{"id":3778,"date":"2023-07-15T14:38:19","date_gmt":"2023-07-15T14:38:19","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%a7%d9%84%d8%a8%d8%a7%d9%86%d8%af%d8%a7-%d9%85%d8%aa%d8%b9%d8%af%d8%af%d8%a9-%d8%a7%d9%84%d8%ac%d8%af%d9%88%d9%84-%d8%a7%d9%84%d9%85%d8%ad%d9%88%d8%b1%d9%8a-aggfunc\/"},"modified":"2023-07-15T14:38:19","modified_gmt":"2023-07-15T14:38:19","slug":"%d8%a7%d9%84%d8%a8%d8%a7%d9%86%d8%af%d8%a7-%d9%85%d8%aa%d8%b9%d8%af%d8%af%d8%a9-%d8%a7%d9%84%d8%ac%d8%af%d9%88%d9%84-%d8%a7%d9%84%d9%85%d8%ad%d9%88%d8%b1%d9%8a-aggfunc","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%a7%d9%84%d8%a8%d8%a7%d9%86%d8%af%d8%a7-%d9%85%d8%aa%d8%b9%d8%af%d8%af%d8%a9-%d8%a7%d9%84%d8%ac%d8%af%d9%88%d9%84-%d8%a7%d9%84%d9%85%d8%ad%d9%88%d8%b1%d9%8a-aggfunc\/","title":{"rendered":"\u0627\u0644\u0628\u0627\u0646\u062f\u0627: \u0625\u0646\u0634\u0627\u0621 \u062c\u062f\u0648\u0644 \u0645\u062d\u0648\u0631\u064a \u0645\u0639 \u0639\u062f\u0629 aggfunc"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u0625\u0646\u0634\u0627\u0621 \u062c\u062f\u0648\u0644 \u0645\u062d\u0648\u0631\u064a \u0641\u064a \u0627\u0644\u0628\u0627\u0646\u062f\u0627 \u0648\u062a\u0648\u0641\u064a\u0631 \u0642\u064a\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0644\u0648\u0633\u064a\u0637\u0629 <strong>aggfunc<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">pivot_table<\/span> (index=' <span style=\"color: #ff0000;\">col1<\/span> ', values=' <span style=\"color: #ff0000;\">col2<\/span> ', aggfunc=(' <span style=\"color: #ff0000;\">sum<\/span> ', ' <span style=\"color: #ff0000;\">mean<\/span> '))\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0646\u0634\u0626 \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644 \u062a\u062d\u062f\u064a\u062f\u064b\u0627 \u062c\u062f\u0648\u0644\u064b\u0627 \u0645\u062d\u0648\u0631\u064a\u064b\u0627 \u064a\u0639\u0631\u0636 \u0645\u062c\u0645\u0648\u0639 \u0648\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0642\u064a\u0645 \u0641\u064a <strong>col2<\/strong> \u060c \u0645\u062c\u0645\u0639\u0629 \u062d\u0633\u0628 <strong>col1<\/strong> .<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0647\u0630\u0627 \u0639\u0645\u0644\u064a\u064b\u0627.<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u062b\u0627\u0644: \u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u062c\u062f\u0648\u0644 Pandas \u0627\u0644\u0645\u062d\u0648\u0631\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u062f\u0629 aggfunc<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 DataFrame \u0627\u0644\u0628\u0627\u0646\u062f\u0627 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0645\u062e\u062a\u0644\u0641 \u0644\u0627\u0639\u0628\u064a \u0643\u0631\u0629 \u0627\u0644\u0633\u0644\u0629:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': ['A', 'A', 'A', 'A', 'B', 'B',\n                            'B', 'B', 'C', 'C', 'C', 'C'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [4, 4, 2, 8, 9, 5, 5, 7, 8, 8, 4, 3],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ': [2, 2, 5, 5, 4, 7, 5, 3, 9, 8, 4, 4]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   team points assists\n0 to 4 2\n1 to 4 2\n2 to 2 5\n3 to 8 5\n4 B 9 4\n5 B 5 7\n6 B 5 5\n7 B 7 3\n8 C 8 9\n9 C 8 8\n10 C 4 4\n11 C 3 4\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u0625\u0646\u0634\u0627\u0621 \u062c\u062f\u0648\u0644 \u0645\u062d\u0648\u0631\u064a \u064a\u0644\u062e\u0635 \u0645\u062c\u0645\u0648\u0639 \u0648\u0645\u062a\u0648\u0633\u0637 \u0639\u062f\u062f <strong>\u0627\u0644\u0646\u0642\u0627\u0637<\/strong> \u0627\u0644\u062a\u064a \u0633\u062c\u0644\u0647\u0627 \u0643\u0644 <strong>\u0641\u0631\u064a\u0642<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#create pivot table to summarize sum and mean of points by team<\/span>\ndf. <span style=\"color: #3366ff;\">pivot_table<\/span> (index=' <span style=\"color: #ff0000;\">team<\/span> ', values=' <span style=\"color: #ff0000;\">points<\/span> ', aggfunc=(' <span style=\"color: #ff0000;\">sum<\/span> ', ' <span style=\"color: #ff0000;\">mean<\/span> '))\n\n\tmean sum\nteam\t\t\nAt 4.50 18\nB 6.50 26\nC 5.75 23\n<\/span><\/span><\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\u064a\u0644\u062e\u0635 \u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u062d\u0648\u0631\u064a \u0627\u0644\u0646\u0627\u062a\u062c \u0645\u062a\u0648\u0633\u0637 \u0648\u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u064a \u0633\u062c\u0644\u0647\u0627 \u0643\u0644 \u0641\u0631\u064a\u0642.<\/span><\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0631\u0649:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062d\u0635\u0644 \u0644\u0627\u0639\u0628\u0648 \u0627\u0644\u0641\u0631\u064a\u0642 <strong>&#8220;\u0623&#8221;<\/strong> \u0639\u0644\u0649 \u0645\u062a\u0648\u0633\u0637 \u0642\u064a\u0645\u0629 \u0646\u0642\u0637\u0629 \u0642\u062f\u0631\u0647\u0627 <strong>4.50<\/strong> \u0648\u0642\u064a\u0645\u0629 \u0646\u0642\u0637\u0629 \u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0642\u062f\u0631\u0647\u0627 <strong>18<\/strong> .<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062d\u0635\u0644 \u0644\u0627\u0639\u0628\u0648 \u0627\u0644\u0641\u0631\u064a\u0642 <strong>B<\/strong> \u0639\u0644\u0649 \u0645\u062a\u0648\u0633\u0637 \u0642\u064a\u0645\u0629 \u0646\u0642\u0637\u0629 \u0642\u062f\u0631\u0647\u0627 <strong>6.50<\/strong> \u0648\u0642\u064a\u0645\u0629 \u0646\u0642\u0637\u0629 \u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0642\u062f\u0631\u0647\u0627 <strong>26<\/strong> .<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062d\u0635\u0644 \u0644\u0627\u0639\u0628\u0648 \u0627\u0644\u0641\u0631\u064a\u0642 <strong>C<\/strong> \u0639\u0644\u0649 \u0645\u062a\u0648\u0633\u0637 \u0642\u064a\u0645\u0629 \u0646\u0642\u0637\u0629 \u0642\u062f\u0631\u0647\u0627 <strong>5.75<\/strong> \u0648\u0642\u064a\u0645\u0629 \u0646\u0642\u0637\u0629 \u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0642\u062f\u0631\u0647\u0627 <strong>23<\/strong> .<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0627\u062d\u0638 \u0623\u0646\u0646\u0627 \u0642\u0645\u0646\u0627 \u0628\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062c\u0645\u0648\u0639 \u0648\u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0648\u0644\u0643\u0646 \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0642\u0627\u064a\u064a\u0633 \u0623\u062e\u0631\u0649 \u0645\u062b\u0644:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0639\u062f\u062f<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062f\u0642\u064a\u0642\u0629<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0623\u0642\u0635\u0649<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u0644\u0648\u0633\u064a\u0637<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0633\u062a\u062f (\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a)<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0642\u064a\u0645 \u0623\u0639\u0645\u062f\u0629 <strong>\u0627\u0644\u0646\u0642\u0627\u0637<\/strong> \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0644\u0643\u0644 \u0641\u0631\u064a\u0642:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#create pivot table to summarize several metrics for points by team\n<\/span>df. <span style=\"color: #3366ff;\">pivot_table<\/span> (index=' <span style=\"color: #ff0000;\">team<\/span> ', values=' <span style=\"color: #ff0000;\">points<\/span> ',\n               aggfunc=(' <span style=\"color: #ff0000;\">count<\/span> ', ' <span style=\"color: #ff0000;\">min<\/span> ', ' <span style=\"color: #ff0000;\">max<\/span> ', ' <span style=\"color: #ff0000;\">median<\/span> ', ' <span style=\"color: #ff0000;\">std<\/span> '))\n\n        count max median min std\nteam\t\t\t\t\t\nA 4 8 4.0 2 2.516611\nB 4 9 6.0 5 1.914854\nC 4 8 6.0 3 2.629956\n<\/span><\/span><\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0644\u0627\u062d\u0638\u0629<\/strong> : \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0648\u0638\u064a\u0641\u0629 Pandas <strong>Pivot_table()<\/strong> <a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.pivot_table.html\" target=\"_blank\" rel=\"noopener\">\u0647\u0646\u0627<\/a> .<\/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 \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0627\u0646\u062f\u0627 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0623\u062e\u0631\u0649:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0628\u0627\u0646\u062f\u0627-\u0627\u0644\u062c\u062f\u0648\u0644-\u0627\u0644\u0645\u062d\u0648\u0631\u064a-\u0627\u0644\u0627\u0655\u0645\u0644\u0627\u064a\u0654\u064a\/\" target=\"_blank\" rel=\"noopener\">\u0627\u0644\u0628\u0627\u0646\u062f\u0627: \u0643\u064a\u0641\u064a\u0629 \u0641\u0631\u0632 \u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u062d\u0648\u0631\u064a \u062d\u0633\u0628 \u0627\u0644\u0642\u064a\u0645 \u0641\u064a \u0627\u0644\u0639\u0645\u0648\u062f<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0645\u062c\u0645\u0648\u0639-\u0627\u0644\u062c\u062f\u0627\u0648\u0644-\u0627\u0644\u0645\u062d\u0648\u0631\u064a\u0629-\u0627\u0644\u0628\u0627\u0646\u062f\u0627\/\" target=\"_blank\" rel=\"noopener\">\u0627\u0644\u0628\u0627\u0646\u062f\u0627: \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u062c\u062f\u0648\u0644 \u0645\u062d\u0648\u0631\u064a \u0628\u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u0642\u064a\u0645<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0628\u0627\u0646\u062f\u0627-\u0627\u0644\u062c\u062f\u0648\u0644-\u0627\u0644\u0645\u062d\u0648\u0631\u064a-\u062a\u062d\u062a-\u0627\u0644\u0645\u062c\u0627\u0645\u064a\u0639\/\" target=\"_blank\" rel=\"noopener\">\u0627\u0644\u0628\u0627\u0646\u062f\u0627: \u0643\u064a\u0641\u064a\u0629 \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0627\u062a \u0627\u0644\u0641\u0631\u0639\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u062d\u0648\u0631\u064a<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0654\u0633\u0645\u0627\u0621-\u0627\u0654\u0639\u0645\u062f\u0629-\u0627\u0644\u062c\u062f\u0648\u0644-\u0627\u0644\u0645\u062d\u0648\u0631\u064a-\u0627\u0644\u0628\u0627\u0646\u062f\u0627\/\" target=\"_blank\" rel=\"noopener\">\u0627\u0644\u0628\u0627\u0646\u062f\u0627: \u0643\u064a\u0641\u064a\u0629 \u062a\u063a\u064a\u064a\u0631 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0641\u064a \u062c\u062f\u0648\u0644 \u0645\u062d\u0648\u0631\u064a<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u0625\u0646\u0634\u0627\u0621 \u062c\u062f\u0648\u0644 \u0645\u062d\u0648\u0631\u064a \u0641\u064a \u0627\u0644\u0628\u0627\u0646\u062f\u0627 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