{"id":798879,"date":"2022-09-03T11:00:13","date_gmt":"2022-09-03T11:00:13","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/%d8%ac%d8%af%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d9%85%d8%a7-%d9%87%d9%88-%d9%88%d8%a7%d9%84%d8%ae%d8%b7%d9%88%d8%a7%d8%aa-%d8%a7%d9%84%d8%aa%d9%8a-%d9%8a%d8%ac%d8%a8-%d8%a7%d8%aa\/"},"modified":"2022-09-03T11:00:13","modified_gmt":"2022-09-03T11:00:13","slug":"%d8%ac%d8%af%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d9%85%d8%a7-%d9%87%d9%88-%d9%88%d8%a7%d9%84%d8%ae%d8%b7%d9%88%d8%a7%d8%aa-%d8%a7%d9%84%d8%aa%d9%8a-%d9%8a%d8%ac%d8%a8-%d8%a7%d8%aa","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/ar\/%d8%ac%d8%af%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d9%85%d8%a7-%d9%87%d9%88-%d9%88%d8%a7%d9%84%d8%ae%d8%b7%d9%88%d8%a7%d8%aa-%d8%a7%d9%84%d8%aa%d9%8a-%d9%8a%d8%ac%d8%a8-%d8%a7%d8%aa\/","title":{"rendered":"\u062c\u062f\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0645\u0627 \u0647\u0648 \u0648\u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0627\u062a\u0628\u0627\u0639\u0647\u0627"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u0641\u064a \u0627\u0644\u0639\u0635\u0631 \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u064a\u0648\u0645 \u060c \u062a\u062d\u0635\u0644 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0639\u0644\u0649 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a. \u064a\u062c\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0648\u0628\u0639\u0646\u0627\u064a\u0629. \u0647\u0646\u0627 \u064a\u0623\u062a\u064a \u0627\u0644\u062c\u062f\u0644 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u0648\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u064a\u0645\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0648\u0641\u0631 \u0646\u062a\u0627\u0626\u062c \u0645\u0641\u064a\u062f\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u0643\u0646\u0643 \u0625\u0635\u062f\u0627\u0631 \u0623\u062d\u0643\u0627\u0645 \u062a\u062c\u0627\u0631\u064a\u0629 \u0623\u0641\u0636\u0644 \u0628\u0645\u0633\u0627\u0639\u062f\u0629 \u0645\u0634\u0627\u062d\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0630\u0627 \u0642\u0645\u062a \u0628\u0630\u0644\u0643 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d. \u0642\u062f \u062a\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u062c\u062f\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0646\u0627 \u060c \u0648\u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0645\u062a\u0628\u0639\u0629 \u060c \u0648\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0645\u0627\u0634\u0649 \u0645\u0639\u0647\u0627. \u0644\u0630\u0627 \u060c \u062f\u0639\u0648\u0646\u0627 \u0646\u0628\u062f\u0623 \u0647\u0630\u0627!<\/span><\/p>\n<div class=\"tags-wrap\">\n<p class=\"content-index\" style=\"margin-top: 0;\">\u0641\u0647\u0631\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649<\/p>\n<ol style=\"font-weight: 400; margin: 0 30px; line-height: 22px;\">\n<li><a href=\"#what_is_data_wrangling?\">\u0645\u0627 \u0647\u0648 \u0627\u0644\u062c\u062f\u0644 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/a><\/li>\n<li><a href=\"#benefits_of_data_wrangling?\">\u0641\u0648\u0627\u0626\u062f \u0627\u0644\u062c\u062f\u0644 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/a><\/li>\n<li><a href=\"#necessary_steps_to_perform_data_wrangling\">\u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0625\u062c\u0631\u0627\u0621 \u0645\u0634\u0627\u062d\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a><\/li>\n<li><a href=\"#data_wrangling_best_practices\">\u0623\u0641\u0636\u0644 \u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u062c\u062f\u0644 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a><\/li>\n<li><a href=\"#conclusion\">\u0627\u0633\u062a\u0646\u062a\u0627\u062c<\/a><\/li>\n<\/ol>\n<\/div>\n<h2 id=\"what_is_data_wrangling?\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u0645\u0627 \u0647\u0648 \u0627\u0644\u062c\u062f\u0644 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062c\u062f\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0625\u0644\u0649 \u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0645\u0639\u0627\u0644\u062c\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0639\u0627\u062f\u0629 \u062a\u0646\u0638\u064a\u0645\u0647\u0627 \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627 \u0648\u0625\u062b\u0631\u0627\u0626\u0647\u0627. \u064a\u0633\u062a\u0644\u0632\u0645 \u0627\u0644\u062c\u062f\u0644 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0623\u0634\u0643\u0627\u0644 \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u062f\u0645\u062c\u0647\u0627 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0644\u0625\u0646\u062a\u0627\u062c \u0631\u0624\u0649 \u0630\u0627\u062a \u0645\u063a\u0632\u0649. \u062a\u062e\u062a\u0644\u0641 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0628\u0646\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0648\u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0630\u064a \u062a\u062d\u0627\u0648\u0644 \u062a\u062d\u0642\u064a\u0642\u0647.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062c\u062f\u0644 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u062d\u0644\u064a\u0644.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0633\u062f \u0623\u0648 \u0625\u0632\u0627\u0644\u0629 \u0641\u062c\u0648\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062d\u0630\u0641 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u063a\u064a\u0631 \u0627\u0644\u0636\u0631\u0648\u0631\u064a\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0634\u0631\u062d\u0647\u0627 \u0623\u0648 \u062d\u0630\u0641\u0647\u0627 \u0644\u0644\u0633\u0645\u0627\u062d \u0628\u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u0643\u0646 \u0625\u062c\u0631\u0627\u0621 \u0645\u0634\u0627\u062d\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u062f\u0648\u064a\u0627 \u0623\u0648 \u062a\u0644\u0642\u0627\u0626\u064a\u0627. \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u060c \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u062a\u0646\u0638\u064a\u0641\u0647\u0627 \u062a\u0644\u0642\u0627\u0626\u064a\u0627. \u063a\u0627\u0644\u0628\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0623\u064a \u0639\u0636\u0648 \u0622\u062e\u0631 \u0641\u064a \u0627\u0644\u0641\u0631\u064a\u0642 \u0645\u0633\u0624\u0648\u0644\u0627 \u0639\u0646 \u0645\u0634\u0627\u062d\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u062f\u064a\u0647\u0627 \u0641\u0631\u064a\u0642 \u0628\u064a\u0627\u0646\u0627\u062a \u0634\u0627\u0645\u0644. \u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u0639\u0644\u0649 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u0646\u0638\u064a\u0641 \u0628\u064a\u0627\u0646\u0627\u062a\u0647\u0645 \u0642\u0628\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627.<\/span><\/p>\n<h2 id=\"benefits_of_data_wrangling?\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u0641\u0648\u0627\u0626\u062f \u0627\u0644\u062c\u062f\u0644 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u062c\u062f\u0644 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0641\u064a\u062f. \u0639\u0646\u062f\u0645\u0627 \u062a\u0641\u0643\u0631 \u0641\u064a \u0645\u062f\u0649 \u0641\u0627\u0626\u062f\u062a\u0647 \u060c \u0641\u0645\u0646 \u0627\u0644\u0648\u0627\u0636\u062d \u0623\u0646\u0647 \u064a\u0633\u062a\u062d\u0642 \u0648\u0642\u062a\u0643 \u0644\u0628\u0630\u0644 \u0627\u0644\u062c\u0647\u062f \u0644\u0641\u0647\u0645\u0647. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0641\u0648\u0627\u0626\u062f \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0648\u0641\u0631\u0647\u0627 \u0645\u0634\u0627\u062d\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0639\u0645\u0644\u0643:<\/span><\/p>\n<ul>\n<li aria-level=\"1\"><b>\u062a\u062d\u0644\u064a\u0644 \u0628\u0633\u064a\u0637:<\/b><span style=\"font-weight: 400;\"> \u0642\u062f \u064a\u0642\u0648\u0645 \u0645\u062d\u0644\u0644\u0648 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0648\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0628\u0641\u062d\u0635 \u062d\u062a\u0649 \u0623\u0643\u062b\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0639\u0642\u064a\u062f\u0627 \u0628\u0633\u0631\u0639\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0648\u0641\u0639\u0627\u0644\u064a\u0629 \u0628\u0645\u062c\u0631\u062f \u062a\u0631\u0648\u064a\u0636 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627.<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/b><span style=\"font-weight: 400;\">  \u064a\u062d\u0648\u0644 \u0627\u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0647\u064a\u0643\u0644\u0629 \u0625\u0644\u0649 \u0635\u0641\u0648\u0641 \u0648\u0623\u0639\u0645\u062f\u0629. \u062a\u062b\u0631\u064a \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627\u0643\u062a\u0633\u0627\u0628 \u0641\u0647\u0645 \u0623\u0639\u0645\u0642.<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0647\u062f\u0627\u0641:<\/b><span style=\"font-weight: 400;\"> \u064a\u0633\u0627\u0639\u062f\u0643 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0639\u062f\u0629 \u0645\u0635\u0627\u062f\u0631 \u0639\u0644\u0649 \u0641\u0647\u0645 \u062c\u0645\u0647\u0648\u0631\u0643 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u062d\u0645\u0644\u0627\u062a\u0643 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629 \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649.<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0648\u0642\u062a:<\/b><span style=\"font-weight: 400;\"> \u062a\u0633\u0645\u062d \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0644\u0644\u0645\u062d\u0644\u0644\u064a\u0646 \u0628\u0642\u0636\u0627\u0621 \u0648\u0642\u062a \u0623\u0642\u0644 \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0636\u0637\u0631\u0628\u0629 \u0648\u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u0641\u064a \u0627\u0643\u062a\u0633\u0627\u0628 \u0631\u0624\u0649 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u062f\u0642\u064a\u0642\u0629 \u0628\u0646\u0627\u0621 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0633\u0647\u0644\u0629 \u0627\u0644\u0641\u0647\u0645.<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><b>\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/b><span style=\"font-weight: 400;\"> \u064a\u0645\u0643\u0646 \u062a\u0635\u062f\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0623\u064a \u0645\u0646\u0635\u0629 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0645\u0631\u0626\u064a\u0629 \u0644\u0641\u0631\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0628\u0645\u062c\u0631\u062f \u0645\u0646\u0627\u0642\u0634\u062a\u0647\u0627.<\/span><\/li>\n<\/ul>\n<h2 id=\"necessary_steps_to_perform_data_wrangling\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0625\u062c\u0631\u0627\u0621 \u0645\u0634\u0627\u062d\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u062d\u062a\u0627\u062c \u0643\u0644 \u0645\u0634\u0631\u0648\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0636\u0645\u0627\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u062c\u062f\u064a\u0631\u0629 \u0628\u0627\u0644\u062b\u0642\u0629 \u0648\u0645\u062a\u0627\u062d\u0629. \u0648\u0643\u062b\u064a\u0631\u0627 \u0645\u0627 \u064a\u0634\u0627\u0631 \u0625\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0623\u0648 \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u0644\u062c\u062f\u0644 \u0628\u0634\u0623\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0637\u0648\u0629 1: \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0647\u064a \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062c\u062f\u0644 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0625\u0646\u0647\u0627 \u062e\u0637\u0648\u0629 \u0646\u062d\u0648 \u0627\u0643\u062a\u0633\u0627\u0628 \u0641\u0647\u0645 \u0623\u0641\u0636\u0644 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0644\u062a\u0633\u0647\u064a\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0646\u0638\u0631 \u0625\u0644\u064a\u0647\u0627 \u0648\u062a\u0641\u0643\u0631 \u0641\u064a \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0647\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0642\u062f \u062a\u0638\u0647\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0623\u0648 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641. \u0647\u0630\u0647 \u062e\u0637\u0648\u0629 \u062d\u0627\u0633\u0645\u0629 \u0644\u0623\u0646\u0647\u0627 \u0633\u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0644\u0627\u062d\u0642\u0629. \u0643\u0645\u0627 \u0623\u0646\u0647 \u064a\u062d\u062f\u062f \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0648\u0627\u0636\u062d\u0629 \u060c \u0645\u062b\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0627\u0644\u0645\u0643\u062a\u0645\u0644\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0637\u0648\u0629 2: \u0627\u0644\u0647\u064a\u0643\u0644\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u060c \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0643\u062a\u0645\u0644\u0629 \u0623\u0648 \u0627\u0644\u0645\u0646\u0633\u0642\u0629 \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0635\u062d\u064a\u062d \u063a\u064a\u0631 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u063a\u0631\u0636 \u0627\u0644\u0645\u0642\u0635\u0648\u062f. \u062a\u0639\u0631\u0641 \u0639\u0645\u0644\u064a\u0629 \u0623\u062e\u0630 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0628\u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0628\u0633\u0647\u0648\u0644\u0629 \u0623\u0643\u0628\u0631 \u0628\u0627\u0633\u0645 \u0647\u064a\u0643\u0644\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0647\u0630\u0647 \u0647\u064a \u0637\u0631\u064a\u0642\u0629 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629. \u064a\u0645\u0643\u0646 \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u062c\u062f\u0648\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0636\u0627\u0641\u0629 \u0623\u0639\u0645\u062f\u0629 \u0648\u0641\u0626\u0627\u062a \u0648\u0639\u0646\u0627\u0648\u064a\u0646 \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643. \u0633\u064a\u0624\u062f\u064a \u0630\u0644\u0643 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u062a\u0649 \u064a\u062a\u0645\u0643\u0646 \u0627\u0644\u0645\u062d\u0644\u0644 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0628\u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644\u0647.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0637\u0648\u0629 3: \u0627\u0644\u062a\u0646\u0638\u064a\u0641<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u062a\u0636\u0645\u0646 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0642\u0636\u0627\u0621 \u0639\u0644\u0649 \u0623\u064a \u0639\u064a\u0648\u0628 \u0645\u062a\u0623\u0635\u0644\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0634\u0648\u0647 \u062a\u062d\u0644\u064a\u0644\u0643 \u0623\u0648 \u062a\u0642\u0644\u0644 \u0645\u0646 \u0641\u0627\u0626\u062f\u062a\u0647. \u064a\u0647\u062f\u0641 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0625\u0644\u0649 \u0636\u0645\u0627\u0646 \u0639\u062f\u0645 \u062a\u0623\u062b\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062d\u062a\u0648\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0639\u0627\u062f\u0629 \u0639\u0644\u0649 \u0623\u062e\u0637\u0627\u0621 \u064a\u062c\u0628 \u062a\u0646\u0638\u064a\u0641\u0647\u0627 \u0642\u0628\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627. \u064a\u062a\u0636\u0645\u0646 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0648\u062d\u0630\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u064a\u0626\u0629 \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643. \u0639\u0646\u062f \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u064a\u0632\u064a\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u062d\u064a\u0632 \u0644\u0646\u062a\u0627\u0626\u062c <a href=\"https:\/\/www.questionpro.com\/blog\/what-is-data-analysis\/\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a> .<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u064a\u063a\u064a\u0631 \u0646\u0648\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u064a\u0628\u0633\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0627\u0644\u0627\u062a\u0633\u0627\u0642.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u064a\u0639\u062b\u0631 \u0639\u0644\u0649 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0643\u0631\u0631\u0629 \u060c \u0648\u064a\u0632\u064a\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u060c \u0648\u064a\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u0633\u0647\u064a\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0637\u0648\u0629 4: \u0627\u0644\u0625\u062b\u0631\u0627\u0621<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0625\u0636\u0627\u0641\u0629 \u0633\u064a\u0627\u0642 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u0627\u0644\u0645\u0642\u0635\u0648\u062f \u0628\u0627\u0644\u0625\u062b\u0631\u0627\u0621. \u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u0646\u0638\u064a\u0641\u0647\u0627 \u0648\u062a\u0646\u0633\u064a\u0642\u0647\u0627 \u0645\u0633\u0628\u0642\u0627 \u0625\u0644\u0649 \u0623\u0646\u0648\u0627\u0639 \u062c\u062f\u064a\u062f\u0629. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u060c \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0644\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u062f\u064a\u0643 \u0628\u0627\u0644\u0641\u0639\u0644 \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u0642\u0635\u0649 \u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646\u0647\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0639\u062f \u0627\u062e\u062a\u0632\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u062b\u0645 \u062a\u0628\u0634\u0631 \u0628\u0647\u0627 \u0623\u0641\u0636\u0644 \u0637\u0631\u064a\u0642\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647\u0627 \u0641\u064a \u0634\u0643\u0644\u0647\u0627 \u0627\u0644\u0623\u0643\u062b\u0631 \u062f\u0642\u0629. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0634\u0639\u0631 \u0623\u0646 \u0627\u0644\u0625\u062b\u0631\u0627\u0621 \u0636\u0631\u0648\u0631\u064a \u060c \u0641\u0633\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0644\u0623\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u062a\u062d\u0635\u0644 \u0639\u0644\u064a\u0647\u0627. \u062e\u0637\u0648\u0629 \u0625\u062b\u0631\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u062e\u062a\u064a\u0627\u0631\u064a\u0629. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u062f\u064a\u0643 \u0628\u0627\u0644\u0641\u0639\u0644 \u0644\u0627 \u062a\u0644\u0628\u064a \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643 \u060c \u0641\u064a\u0645\u0643\u0646\u0643 \u0645\u062a\u0627\u0628\u0639\u0629 \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0637\u0648\u0629 5: \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0635\u062d\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0645\u0637\u0644\u0648\u0628 \u062e\u0637\u0648\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0645\u062a\u0643\u0631\u0631\u0629 \u0644\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0635\u062d\u064a\u062d\u0629 \u0648\u0645\u062a\u0633\u0642\u0629 \u0648\u0622\u0645\u0646\u0629 \u0648\u0623\u0635\u0644\u064a\u0629. \u062a\u0639\u0631\u0641 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u062f\u0642\u0629 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0648\u0627\u062a\u0633\u0627\u0642\u0647\u0627 \u0628\u0627\u0633\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0634\u0641 \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629 \u0639\u0646 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u0635\u0644\u0627\u062d \u0623\u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0623\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0637\u0648\u0629 6: \u0627\u0644\u0646\u0634\u0631<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u0646\u0634\u0631 \u0647\u0648 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u062c\u062f\u0644 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u062d\u064a\u062b \u064a\u0648\u0636\u062d \u0645\u0627 \u062a\u062f\u0648\u0631 \u062d\u0648\u0644\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0628\u0631\u0645\u062a\u0647\u0627. \u064a\u062a\u0639\u0644\u0642 \u0627\u0644\u0623\u0645\u0631 \u0628\u0648\u0636\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0627\u0644\u0645\u062a\u0646\u0627\u0632\u0639 \u0639\u0644\u064a\u0647\u0627 \u0641\u064a \u0645\u0643\u0627\u0646 \u064a\u0645\u0643\u0646\u0643 \u0623\u0646\u062a \u0648\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0627\u0644\u0622\u062e\u0631\u064a\u0646 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u064a\u0647\u0627 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0628\u0633\u0647\u0648\u0644\u0629. \u064a\u0645\u0643\u0646 \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0625\u0644\u0649 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u0637\u0627\u0644\u0645\u0627 \u0627\u062a\u0628\u0639\u062a \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u060c \u0641\u0633\u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0644\u0644\u0625\u062d\u0635\u0627\u0621\u0627\u062a \u0648\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/span><\/p>\n<h2 id=\"data_wrangling_best_practices\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u0623\u0641\u0636\u0644 \u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u062c\u062f\u0644 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0645\u0646 \u0627\u0644\u0645\u0645\u0643\u0646 \u062a\u0646\u0641\u064a\u0630 \u0645\u0634\u0627\u062d\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0639\u062f\u0629 \u0637\u0631\u0642. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062e\u062a\u0644\u0641 \u0627\u0644\u0637\u0631\u0642 \u0627\u0639\u062a\u0645\u0627\u062f\u0627 \u0639\u0644\u0649 <a href=\"https:\/\/www.questionpro.com\/blog\/what-is-a-target-audience\/\">\u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641<\/a> \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0647. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0642\u0627\u0626\u0645\u0629 \u0628\u0628\u0639\u0636 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647\u0627 \u0648\u0627\u0644\u062a\u064a \u062a\u0646\u0637\u0628\u0642 \u0641\u064a \u0643\u0644 \u0627\u0644\u0638\u0631\u0648\u0641:<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u062d\u0635\u0644 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0623\u0641\u0636\u0644 \u0644\u062c\u0645\u0647\u0648\u0631\u0643<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u062f\u0629 \u0644\u0645\u0634\u0627\u062d\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0634\u0631\u0643\u0629. \u0645\u0646 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0628\u0645\u0643\u0627\u0646 \u062a\u062d\u062f\u064a\u062f \u0645\u0646 \u0633\u064a\u0635\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u064a\u062d\u0644\u0644\u0647\u0627 \u0648\u0645\u0627 \u064a\u0646\u0648\u064a \u062a\u062d\u0642\u064a\u0642\u0647. \u0628\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0641\u064a\u062f\u0629 \u062d\u0648\u0644 \u062c\u0645\u0647\u0648\u0631\u0643 \u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u0632\u064a\u062f \u0639\u0646\u0647\u0645.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u062d\u0648\u0644 \u0639\u0645\u0644\u0627\u0626\u0643 \u0627\u0644\u062d\u0627\u0644\u064a\u064a\u0646 \u062d\u062a\u0649 \u064a\u0639\u0631\u0641 \u0641\u0631\u064a\u0642 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0645\u0646 \u064a\u0633\u062a\u0647\u062f\u0641\u0647 \u0628\u0625\u0639\u0644\u0627\u0646\u0627\u062a\u0647\u0645.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062d\u062f\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u064a\u062a\u0639\u0644\u0642 \u0627\u0644\u0623\u0645\u0631 \u0628\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u062a\u0639\u0644\u0642 \u0627\u0644\u0623\u0645\u0631 \u0628\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629. \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0633\u0628\u0628 \u0641\u064a \u0623\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u062c\u0646\u0628 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0639\u062f\u062f \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062e\u0627\u0644\u064a\u0629 \u0623\u0648 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0623\u0648 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0628\u062a\u0639\u062f \u0639\u0646 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062a\u064a \u062a\u0645 \u062d\u0633\u0627\u0628\u0647\u0627 \u0648\u0627\u062e\u062a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0642\u0631\u0628 \u0625\u0644\u0649 \u0627\u0644\u0645\u0635\u062f\u0631.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u062c\u0645\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646 \u0639\u062f\u062f \u0645\u0646 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0642\u0645 \u0628\u062a\u0637\u0628\u064a\u0642 \u0639\u0648\u0627\u0645\u0644 \u062a\u0635\u0641\u064a\u0629 \u0645\u0639\u064a\u0646\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062b\u0645 \u0627\u062e\u062a\u0631 \u0645\u0648\u0636\u0648\u0639\u0627 \u064a\u0641\u064a \u0628\u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0648\u0627\u0644\u0625\u0631\u0634\u0627\u062f\u0627\u062a.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0641\u0647\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645\u0628\u0627\u062f\u0626 \u0648\u0625\u0631\u0634\u0627\u062f\u0627\u062a \u0627\u0644\u062d\u0648\u0643\u0645\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0645\u0624\u0633\u0633\u062a\u0643. \u0644\u0627\u062d\u0638 \u0627\u0644\u062d\u0642\u0627\u0626\u0642 \u0627\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0643\u062a\u0633\u0627\u0628 \u0641\u0647\u0645 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u0644\u0641\u0627\u062a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631\u0647\u0627 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0635\u0648\u0631.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0625\u0646\u0634\u0627\u0621 \u0645\u0642\u0627\u064a\u064a\u0633 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0648\u0635\u064a\u0641.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0643\u0646 \u062d\u0630\u0631\u0627 \u0645\u0646 \u062d\u062f\u0648\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0637\u0648\u0631\u0629 \u062d\u062f\u064a\u062b\u0627<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0643\u0644 \u064a\u0648\u0645 \u060c \u064a\u062a\u0645 \u062f\u0645\u062c \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0645\u0639 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u060c \u0648\u064a\u0633\u062a\u0645\u0631 \u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0641\u064a \u0627\u0644\u062a\u0648\u0633\u0639. \u064a\u062c\u0628 \u0639\u0644\u0649 \u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0648\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0644\u062a\u0648\u0641\u064a\u0631 \u062e\u062f\u0645\u0627\u062a \u0641\u0639\u0627\u0644\u0629 \u0644\u0645\u0634\u0627\u062d\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<h2 id=\"conclusion\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u0646\u062a\u0627\u062c<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0623\u0635\u0628\u062d\u062a \u0645\u0634\u0627\u062d\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0623\u0647\u0645\u064a\u0629 \u0645\u062a\u0632\u0627\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u0633\u0646\u0648\u0627\u062a \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u0628\u0633\u0628\u0628 \u0627\u0644\u0643\u0645\u064a\u0627\u062a \u0627\u0644\u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u064a\u0648\u0645\u064a\u0627 \u0644\u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u0633\u062a\u0639\u0627\u0646\u064a \u0627\u0644\u0634\u0631\u0643\u0629 \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0645 \u062a\u062e\u0632\u064a\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0648\u064a \u0648\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0627\u062a \u0641\u064a \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0634\u0627\u062d\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0627\u0644\u0622\u0646 \u0641\u0647\u0645 \u0623\u0641\u0636\u0644 \u0644\u0645\u0634\u0627\u062d\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0636\u0645\u0646\u0629 \u0628\u0633\u0628\u0628 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0641\u064a QuestionPro \u060c \u0646\u0642\u062f\u0645 \u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0644\u0625\u0643\u0645\u0627\u0644 \u0645\u0647\u0627\u0645\u0647\u0645 \u0628\u0646\u062c\u0627\u062d. \u0633\u064a\u0631\u0634\u062f\u0643 \u062e\u0644\u0627\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0642\u0635\u0649 \u0642\u064a\u0645\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a\u0643.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.questionpro.com\/research-edition-survey-software\/\" target=\"_blank\" rel=\"noopener\"><button>\u0627\u0639\u0631\u0641 \u0627\u0644\u0645\u0632\u064a\u062f<\/button><\/a> <a href=\"https:\/\/www.questionpro.com\/a\/showEntry.do?classID=1053&amp;sourceRef=blog\" target=\"_blank\" rel=\"noopener\"><button>\u0639\u0646 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a \u0627\u0644\u0645\u062c\u0627\u0646\u064a<\/button><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0641\u064a \u0627\u0644\u0639\u0635\u0631 \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u064a\u0648\u0645 \u060c \u062a\u062d\u0635\u0644 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0639\u0644\u0649 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a. \u064a\u062c\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0648\u0628\u0639\u0646\u0627\u064a\u0629. [&hellip;]<\/p>\n","protected":false},"author":49,"featured_media":564652,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[1116],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u062c\u062f\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0645\u0627 \u0647\u0648 \u0648\u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0627\u062a\u0628\u0627\u0639\u0647\u0627 | QuestionPro<\/title>\n<meta name=\"description\" content=\"\u062a\u0639\u0645\u0644 \u0645\u0646\u0627\u0642\u0634\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a 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