\"font-size: 16px;\">print(&#8220;&#8221;)<\/span><br>\n<span style=\"font-size: 16px;\">print(&#8220;Sheet 2:&#8221;)<\/span><br>\n<span style=\"font-size: 16px;\">print (s2)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">Sheet 1:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">ID Name Dept Salary<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f1 John ICT 3000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f2 Kate Finance 2500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f3 Joseph HR 3500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f4 George ICT 2500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 \u06f5 Lucy Legal 3200<\/span><br>\n<span style=\"font-size: 16px;\">\u06f5 \u06f6 David Library 2000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f6 \u06f7 James HR 2000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7 \u06f8 Alice Security 1500<\/span><br>\n<span style=\"font-size: 16px;\">\u06f8 \u06f9 Bosco Kitchen 1000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f9 \u06f1\u06f0 Mike ICT 3300<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">Sheet 2:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">ID Name Age Retire<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f1 John 55 2023<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f2 Kate 45 2033<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f3 Joseph 55 2023<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f4 George 35 2043<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 \u06f5 Lucy 42 2036<\/span><br>\n<span style=\"font-size: 16px;\">\u06f5 \u06f6 David 50 2028<\/span><br>\n<span style=\"font-size: 16px;\">\u06f6 \u06f7 James 30 2048<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7 \u06f8 Alice 24 2054<\/span><br>\n<span style=\"font-size: 16px;\">\u06f8 \u06f9 Bosco 33 2045<\/span><br>\n<span style=\"font-size: 16px;\">\u06f9 \u06f1\u06f0 Mike 35 2043<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u067e\u0633 \u0627\u0632 \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0641\u0648\u0642 \u0628\u0631\u0627\u06cc \u062a\u06a9\u0645\u06cc\u0644 \u0634\u062f\u0646 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u0631\u0627\u0628\u0637\u0647 \u0628\u0627 <strong>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/strong> \u062a\u0648\u0636\u06cc\u062d\u0627\u062a\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0646\u0645\u0627\u06cc\u06cc\u0645 \u0648\u0644\u06cc \u0642\u0628\u0644 \u0627\u0632 \u0622\u0646 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0628\u0647 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0645\u0641\u0647\u0648\u0645 \u0622\u0646 \u0646\u06cc\u0632 \u0648\u0627\u0642\u0641 \u0634\u0648\u06cc\u062f \u067e\u0633 \u0628\u0627 \u0627\u062f\u0627\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0647\u0645\u0631\u0627\u0647 \u0645\u0627 \u0628\u0627\u0634\u06cc\u062f.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u067e\u06cc\u0634 \u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">Data Wrangling \u06cc\u0627 \u0647\u0645\u0627\u0646 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062c\u0647\u062a \u0622\u0645\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u06af\u0627\u0645 \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u0645\u062b\u0644\u0627\u064b \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u06cc\u0627 \u0627\u062f\u063a\u0627\u0645 \u06a9\u0631\u062f\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f\u0647\u0627\u060c \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0647\u0645\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0645\u06cc\u200c\u0628\u0627\u0634\u0646\u062f\u06af \u0628\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u062d\u0627\u0644\u062a\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u06cc\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0647\u062a\u0631 \u0628\u062a\u0648\u0627\u0646 \u0631\u0648\u06cc \u0622\u0646\u200c\u0647\u0627 \u0645\u0628\u0627\u0646\u06cc \u0644\u0627\u0632\u0645 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0646\u0645\u0648\u062f.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0627\u062f\u063a\u0627\u0645<\/span><\/h4>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 ()merge \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0633 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0628\u062c\u06a9\u062a \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u06cc\u06a9 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0631\u0627 \u0628\u0647 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0645\u062a\u0635\u0644 \u0646\u0645\u0648\u062f. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0631\u0648\u0634 \u0627\u062f\u063a\u0627\u0645 \u0634\u062f\u0646 \u062f\u0648 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u06a9\u062f \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 df1 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">import pandas as pd<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">d = {<\/span><br>\n<span style=\"font-size: 16px;\">&#8216;subject_id&#8217;: [&#8216;1&#8217;, &#8216;2&#8217;, &#8216;3&#8217;, &#8216;4&#8217;, &#8216;5&#8217;],<\/span><br>\n<span style=\"font-size: 16px;\">&#8216;student_name&#8217;: [&#8216;John&#8217;, &#8216;Emily&#8217;, &#8216;Kate&#8217;, &#8216;Joseph&#8217;, &#8216;Dennis&#8217;]<\/span><br>\n<span style=\"font-size: 16px;\">}<\/span><br>\n<span style=\"font-size: 16px;\">df1 = pd.DataFrame(d, columns=[&#8216;subject_id&#8217;, &#8216;student_name&#8217;])<\/span><br>\n<span style=\"font-size: 16px;\">print(df1)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">subject_id student_name<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f1 John<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f2 Emily<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f3 Kate<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f4 Joseph<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 \u06f5 Dennis<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06a9\u062f \u0632\u06cc\u0631\u060c \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0633\u0627\u062e\u062a \u062f\u0648\u0645\u06cc\u0646 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645\u060c df2\u060c \u0627\u0633\u062a:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;import pandas as pd<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">data = {<\/span><br>\n<span style=\"font-size: 16px;\">&#8216;subject_id&#8217;: [&#8216;4&#8217;, &#8216;5&#8217;, &#8216;6&#8217;, &#8216;7&#8217;, &#8216;8&#8217;],<\/span><br>\n<span style=\"font-size: 16px;\">&#8216;student_name&#8217;: [&#8216;Brian&#8217;, &#8216;William&#8217;, &#8216;Lilian&#8217;, &#8216;Grace&#8217;, &#8216;Caleb&#8217;]<\/span><br>\n<span style=\"font-size: 16px;\">}<\/span><br>\n<span style=\"font-size: 16px;\">df2 = pd.DataFrame(data, columns=[&#8216;subject_id&#8217;, &#8216;student_name&#8217;])<\/span><br>\n<span style=\"font-size: 16px;\">print(df2)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">subject_id student_name<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f4 Brian<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f5 William<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f6 Lilian<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f7 Grace<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062d\u0627\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0632\u06cc\u0631 \u06f2 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u06cc\u0639\u0646\u06cc df1 \u0648 df2 \u062f\u0631 \u0627\u0645\u062a\u062f\u0627\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 subject_id \u0628\u0627 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062a\u0627\u0628\u0639 ()merge \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0631\u0633\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06f1 pd.merge(df1, df2, on=&#8217;subject_id&#8217;)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">subject_id student_name_x student_name_y<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f4 Joseph Brian<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f5 Dennis William<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u0639\u0645\u0644 \u0627\u062f\u063a\u0627\u0645 \u06a9\u0631\u062f\u0646 \u0633\u0637\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06cc\u06a9\u0633\u0627\u0646 \u062f\u0627\u0631\u0646\u062f \u0627\u0632 \u0647\u0631 \u062f\u0648 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0648 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0645\u06cc\u200c<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0634\u0648\u062f.<\/span><br>\n<span style=\"font-size: 16px;\">\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u0627\u0631\u0627\u0626\u0647 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a\u06cc \u062f\u0631 \u0631\u0627\u0628\u0637\u0647 \u0628\u0627 <strong>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/strong> \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645\u061b<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0645\u062c\u0645\u0648\u0639 \u0628\u0631\u0627\u06cc \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc\u060c \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0648 \u06a9\u0634\u0641 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062c\u062f\u0648\u0644\u06cc \u062f\u0631 \u062d\u062c\u0645 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 \u0627\u0632 \u067e\u0627\u0646\u062f\u0627\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0631\u062e\u06cc \u0627\u0648\u0642\u0627\u062a \u0646\u06cc\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0628\u0631\u0631\u0633\u06cc\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u062a\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0647\u0627\u06cc \u067e\u0627\u0646\u062f\u0627\u0633 \u0631\u0627 \u0628\u0647 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u0646\u062f. \u0645\u062b\u0644\u0627 \u0627\u06af\u0631 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645 \u06a9\u0647 \u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0627\u0628\u0644\u0648\u06cc\u06cc \u0628\u0648\u0631\u0633 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0646\u0645\u0627\u06cc\u062f:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&amp;gt;&amp;gt;&amp;gt; df<\/span><br>\n<span style=\"font-size: 16px;\">date symbol open high low close volume<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f1 AMZN 1655.13 1674.26 1651.00 1671.73 4974877<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f4 AMZN 1685.00 1709.43 1674.36 1696.17 6167358<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f5 AMZN 1702.95 1707.80 1689.01 1692.43 3681522<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f6 AMZN 1695.97 1697.75 1668.28 1668.95 3996001<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f7 AMZN 1667.37 1669.75 1620.51 1625.95 4957017<\/span><br>\n<span style=\"font-size: 16px;\">\u06f5 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f1 AAPL 174.28 175.15 172.89 174.97 25886167<\/span><br>\n<span style=\"font-size: 16px;\">\u06f6 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f4 AAPL 175.69 177.75 173.97 175.85 27436203<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f5 AAPL 175.94 176.00 174.54 175.53 19737419<\/span><br>\n<span style=\"font-size: 16px;\">\u06f8 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f6 AAPL 174.67 175.49 173.94 174.52 20810384<\/span><br>\n<span style=\"font-size: 16px;\">\u06f9 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f7 AAPL 173.87 174.44 172.02 172.50 24796374<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f0 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f1 GOOG 1124.90 1142.97 1124.75 1140.99 1450316<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f1 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f4 GOOG 1146.99 1158.28 1130.69 1147.80 1446047<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f2 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f5 GOOG 1150.06 1169.61 1146.19 1162.03 1443174<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f3 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f6 GOOG 1162.49 1167.57 1155.49 1157.86 1099289<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f4 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f7 GOOG 1155.72 1156.76 1134.91 1143.30 1166559<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062d\u0627\u0644 \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0633\u0647\u0627\u0645 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0646\u0645\u0627\u062f \u0628\u0647 \u0646\u0645\u0627\u062f \u0628\u0647 \u062c\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u0632\u0648\u0646 (\u201cAMZN\u201d) \u0628\u0627 \u06af\u0648\u06af\u0644 (\u201cGOOG\u201d) \u06cc\u0627 \u062d\u062a\u06cc \u0627\u067e\u0644 (\u201cAAPL\u201d)\u060c \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0628\u0627 \u06cc\u062f \u0627\u0632 \u0645\u062a\u062f Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. Groupby \u0645\u062a\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u0628\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u062f.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc Groupby \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">Groupby \u062f\u0631\u200c\u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0648 \u0645\u0641\u06cc\u062f \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u062f \u062f\u0631 \u0647\u0645\u06cc\u0646 \u0631\u0627\u0633\u062a\u0627 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0645\u0641\u0633\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062b\u0628\u062a \u06a9\u0646\u06cc\u062f\u061b<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&amp;gt;&amp;gt;&amp;gt; import pandas as pd<\/span><br>\n<span style=\"font-size: 16px;\">&amp;gt;&amp;gt;&amp;gt; import numpy as np<\/span><br>\n<span style=\"font-size: 16px;\">&amp;gt;&amp;gt;&amp;gt; url = &#8216;https:\/\/gist.githubusercontent.com\/alexdebrie\/b3f40efc3dd7664df5a20f5eee85e854\/raw\/ee3e6feccba2464cbbc2e185fb17961c53d2a7f5\/stocks.csv&#8217;<\/span><br>\n<span style=\"font-size: 16px;\">&amp;gt;&amp;gt;&amp;gt; df = pd.read_csv(url)<\/span><br>\n<span style=\"font-size: 16px;\">&amp;gt;&amp;gt;&amp;gt; df<\/span><br>\n<span style=\"font-size: 16px;\">date symbol open high low close volume<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f1 AMZN 1655.13 1674.26 1651.00 1671.73 4974877<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f4 AMZN 1685.00 1709.43 1674.36 1696.17 6167358<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f5 AMZN 1702.95 1707.80 1689.01 1692.43 3681522<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f6 AMZN 1695.97 1697.75 1668.28 1668.95 3996001<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f7 AMZN 1667.37 1669.75 1620.51 1625.95 4957017<\/span><br>\n<span style=\"font-size: 16px;\">\u06f5 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f1 AAPL 174.28 175.15 172.89 174.97 25886167<\/span><br>\n<span style=\"font-size: 16px;\">\u06f6 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f4 AAPL 175.69 177.75 173.97 175.85 27436203<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f5 AAPL 175.94 176.00 174.54 175.53 19737419<\/span><br>\n<span style=\"font-size: 16px;\">\u06f8 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f6 AAPL 174.67 175.49 173.94 174.52 20810384<\/span><br>\n<span style=\"font-size: 16px;\">\u06f9 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f7 AAPL 173.87 174.44 172.02 172.50 24796374<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f0 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f1 GOOG 1124.90 1142.97 1124.75 1140.99 1450316<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f1 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f4 GOOG 1146.99 1158.28 1130.69 1147.80 1446047<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f2 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f5 GOOG 1150.06 1169.61 1146.19 1162.03 1443174<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f3 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f6 GOOG 1162.49 1167.57 1155.49 1157.86 1099289<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f4 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f7 GOOG 1155.72 1156.76 1134.91 1143.30 1166559<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0645\u062b\u0627\u0644 \u0641\u0648\u0642 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc Pandas \u0648 NumPy \u0627\u06cc\u0645\u067e\u0648\u0631\u062a \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u067e\u0633 \u0627\u0632 \u0622\u0646\u060c \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc CSV \u0627\u0632 \u06cc\u06a9 URL\u060c \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u06a9\u0646\u0633\u0648\u0644 \u0686\u0627\u067e \u0634\u062f\u0646\u062f \u062a\u0627 \u0645\u062a\u0648\u062c\u0647 \u0634\u0648\u06cc\u0645 \u0686\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u062f\u0631 \u0622\u0646 \u0645\u0648\u062c\u0648\u062f \u0645\u06cc\u200c\u0628\u0627\u0634\u062f\u060c \u062d\u0627\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0633\u0645 \u06cc\u0627 \u0646\u0645\u0627\u062f \u0633\u0647\u0627\u0645 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0631\u0627 \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u0645.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0631\u0627\u06cc \u0628\u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 groupby\u060c \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u06cc\u0627 \u062a\u0639\u062f\u0627\u062f \u0628\u06cc\u0634\u062a\u0631\u06cc \u0633\u062a\u0648\u0646 \u0631\u0627 \u0628\u0647 \u0622\u0646 \u067e\u0627\u0633 \u062f\u0647\u06cc\u062f. (symbol \u0646\u0627\u0645 \u0633\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u06af\u0631\u0648\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u062a.)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&gt;&gt;&gt; symbols = df.groupby(&#8216;symbol&#8217;)<\/span><br>\n<span style=\"font-size: 16px;\">&gt;&gt;&gt; print(symbols.groups)<\/span><br>\n<span style=\"font-size: 16px;\">{&#8216;AAPL&#8217;: Int64Index([5, 6, 7, 8, 9], dtype=&#8217;int64&#8242;),<\/span><br>\n<span style=\"font-size: 16px;\">&#8216;AMZN&#8217;: Int64Index([0, 1, 2, 3, 4], dtype=&#8217;int64&#8242;),<\/span><br>\n<span style=\"font-size: 16px;\">&#8216;GOOG&#8217;: Int64Index([10, 11, 12, 13, 14], dtype=&#8217;int64&#8242;)}<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0627\u06af\u0631\u0686\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631\u06a9 \u062e\u0631\u0648\u062c\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0686\u0627\u067e \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u06a9\u0645\u06cc \u062f\u0634\u0648\u0627\u0631 \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f \u0627\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u062f\u06cc\u062f \u06a9\u0647 \u0633\u0647 \u06af\u0631\u0648\u0647 AMZN \u060cAAPL \u0648 GOOG \u0645\u0648\u062c\u0648\u062f \u0647\u0633\u062a\u0646\u062f \u0648 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u06af\u0631\u0648\u0647\u200c\u0647\u0627 \u062f\u0627\u0631\u0627\u06cc \u0627\u0646\u062f\u06cc\u0633 \u0633\u0637\u0631 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0627\u0635\u0644\u06cc \u0645\u06cc\u200c\u0628\u0627\u0634\u0646\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\"><strong>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/strong> \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062f\u0631\u06cc\u0627\u0641\u062a \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631 \u0627\u0633\u062a \u0628\u0647 \u0637\u0648\u0631\u06cc \u06a9\u0647 \u062d\u062a\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0686\u0646\u062f\u06cc\u0646 \u0633\u062a\u0648\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u062f. \u0645\u062b\u0644\u0627 \u0627\u06af\u0631 \u0633\u062a\u0648\u0646 \u0632\u0645\u0627\u0646 \u0646\u06cc\u0632 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u0647\u0631 \u062f\u0648 \u0646\u0645\u0627\u062f \u0633\u0647\u0627\u0645 \u0648 \u0632\u0645\u0627\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0622\u0646 \u062f\u0631 \u0628\u0627\u0632\u0647 \u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0645\u0634\u062e\u0635 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0633\u0641\u0627\u0631\u0634\u06cc \u062f\u0631 Groupby \u067e\u0627\u0646\u062f\u0627\u0633<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0645\u062b\u0627\u0644 \u0642\u0628\u0644\u060c \u0646\u0627\u0645 \u0633\u062a\u0648\u0646 \u0628\u0647 \u0645\u062a\u062f groupby \u0633\u067e\u0631\u062f\u0647 \u0634\u062f \u0648 \u0628\u062f\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0647\u0631 \u062f\u0627\u062f\u0647 \u062f\u0631 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u06cc\u06a9 \u0634\u0645\u0627\u0631\u0647 \u0627\u0646\u062f\u06cc\u0633 \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u0645\u0648\u062f. \u0627\u0632 \u0637\u0631\u0641\u06cc \u0644\u0627\u0632\u0645 \u0628\u0647 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0646 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0645\u06cc\u200c\u0628\u0627\u0634\u062f. \u0647\u0645\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0627\u0644\u0628\u062a\u0647 \u0645\u0646\u0637\u0642 \u0622\u0646 \u06a9\u0645\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0645\u062b\u0644\u0627\u064b \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f \u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u062f \u0633\u0637\u0631\u0647\u0627 \u0631\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u06cc\u0632\u0627\u0646 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0622\u0646 \u062f\u0631 \u06cc\u06a9 \u0631\u0648\u0632 \u062e\u0627\u0635 \u0686\u0642\u062f\u0631 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u062f \u06cc\u0627 \u0627\u06cc\u0646 \u06a9\u0647 \u0628\u062e\u0648\u0627\u0647\u062f \u0628\u062f\u0627\u0646\u062f \u062f\u0631 \u0686\u0646\u06cc\u0646 \u0631\u0648\u0632\u06cc \u0642\u06cc\u0645\u062a \u0633\u0647\u0627\u0645 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u0634\u062a\u0647 \u0627\u0633\u062a \u06cc\u0627 \u062e\u06cc\u0631 \u0628\u062f\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f \u062f\u0633\u062a\u0648\u0631\u06cc \u0632\u06cc\u0631 \u0627\u06cc\u0646 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f\u061b<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&gt;&gt;&gt; def increased(idx):<\/span><br>\n<span style=\"font-size: 16px;\">&#8230; return df.loc[idx].close &gt; df.loc[idx].open<\/span><br>\n<span style=\"font-size: 16px;\">&#8230;<\/span><br>\n<span style=\"font-size: 16px;\">&gt;&gt;&gt; df.groupby(increased).groups<\/span><br>\n<span style=\"font-size: 16px;\">{False: Int64Index([2, 3, 4, 7, 8, 9, 13, 14], dtype=&#8217;int64&#8242;),<\/span><br>\n<span style=\"font-size: 16px;\">True: Int64Index([0, 1, 5, 6, 10, 11, 12], dtype=&#8217;int64&#8242;)}<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u062a\u0627\u0628\u0639\u06cc \u0628\u0627 \u0646\u0627\u0645 increased \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0627\u0646\u062f\u06cc\u0633\u200c\u0647\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0642\u062f\u0627\u0631 true \u06cc\u0627 false \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0642\u06cc\u0645\u062a \u0646\u0647\u0627\u06cc\u06cc \u0633\u0647\u0627\u0645 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f. \u0648\u0642\u062a\u06cc \u062a\u0627\u0628\u0639 \u0628\u0647 \u0645\u062a\u062f ()groupby \u067e\u0627\u0633 \u062f\u0627\u062f\u0647 \u0634\u062f\u060c \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0622\u0646\u06a9\u0647 \u0642\u06cc\u0645\u062a \u062a\u0639\u0637\u06cc\u0644\u06cc \u0628\u0648\u0631\u0633 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0642\u06cc\u0645\u062a \u0628\u0627\u0632\u06af\u0634\u0627\u06cc\u06cc \u0622\u0646 \u062f\u0631 \u0647\u0645\u0627\u0646 \u0631\u0648\u0632 \u0628\u0648\u062f\u0647 \u06cc\u0627 \u0646\u0647\u060c \u062f\u0631 \u062f\u0648 \u06af\u0631\u0648\u0647 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0648\u06cc \u06af\u0631\u0648\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u0646\u062f\u0627\u0633<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0639\u062f \u0627\u0632 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0646 \u06af\u0631\u0648\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0648\u0633\u0637 <strong>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/strong> \u062d\u0627\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0648\u06cc\u0631\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0631\u0627 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0647 \u062f\u0631 \u06af\u0631\u0648\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0648\u062c\u0648\u062f \u0647\u0633\u062a\u0646\u062f \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u0631\u0633\u0627\u0646\u06cc\u062f. \u0645\u062b\u0644\u0627\u064b \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0645\u062b\u0627\u0644 \u0628\u0627\u0644\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u06a9\u062f \u062f\u0633\u062a\u0648\u0631\u06cc \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062d\u062c\u0645 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u062f\u0631 \u0646\u0645\u0627\u062f\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u0648\u062f\u06a9<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&gt;&gt;&gt; symbols[&#8216;volume&#8217;].agg(np.mean)<\/span><br>\n<span style=\"font-size: 16px;\">symbol<\/span><br>\n<span style=\"font-size: 16px;\">AAPL 23733309.4<\/span><br>\n<span style=\"font-size: 16px;\">AMZN 4755355.0<\/span><br>\n<span style=\"font-size: 16px;\">GOOG 1321077.0<\/span><br>\n<span style=\"font-size: 16px;\">Name: volume, dtype: float64<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062d\u0627\u0644 \u0628\u0627\u06cc\u062f \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0648\u06cc \u0622\u0646\u200c\u0647\u0627 \u062f\u0627\u0631\u062f \u062a\u0639\u06cc\u06cc\u0646 \u0634\u062f\u0647 \u0648 \u067e\u0633 \u0627\u0632 \u0622\u0646 \u0628\u0627 \u0645\u062a\u062f agg \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0622\u0646\u200c\u0647\u0627 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f. \u0628\u06cc \u0634\u06a9 \u0646\u062a\u06cc\u062c\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0647\u0631 \u0633\u0647 \u0646\u0645\u0627\u062f \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0641\u0647\u0645\u06cc\u062f \u06a9\u0647 \u062d\u062c\u0645 \u0645\u0639\u0627\u0645\u0644\u0627\u062a AAPL \u06cc\u06a9 \u062f\u0631\u062c\u0647 \u0628\u0632\u0631\u06af\u200c\u062a\u0631 \u0627\u0632 \u062d\u062c\u0645 \u0645\u0639\u0627\u0645\u0644\u0627\u062a AMZN \u0648 GOOG \u0645\u06cc\u200c\u0628\u0627\u0634\u062f.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u062a\u06a9\u0631\u0627\u0631 \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u06af\u0631\u0648\u0647\u200c\u0647\u0627<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0627 <strong>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/strong> \u0646\u06cc\u0632 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u062d\u0644\u0642\u0647 for \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u0648\u062f. \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0646\u0633\u0628\u062a \u0628\u0647 \u062a\u06a9\u0631\u0627\u0631 \u062d\u0644\u0642\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u062e\u0648\u0628\u06cc \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0631\u0627\u0626\u0647 \u0646\u0645\u0648\u062f\u0647 \u0627\u0633\u062a\u061b<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&gt;&gt;&gt; for symbol, group in symbols:<\/span><br>\n<span style=\"font-size: 16px;\">&#8230; print(symbol)<\/span><br>\n<span style=\"font-size: 16px;\">&#8230; print(group)<\/span><br>\n<span style=\"font-size: 16px;\">&#8230;<\/span><br>\n<span style=\"font-size: 16px;\">AAPL<\/span><br>\n<span style=\"font-size: 16px;\">date symbol open high low close volume<\/span><br>\n<span style=\"font-size: 16px;\">\u06f5 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f1 AAPL 174.28 175.15 172.89 174.97 25886167<\/span><br>\n<span style=\"font-size: 16px;\">\u06f6 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f4 AAPL 175.69 177.75 173.97 175.85 27436203<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f5 AAPL 175.94 176.00 174.54 175.53 19737419<\/span><br>\n<span style=\"font-size: 16px;\">\u06f8 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f6 AAPL 174.67 175.49 173.94 174.52 20810384<\/span><br>\n<span style=\"font-size: 16px;\">\u06f9 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f7 AAPL 173.87 174.44 172.02 172.50 24796374<\/span><br>\n<span style=\"font-size: 16px;\">AMZN<\/span><br>\n<span style=\"font-size: 16px;\">date symbol open high low close volume<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f1 AMZN 1655.13 1674.26 1651.00 1671.73 4974877<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f4 AMZN 1685.00 1709.43 1674.36 1696.17 6167358<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f5 AMZN 1702.95 1707.80 1689.01 1692.43 3681522<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f6 AMZN 1695.97 1697.75 1668.28 1668.95 3996001<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f7 AMZN 1667.37 1669.75 1620.51 1625.95 4957017<\/span><br>\n<span style=\"font-size: 16px;\">GOOG<\/span><br>\n<span style=\"font-size: 16px;\">date symbol open high low close volume<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f0 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f1 GOOG 1124.90 1142.97 1124.75 1140.99 1450316<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f1 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f4 GOOG 1146.99 1158.28 1130.69 1147.80 1446047<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f2 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f5 GOOG 1150.06 1169.61 1146.19 1162.03 1443174<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f3 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f6 GOOG 1162.49 1167.57 1155.49 1157.86 1099289<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1\u06f4 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f7 GOOG 1155.72 1156.76 1134.91 1143.30 1166559<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0647\u0631 \u0628\u0627\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0634\u06cc\u0621 \u062f\u0648 \u0645\u0642\u062f\u0627\u0631 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u06cc\u06a9\u06cc \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0645\u0634\u062e\u0635 \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0628\u0647 \u0622\u0646 \u0645\u0642\u062f\u0627\u0631 \u0634\u0646\u0627\u0633\u0627\u06af\u0631 \u06af\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u062f\u06cc\u06af\u0631\u06cc \u062e\u0648\u062f \u06af\u0631\u0648\u0647 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0634\u06cc \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0628\u0647 \u062d\u0633\u0627\u0628 \u0645\u06cc\u200c\u0622\u06cc\u062f.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0645\u062a\u062f get_group \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0627\u0632 \u0645\u062a\u062f get_group \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06cc\u06a9 \u06af\u0631\u0648\u0647 \u0645\u062c\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u0648\u062f\u060c \u0627\u0644\u0628\u062a\u0647 \u062f\u0631 \u0635\u0648\u0631\u062a\u06cc \u06a9\u0647 \u062e\u0648\u062f \u06a9\u0627\u0631\u0628\u0631 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u06cc\u06a9 \u06af\u0631\u0648\u0647 \u0645\u062c\u0631\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&gt;&gt;&gt; aapl = symbols.get_group(&#8216;AAPL&#8217;)<\/span><br>\n<span style=\"font-size: 16px;\">&gt;&gt;&gt; aapl<\/span><br>\n<span style=\"font-size: 16px;\">date symbol open high low close volume<\/span><br>\n<span style=\"font-size: 16px;\">\u06f5 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f1 AAPL 174.28 175.15 172.89 174.97 25886167<\/span><br>\n<span style=\"font-size: 16px;\">\u06f6 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f4 AAPL 175.69 177.75 173.97 175.85 27436203<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f5 AAPL 175.94 176.00 174.54 175.53 19737419<\/span><br>\n<span style=\"font-size: 16px;\">\u06f8 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f6 AAPL 174.67 175.49 173.94 174.52 20810384<\/span><br>\n<span style=\"font-size: 16px;\">\u06f9 \u06f2\u06f0\u06f1\u06f9-\u06f0\u06f3-\u06f0\u06f7 AAPL 173.87 174.44 172.02 172.50 24796374<\/span><br>\n<span style=\"font-size: 16px;\">&gt;&gt;&gt; type(aapl)<\/span><br>\n<span style=\"font-size: 16px;\">&lt;class &#8216;pandas.core.frame.DataFrame&#8217;&gt;<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0645\u062b\u0627\u0644 \u0641\u0648\u0642\u060c \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0627\u0632 \u0645\u062a\u062f get_group \u062c\u0647\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0647\u0645\u0647 \u0633\u0637\u0631\u0647\u0627\u06cc AAPL \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06cc\u06a9 \u06af\u0631\u0648\u0647 \u0645\u0634\u062e\u0635\u060c \u0634\u0646\u0627\u0633\u0627\u06af\u0631 \u06af\u0631\u0648\u0647 \u0628\u0647 \u0645\u062a\u062f get_group \u067e\u0627\u0633 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f. \u0627\u06cc\u0646 \u0645\u062a\u062f\u060c \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 Pandas \u0628\u0627\u0632 \u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0648\u06cc\u0631\u0627\u06cc\u0634 \u0634\u0648\u062f.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u062f\u0631\u06a9 \u0634\u06a9\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0627 Count \u0648 value_counts \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0648 \u0645\u062a\u062f count \u0648 value_counts \u0632\u0645\u0627\u0646\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631 \u062d\u0627\u0644 \u06a9\u0627\u0631 \u0628\u0627 \u06cc\u06a9 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af \u0628\u0627\u0634\u062f \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0631\u06a9 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0634\u06a9\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0644\u0630\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0648 \u0645\u062a\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u0648\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">count \u0639\u062f\u062f \u0645\u0631\u0628\u0648\u0637 \u0628 \u062a\u0639\u062f\u0627\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0631 \u0647\u0631 \u0633\u062a\u0648\u0646 \u0627\u0632 DataFrame \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0628\u062f\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u062e\u0631\u0648\u062c\u06cc \u0632\u06cc\u0631 \u062d\u0627\u0635\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f\u061b<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&amp;gt;&amp;gt;&amp;gt; df.count()<\/span><br>\n<span style=\"font-size: 16px;\">date 15<\/span><br>\n<span style=\"font-size: 16px;\">symbol 15<\/span><br>\n<span style=\"font-size: 16px;\">open 15<\/span><br>\n<span style=\"font-size: 16px;\">high 15<\/span><br>\n<span style=\"font-size: 16px;\">low 15<\/span><br>\n<span style=\"font-size: 16px;\">close 15<\/span><br>\n<span style=\"font-size: 16px;\">volume 15<\/span><br>\n<span style=\"font-size: 16px;\">dtype: int64<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0633\u0637\u062d\u200c\u0647\u0627 \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0633\u062a\u0648\u0646 \u0647\u0633\u062a\u0646\u062f \u0627\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0645\u0641\u06cc\u062f \u0646\u0645\u06cc\u200c\u0628\u0627\u0634\u062f \u0627\u0645\u0627 \u0627\u06af\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062a\u0639\u062f\u0627\u062f \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u0628\u062f\u0647\u0646\u062f\u060c \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0641\u06cc\u062f \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u062f count \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u063a\u06cc\u0631 \u06a9\u0627\u0645\u0644 \u0647\u0633\u062a\u0646\u062f \u06a9\u0645\u06a9 \u0646\u0645\u0648\u062f. \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u062a\u0635\u0645\u06cc\u0645 \u06af\u0631\u0641\u062a \u06a9\u0647 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u062f\u0627\u0631\u0627\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0646\u0627\u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627 \u062d\u0630\u0641 \u06a9\u0631\u062f \u06cc\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0646\u0627\u0645\u0648\u062c\u0648\u062f \u06cc\u0627\u0641\u062a \u0648 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0631\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0645\u062a\u062f value_counts \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0645\u062b\u0627\u0644 \u0641\u0648\u0642 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0645\u062a\u062f\u060c value_counts \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f \u0686\u0631\u0627 \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062a\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u06cc\u06a9\u062a\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u062e\u0627\u0635 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0648 \u0628\u0631\u0627\u06cc \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0622\u0646\u200c\u0647\u0627 \u06a9\u0627\u0631\u0628\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0645\u062a\u062f bins \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f. \u0627\u06a9\u0646\u0648\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0645\u062a\u062f value_counts \u067e\u0627\u0646\u062f\u0627\u0633 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0634\u06a9\u0644 \u0633\u062a\u0648\u0646 volume \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u061b<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&gt;&gt;&gt; df[&#8216;volume&#8217;].value_counts(bins=4)<\/span><br>\n<span style=\"font-size: 16px;\">(\u06f1\u06f0\u06f7\u06f2\u06f9\u06f5\u06f2\u066b\u06f0\u06f8\u06f5, \u06f7\u06f6\u06f8\u06f3\u06f5\u06f1\u06f7\u066b\u06f5] \u06f1\u06f0<\/span><br>\n<span style=\"font-size: 16px;\">(\u06f2\u06f0\u06f8\u06f5\u06f1\u06f9\u06f7\u06f4\u066b\u06f5, \u06f2\u06f7\u06f4\u06f3\u06f6\u06f2\u06f0\u06f3\u066b\u06f0] \u06f3<\/span><br>\n<span style=\"font-size: 16px;\">(\u06f1\u06f4\u06f2\u06f6\u06f7\u06f7\u06f4\u06f6\u066b\u06f0, \u06f2\u06f0\u06f8\u06f5\u06f1\u06f9\u06f7\u06f4\u066b\u06f5] \u06f2<\/span><br>\n<span style=\"font-size: 16px;\">(\u06f7\u06f6\u06f8\u06f3\u06f5\u06f1\u06f7\u066b\u06f5, \u06f1\u06f4\u06f2\u06f6\u06f7\u06f7\u06f4\u06f6\u066b\u06f0] \u06f0<\/span><br>\n<span style=\"font-size: 16px;\">Name: volume, dtype: int64<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0627\u0644\u062d\u0627\u0642<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0645\u0628\u062d\u062b Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633\u060c \u062f\u0631 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0632\u06cc\u0631 \u0646\u062d\u0648\u0647 \u0627\u0644\u062d\u0627\u0642 \u06a9\u0631\u062f\u0646 \u06cc\u0627 \u0647\u0645\u0627\u0646 \u0627\u0641\u0632\u0648\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u06cc\u06af\u0631 \u06a9\u0647 \u062f\u0631 \u0645\u062b\u0627\u0644 \u0641\u0648\u0642 \u0628\u0627 \u0646\u0627\u0645\u200c\u0647\u0627\u06cc df1 \u0648 df2\u060c \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0628\u0648\u062f\u0646\u062f\u060c \u0631\u0627 \u0628\u0627 \u062f\u0648 \u0633\u062a\u0648\u0646 subject_id \u0648 student_name\u060c \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06f1 print(pd.concat([df1, df2]))<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">subject_id student_name<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f1 John<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f2 Emily<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f3 Kate<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f4 Joseph<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 \u06f5 Dennis<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f4 Brian<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f5 William<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f6 Lilian<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f7 Grace<\/span><br>\n<span style=\"font-size: 16px;\">\u06f4 \u06f8 Caleb<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-size: 16px;\">\u0622\u0645\u0627\u0631 \u062a\u0648\u0635\u06cc\u0641\u06cc<\/span><\/h3>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062a\u0627\u0628\u0639 ()describe\u060c \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0622\u0645\u0627\u0631 \u062a\u0648\u0635\u06cc\u0641\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc \u0645\u06cc\u200c\u0628\u0627\u0634\u062f \u06a9\u0647 \u062f\u0631\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0645\u062a\u0634\u06a9\u0644 \u0627\u0632 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0646\u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u062f\u0631 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0632\u06cc\u0631 \u0645\u062b\u0627\u0644\u06cc \u0627\u0632 \u0633\u0627\u062e\u062a \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633 \u0641\u0631\u06cc\u0645 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0633\u0627\u0645\u06cc \u062f\u0627\u0646\u0634 \u0622\u0645\u0648\u0632\u0627\u0646 \u0648 \u0631\u062a\u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u062f\u0631\u0648\u0633 \u0631\u06cc\u0627\u0636\u06cc \u0648 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">&nbsp;import pandas as pd<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">data = {<\/span><br>\n<span style=\"font-size: 16px;\">&#8216;Name&#8217;: [&#8216;John&#8217;, &#8216;Alice&#8217;, &#8216;Joseph&#8217;, &#8216;Alex&#8217;],<\/span><br>\n<span style=\"font-size: 16px;\">&#8216;English&#8217;: [64, 78, 68, 58],<\/span><br>\n<span style=\"font-size: 16px;\">&#8216;Maths&#8217;: [76, 54, 72, 64]<\/span><br>\n<span style=\"font-size: 16px;\">}<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">df = pd.DataFrame(data)<\/span><br>\n<span style=\"font-size: 16px;\">print(df)<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">English Maths Name<\/span><br>\n<span style=\"font-size: 16px;\">\u06f0 \u06f6\u06f4 \u06f7\u06f6 John<\/span><br>\n<span style=\"font-size: 16px;\">\u06f1 \u06f7\u06f8 \u06f5\u06f4 Alice<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2 \u06f6\u06f8 \u06f7\u06f2 Joseph<\/span><br>\n<span style=\"font-size: 16px;\">\u06f3 \u06f5\u06f8 \u06f6\u06f4 Alex<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062d\u0627\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u060c \u0628\u0647 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062a\u0627\u0628\u0639 ()describe \u0628\u0631 \u0631\u0648\u06cc \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a \u0648 \u0628\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u0633\u0646\u062c\u0647\u200c\u0647\u0627\u06cc \u06af\u0648\u0646\u0627\u06af\u0648\u0646 \u0645\u0627\u0646\u0646\u062f \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\u060c \u0627\u0646\u062d\u0631\u0627\u0641 \u0645\u0639\u06cc\u0627\u0631\u060c \u0645\u06cc\u0627\u0646\u0647\u060c \u0639\u0646\u0635\u0631 \u0628\u06cc\u0634\u06cc\u0646\u0647\u060c \u0639\u0646\u0635\u0631 \u06a9\u0645\u06cc\u0646\u0647 \u0648 \u062f\u06cc\u06af\u0631 \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u061b<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u06f1 df.describe()<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062e\u0631\u0648\u062c\u06cc:<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">English Maths<\/span><br>\n<span style=\"font-size: 16px;\">count 4.000000 4.000000<\/span><br>\n<span style=\"font-size: 16px;\">mean 67.000000 66.500000<\/span><br>\n<span style=\"font-size: 16px;\">std 8.406347 9.712535<\/span><br>\n<span style=\"font-size: 16px;\">min 58.000000 54.000000<\/span><br>\n<span style=\"font-size: 16px;\">\u06f2\u06f5% \u06f6\u06f2\u066b\u06f5\u06f0\u06f0\u06f0\u06f0\u06f0 \u06f6\u06f1\u066b\u06f5\u06f0\u06f0\u06f0\u06f0\u06f0<\/span><br>\n<span style=\"font-size: 16px;\">\u06f5\u06f0% \u06f6\u06f6\u066b\u06f0\u06f0\u06f0\u06f0\u06f0\u06f0 \u06f6\u06f8\u066b\u06f0\u06f0\u06f0\u06f0\u06f0\u06f0<\/span><br>\n<span style=\"font-size: 16px;\">\u06f7\u06f5% \u06f7\u06f0\u066b\u06f5\u06f0\u06f0\u06f0\u06f0\u06f0 \u06f7\u06f3\u066b\u06f0\u06f0\u06f0\u06f0\u06f0\u06f0<\/span><br>\n<span style=\"font-size: 16px;\">max 78.000000 76.000000<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644\u0627 \u0648\u0627\u0636\u062d \u0645\u0634\u062e\u0635 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062a\u062f \u0633\u062a\u0648\u0646 \u0646\u0627\u0645 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u0648 \u0641\u0642\u0637 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0622\u0645\u0627\u0631 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0646\u06cc\u0627\u0632 \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/span><\/p>\n\n\n\n<p><span style=\"font-size: 16px;\">\u062f\u0631 \u0645\u062c\u0645\u0648\u0639 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u06af\u0641\u062a \u06a9\u0647 <strong>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633<\/strong> \u0639\u0644\u0645\u06cc \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0641\u0631\u0627\u06cc\u0646\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0648\u062f\u0647 \u0648 \u062a\u0648\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0646\u06cc\u0632 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u06cc\u0627 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0647\u0633\u062a\u0646\u062f. \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u0627\u0632 \u0645\u0637\u0627\u0644\u0639\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0644\u0630\u062a \u0628\u0631\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Groupby \u062f\u0631 \u067e\u0627\u0646\u062f\u0627\u0633 \u0686\u06cc\u0633\u062a\u061f \u00ab\u067e\u0627\u0646\u062f\u0627\u0633\u00bbPandas \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0627\u06cc \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627\u0633\u062a \u06a9\u0647 \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u0628\u0648\u062f\u0647 \u0648 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 BSD \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0647 \u0622\u0633\u0627\u0646\u06cc \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc\u200c\u0646\u0645\u0627\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0628\u0647 \u0627\u0631\u0627\u0626\u0647 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a\u06cc \u062f\u0631 \u0631\u0627\u0628\u0637\u0647 \u0628\u0627 \u067e\u0627\u0646\u062f\u0627\u0633 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