{"id":3573,"date":"2023-07-16T18:29:13","date_gmt":"2023-07-16T18:29:13","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%a7%d9%84%d8%a8%d8%a7%d9%86%d8%af%d8%a7-%d8%a7%d9%84%d9%86%d8%b3%d8%a8%d8%a9-%d8%a7%d9%84%d9%85%d9%8a%d9%94%d9%88%d9%8a%d8%a9\/"},"modified":"2023-07-16T18:29:13","modified_gmt":"2023-07-16T18:29:13","slug":"%d8%a7%d9%84%d8%a8%d8%a7%d9%86%d8%af%d8%a7-%d8%a7%d9%84%d9%86%d8%b3%d8%a8%d8%a9-%d8%a7%d9%84%d9%85%d9%8a%d9%94%d9%88%d9%8a%d8%a9","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%a7%d9%84%d8%a8%d8%a7%d9%86%d8%af%d8%a7-%d8%a7%d9%84%d9%86%d8%b3%d8%a8%d8%a9-%d8%a7%d9%84%d9%85%d9%8a%d9%94%d9%88%d9%8a%d8%a9\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0631\u062a\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u0627\u0646\u062f\u0627 (\u0645\u0639 \u0623\u0645\u062b\u0644\u0629)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u064a\u062e\u0628\u0631\u0646\u0627 <strong>\u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0626\u0648\u064a<\/strong> \u0644\u0644\u0642\u064a\u0645\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0644\u0644\u0642\u064a\u0645 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0633\u0627\u0648\u064a \u062a\u0631\u062a\u064a\u0628\u0647\u0627 \u0642\u064a\u0645\u0629 \u0645\u0639\u064a\u0646\u0629 \u0623\u0648 \u0623\u0642\u0644 \u0645\u0646\u0647\u0627.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0626\u0648\u064a \u0641\u064a \u0627\u0644\u0628\u0627\u0646\u062f\u0627:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0623\u0648\u0644\u0649: \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0626\u0648\u064a \u0644\u0644\u0639\u0645\u0648\u062f<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong>df[' <span style=\"color: #ff0000;\">percent_rank<\/span> '] = df[' <span style=\"color: #ff0000;\">some_column<\/span> ']. <span style=\"color: #3366ff;\">rank<\/span> (pct= <span style=\"color: #008000;\">True<\/span> )\n<\/strong><\/span><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0626\u0648\u064a \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><b>df[' <span style=\"color: #ff0000;\">percent_rank<\/span> '] = df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">group_var<\/span> ')[' <span style=\"color: #ff0000;\">value_var<\/span> ']. <span style=\"color: #3366ff;\">transform<\/span> (' <span style=\"color: #ff0000;\">rank<\/span> ', pct= <span style=\"color: #008000;\">True<\/span> )\n<\/b><\/span><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u0648\u0636\u062d \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0643\u0644 \u0637\u0631\u064a\u0642\u0629 \u0639\u0645\u0644\u064a\u064b\u0627 \u0645\u0639 \u0627\u0644\u0628\u0627\u0646\u062f\u0627 DataFrame \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><b><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': ['A', 'A', 'A', 'A', 'A', 'A', 'A',\n                            'B', 'B', 'B', 'B', 'B', 'B', 'B'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [2, 5, 5, 7, 9, 13, 15, 17, 22, 24, 30, 31, 38, 39]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   team points\n0 to 2\n1 to 5\n2 to 5\n3 to 7\n4 to 9\n5 to 13\n6 to 15\n7 B 17\n8 B 22\n9 B 24\n10 B 30\n11 B 31\n12 B 38\n13 B 39\n<\/b><\/span><\/pre>\n<h2 style=\";text-align:right;direction:rtl\"> <strong><span style=\"color: #000000;\">\u0645\u062b\u0627\u0644 1: \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0626\u0648\u064a \u0644\u0644\u0639\u0645\u0648\u062f<\/span><\/strong><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0626\u0648\u064a \u0644\u0643\u0644 \u0642\u064a\u0645\u0629 \u0641\u064a \u0639\u0645\u0648\u062f \u0627\u0644\u0646\u0642\u0627\u0637:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#add new column that shows percentile rank of points\n<\/span>df[' <span style=\"color: #ff0000;\">percent_rank<\/span> '] = df[' <span style=\"color: #ff0000;\">points<\/span> ']. <span style=\"color: #3366ff;\">rank<\/span> (pct= <span style=\"color: #008000;\">True<\/span> )\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   team points percent_rank\n0 A 2 0.071429\n1 to 5 0.178571\n2 to 5 0.178571\n3 to 7 0.285714\n4 to 9 0.357143\n5 A 13 0.428571\n6 A 15 0.500000\n7 B 17 0.571429\n8 B 22 0.642857\n9 B 24 0.714286\n10 B 30 0.785714\n11 B 31 0.857143\n12 B 38 0.928571\n13 B 39 1.000000\n<\/strong><\/span><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0644\u064a\u0643 \u0643\u064a\u0641\u064a\u0629 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0639\u0645\u0648\u062f <strong>\u0628\u0627\u0644\u0645\u0627\u0626\u0629_\u0627\u0644\u0631\u062a\u0628\u0629<\/strong> :<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>7.14%<\/strong> \u0645\u0646 \u0642\u064a\u0645 \u0627\u0644\u0646\u0642\u0627\u0637 \u062a\u0633\u0627\u0648\u064a \u0623\u0648 \u062a\u0642\u0644 \u0639\u0646 2.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>17.86%<\/strong> \u0645\u0646 \u0642\u064a\u0645 \u0627\u0644\u0646\u0642\u0627\u0637 \u062a\u0633\u0627\u0648\u064a \u0623\u0648 \u062a\u0642\u0644 \u0639\u0646 5.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>28.57%<\/strong> \u0645\u0646 \u0642\u064a\u0645 \u0627\u0644\u0646\u0642\u0627\u0637 \u062a\u0633\u0627\u0648\u064a \u0623\u0648 \u062a\u0642\u0644 \u0639\u0646 7.<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643 \u0648\u0647\u0644\u0645 \u062c\u0631\u0627.<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <strong><span style=\"color: #000000;\">\u0645\u062b\u0627\u0644 2: \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0626\u0648\u064a \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629<\/span><\/strong><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0626\u0648\u064a \u0644\u0643\u0644 \u0642\u064a\u0645\u0629 \u0641\u064a \u0639\u0645\u0648\u062f \u0627\u0644\u0646\u0642\u0627\u0637\u060c \u0645\u062c\u0645\u0639\u0629 \u062d\u0633\u0628 \u0627\u0644\u0641\u0631\u064a\u0642:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#add new column that shows percentile rank of points, grouped by team\n<\/span>df[' <span style=\"color: #ff0000;\">percent_rank<\/span> '] = df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> ')[' <span style=\"color: #ff0000;\">points<\/span> ']. <span style=\"color: #3366ff;\">transform<\/span> (' <span style=\"color: #ff0000;\">rank<\/span> ', pct= <span style=\"color: #008000;\">True<\/span> )\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   team points percent_rank\n0 A 2 0.142857\n1 A 5 0.357143\n2 A 5 0.357143\n3 to 7 0.571429\n4 to 9 0.714286\n5 A 13 0.857143\n6 to 15 1.000000\n7 B 17 0.142857\n8 B 22 0.285714\n9 B 24 0.428571\n10 B 30 0.571429\n11 B 31 0.714286\n12 B 38 0.857143\n13 B 39 1.000000\n<\/strong><\/span><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0644\u064a\u0643 \u0643\u064a\u0641\u064a\u0629 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0639\u0645\u0648\u062f <strong>\u0628\u0627\u0644\u0645\u0627\u0626\u0629_\u0627\u0644\u0631\u062a\u0628\u0629<\/strong> :<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>14.3%<\/strong> \u0645\u0646 \u0642\u064a\u0645 \u0646\u0642\u0627\u0637 \u0641\u0631\u064a\u0642 A \u062a\u0633\u0627\u0648\u064a \u0623\u0648 \u062a\u0642\u0644 \u0639\u0646 2.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>35.7%<\/strong> \u0645\u0646 \u0642\u064a\u0645 \u0646\u0642\u0627\u0637 \u0641\u0631\u064a\u0642 A \u062a\u0633\u0627\u0648\u064a \u0623\u0648 \u062a\u0642\u0644 \u0639\u0646 5.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>57.1%<\/strong> \u0645\u0646 \u0642\u064a\u0645 \u0646\u0642\u0627\u0637 \u0641\u0631\u064a\u0642 A \u062a\u0633\u0627\u0648\u064a \u0623\u0648 \u062a\u0642\u0644 \u0639\u0646 7.<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643 \u0648\u0647\u0644\u0645 \u062c\u0631\u0627.<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u0634\u0631\u062d \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0641\u064a \u0627\u0644\u0628\u0627\u0646\u062f\u0627:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0646\u0633\u0628\u0629-\u0627\u0644\u0645\u064a\u0654\u0648\u064a\u0629-\u0644\u0644\u062a\u063a\u064a\u0631-\u0641\u064a-\u0627\u0644\u0628\u0627\u0646\u062f\u0627\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0644\u0644\u062a\u063a\u064a\u0631 \u0641\u064a \u0627\u0644\u0628\u0627\u0646\u062f\u0627<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0628\u0627\u0646\u062f\u0627-\u0627\u0644\u0646\u0633\u0628\u0629-\u0627\u0644\u0645\u064a\u0654\u0648\u064a\u0629-\u0627\u0644\u062a\u0631\u0627\u0643\u0645\u064a\u0629\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u062a\u0631\u0627\u0643\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u0627\u0646\u062f\u0627<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0645\u062c\u0645\u0648\u0639\u0629-\u0645\u0646-\u0627\u0644\u0628\u0627\u0646\u062f\u0627-\u0628\u0627\u0644\u0646\u0633\u0628\u0629-\u0627\u0644\u0645\u064a\u0654\u0648\u064a\u0629\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0644\u0644\u0645\u062c\u0645\u0648\u0639 \u062f\u0627\u062e\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u064a \u0627\u0644\u0628\u0627\u0646\u062f\u0627<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u064a\u062e\u0628\u0631\u0646\u0627 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0626\u0648\u064a \u0644\u0644\u0642\u064a\u0645\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0644\u0644\u0642\u064a\u0645 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0633\u0627\u0648\u064a \u062a\u0631\u062a\u064a\u0628\u0647\u0627 \u0642\u064a\u0645\u0629 \u0645\u0639\u064a\u0646\u0629 \u0623\u0648 \u0623\u0642\u0644 \u0645\u0646\u0647\u0627. \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0626\u0648\u064a \u0641\u064a \u0627\u0644\u0628\u0627\u0646\u062f\u0627: \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0623\u0648\u0644\u0649: \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0626\u0648\u064a \u0644\u0644\u0639\u0645\u0648\u062f df[&#8216; percent_rank &#8216;] = df[&#8216; some_column &#8216;]. rank (pct= True ) \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0626\u0648\u064a \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 df[&#8216; percent_rank &#8216;] = [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0631\u062a\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u0627\u0646\u062f\u0627 (\u0645\u0639 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