{"id":1932,"date":"2023-07-24T09:55:04","date_gmt":"2023-07-24T09:55:04","guid":{"rendered":"https:\/\/statorials.org\/th\/%e0%b8%88%e0%b8%b3%e0%b8%99%e0%b8%a7%e0%b8%99%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2\/"},"modified":"2023-07-24T09:55:04","modified_gmt":"2023-07-24T09:55:04","slug":"%e0%b8%88%e0%b8%b3%e0%b8%99%e0%b8%a7%e0%b8%99%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2","status":"publish","type":"post","link":"https:\/\/statorials.org\/th\/%e0%b8%88%e0%b8%b3%e0%b8%99%e0%b8%a7%e0%b8%99%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2\/","title":{"rendered":"\u0e27\u0e34\u0e18\u0e35\u0e40\u0e23\u0e35\u0e22\u0e01\u0e43\u0e0a\u0e49\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19 sumif \u0e43\u0e19 pandas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0e04\u0e38\u0e13\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e43\u0e0a\u0e49\u0e44\u0e27\u0e22\u0e32\u0e01\u0e23\u0e13\u0e4c\u0e15\u0e48\u0e2d\u0e44\u0e1b\u0e19\u0e35\u0e49\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e04\u0e49\u0e19\u0e2b\u0e32\u0e1c\u0e25\u0e23\u0e27\u0e21\u0e02\u0e2d\u0e07\u0e41\u0e16\u0e27\u0e43\u0e19 DataFrame \u0e41\u0e1e\u0e19\u0e14\u0e49\u0e32\u0e17\u0e35\u0e48\u0e15\u0e23\u0e07\u0e15\u0e32\u0e21\u0e40\u0e01\u0e13\u0e11\u0e4c\u0e17\u0e35\u0e48\u0e01\u0e33\u0e2b\u0e19\u0e14:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\"><span style=\"color: #008080;\">#find sum of each column, grouped by one column<\/span>\n<b>df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">group_column<\/span> '). <span style=\"color: #3366ff;\">sum<\/span> () \n<\/b>\n<span style=\"color: #008080;\">#find sum of one specific column, grouped by one column<\/span>\n<b>df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">group_column<\/span> ')[' <span style=\"color: #ff0000;\">sum_column<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> ()<\/b>\n<\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e15\u0e48\u0e2d\u0e44\u0e1b\u0e19\u0e35\u0e49\u0e41\u0e2a\u0e14\u0e07\u0e27\u0e34\u0e18\u0e35\u0e43\u0e0a\u0e49\u0e44\u0e27\u0e22\u0e32\u0e01\u0e23\u0e13\u0e4c\u0e19\u0e35\u0e49\u0e01\u0e31\u0e1a\u0e01\u0e23\u0e2d\u0e1a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e15\u0e48\u0e2d\u0e44\u0e1b\u0e19\u0e35\u0e49:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\"><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', 'b', 'b', 'b', 'c', 'c'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [5, 8, 14, 18, 5, 7, 7],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ': [8, 8, 9, 3, 8, 7, 4],\n                   ' <span style=\"color: #ff0000;\">rebounds<\/span> ': [1, 2, 2, 1, 0, 4, 1]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span>df\n\n\tteam points assists rebounds\n0 to 5 8 1\n1 to 8 8 2\n2 b 14 9 2\n3 b 18 3 1\n4 b 5 8 0\n5 c 7 7 4\n6 c 7 4 1\n<\/span><\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e17\u0e35\u0e48 1: \u0e40\u0e23\u0e35\u0e22\u0e01\u0e43\u0e0a\u0e49\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19 SUMIF \u0e43\u0e19\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0e23\u0e2b\u0e31\u0e2a\u0e15\u0e48\u0e2d\u0e44\u0e1b\u0e19\u0e35\u0e49\u0e41\u0e2a\u0e14\u0e07\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e2b\u0e32\u0e1c\u0e25\u0e23\u0e27\u0e21\u0e04\u0e30\u0e41\u0e19\u0e19\u0e02\u0e2d\u0e07\u0e41\u0e15\u0e48\u0e25\u0e30\u0e17\u0e35\u0e21:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> ')[' <span style=\"color: #ff0000;\">points<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> ()\n\nteam\nat 13\nb 37\nc 14<\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0e2a\u0e34\u0e48\u0e07\u0e19\u0e35\u0e49\u0e1a\u0e2d\u0e01\u0e40\u0e23\u0e32:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u0e17\u0e35\u0e21 &#8216;a&#8217; \u0e44\u0e14\u0e49\u0e04\u0e30\u0e41\u0e19\u0e19\u0e23\u0e27\u0e21 <strong>13<\/strong> \u0e04\u0e30\u0e41\u0e19\u0e19<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0e17\u0e35\u0e21 &#8216;b&#8217; \u0e44\u0e14\u0e49\u0e04\u0e30\u0e41\u0e19\u0e19\u0e23\u0e27\u0e21 <strong>37<\/strong> \u0e04\u0e30\u0e41\u0e19\u0e19<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0e17\u0e35\u0e21 &#8216;c&#8217; \u0e44\u0e14\u0e49\u0e04\u0e30\u0e41\u0e19\u0e19\u0e23\u0e27\u0e21 <strong>14<\/strong> \u0e04\u0e30\u0e41\u0e19\u0e19<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e17\u0e35\u0e48 2: \u0e40\u0e23\u0e35\u0e22\u0e01\u0e43\u0e0a\u0e49\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19 SUMIF \u0e1a\u0e19\u0e2b\u0e25\u0e32\u0e22\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0e23\u0e2b\u0e31\u0e2a\u0e15\u0e48\u0e2d\u0e44\u0e1b\u0e19\u0e35\u0e49\u0e41\u0e2a\u0e14\u0e07\u0e27\u0e34\u0e18\u0e35\u0e2b\u0e32\u0e1c\u0e25\u0e23\u0e27\u0e21\u0e02\u0e2d\u0e07\u0e04\u0e30\u0e41\u0e19\u0e19\u0e41\u0e25\u0e30\u0e23\u0e35\u0e1a\u0e32\u0e27\u0e14\u0e4c\u0e02\u0e2d\u0e07\u0e41\u0e15\u0e48\u0e25\u0e30\u0e17\u0e35\u0e21:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> ')[[' <span style=\"color: #ff0000;\">points<\/span> ', ' <span style=\"color: #ff0000;\">rebounds<\/span> ']]. <span style=\"color: #3366ff;\">sum<\/span> ()\n\n<\/span>rebound points\nteam\t\t\nat 13 3\nb 37 3\nc 14 5\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e17\u0e35\u0e48 3: \u0e40\u0e23\u0e35\u0e22\u0e01\u0e43\u0e0a\u0e49\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19 SUMIF \u0e1a\u0e19\u0e17\u0e38\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0e23\u0e2b\u0e31\u0e2a\u0e15\u0e48\u0e2d\u0e44\u0e1b\u0e19\u0e35\u0e49\u0e41\u0e2a\u0e14\u0e07\u0e27\u0e34\u0e18\u0e35\u0e04\u0e49\u0e19\u0e2b\u0e32\u0e1c\u0e25\u0e23\u0e27\u0e21\u0e02\u0e2d\u0e07\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14\u0e43\u0e19\u0e01\u0e23\u0e2d\u0e1a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e41\u0e15\u0e48\u0e25\u0e30\u0e17\u0e35\u0e21:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\"><b>df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">team<\/span> '). <span style=\"color: #3366ff;\">sum<\/span> ()\n\n\tpoints assists rebounds\nteam\t\t\t\na 13 16 3\nb 37 20 3\nc 14 11 5\n<\/b><\/span><\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u0e41\u0e2b\u0e25\u0e48\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e40\u0e15\u0e34\u0e21<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/th\/\u0e40\u0e2d\u0e34\u0e23\u0e4c\u0e25\u0e41\u0e2b\u0e48\u0e07\u0e2b\u0e25\u0e32\u0e21\/\" target=\"_blank\" rel=\"noopener\">\u0e27\u0e34\u0e18\u0e35\u0e40\u0e23\u0e35\u0e22\u0e01\u0e43\u0e0a\u0e49\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19 COUNTIF \u0e43\u0e19 Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/th\/\u0e01\u0e25\u0e38\u0e48\u0e21\u0e41\u0e1e\u0e19\u0e14\u0e49\u0e32\u0e15\u0e32\u0e21\u0e08\u0e33\u0e19\u0e27\u0e19\/\" target=\"_blank\" rel=\"noopener\">\u0e27\u0e34\u0e18\u0e35\u0e19\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e1e\u0e1a\u0e40\u0e2b\u0e47\u0e19\u0e1d\u0e39\u0e07\u0e41\u0e1e\u0e19\u0e14\u0e49\u0e32<\/a><br \/> <a href=\"https:\/\/statorials.org\/th\/\u0e2a\u0e39\u0e07\u0e2a\u0e38\u0e14\u0e15\u0e48\u0e2d\u0e01\u0e25\u0e38\u0e48\u0e21\u0e41\u0e1e\u0e19\u0e14\u0e49\u0e32\/\" target=\"_blank\" rel=\"noopener\">\u0e27\u0e34\u0e18\u0e35\u0e04\u0e49\u0e19\u0e2b\u0e32\u0e04\u0e48\u0e32\u0e2a\u0e39\u0e07\u0e2a\u0e38\u0e14\u0e15\u0e48\u0e2d\u0e01\u0e25\u0e38\u0e48\u0e21\u0e17\u0e35\u0e48 Pandas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0e04\u0e38\u0e13\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e43\u0e0a\u0e49\u0e44\u0e27\u0e22\u0e32\u0e01\u0e23\u0e13\u0e4c\u0e15\u0e48\u0e2d\u0e44\u0e1b\u0e19\u0e35\u0e49\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e04\u0e49\u0e19\u0e2b\u0e32\u0e1c\u0e25\u0e23\u0e27\u0e21\u0e02\u0e2d\u0e07\u0e41\u0e16\u0e27\u0e43\u0e19 Dat [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-1932","post","type-post","status-publish","format-standard","hentry","category-3"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0e27\u0e34\u0e18\u0e35\u0e40\u0e23\u0e35\u0e22\u0e01\u0e43\u0e0a\u0e49\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19 SUMIF \u0e43\u0e19 Pandas \u2013 Statorials<\/title>\n<meta name=\"description\" content=\"\u0e1a\u0e17\u0e0a\u0e48\u0e27\u0e22\u0e2a\u0e2d\u0e19\u0e19\u0e35\u0e49\u0e08\u0e30\u0e2d\u0e18\u0e34\u0e1a\u0e32\u0e22\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e40\u0e23\u0e35\u0e22\u0e01\u0e43\u0e0a\u0e49\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19 SUMIF \u0e43\u0e19 Pandas \u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e15\u0e48\u0e32\u0e07\u0e46\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/th\/\u0e08\u0e33\u0e19\u0e27\u0e19\u0e41\u0e1e\u0e19\u0e14\u0e49\u0e32\/\" \/>\n<meta property=\"og:locale\" content=\"th_TH\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0e27\u0e34\u0e18\u0e35\u0e40\u0e23\u0e35\u0e22\u0e01\u0e43\u0e0a\u0e49\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19 SUMIF \u0e43\u0e19 Pandas \u2013 Statorials\" \/>\n<meta property=\"og:description\" content=\"\u0e1a\u0e17\u0e0a\u0e48\u0e27\u0e22\u0e2a\u0e2d\u0e19\u0e19\u0e35\u0e49\u0e08\u0e30\u0e2d\u0e18\u0e34\u0e1a\u0e32\u0e22\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e40\u0e23\u0e35\u0e22\u0e01\u0e43\u0e0a\u0e49\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19 SUMIF 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