{"id":976,"date":"2023-07-28T03:04:44","date_gmt":"2023-07-28T03:04:44","guid":{"rendered":"https:\/\/statorials.org\/th\/%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b\/"},"modified":"2023-07-28T03:04:44","modified_gmt":"2023-07-28T03:04:44","slug":"%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b","status":"publish","type":"post","link":"https:\/\/statorials.org\/th\/%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b\/","title":{"rendered":"\u0e27\u0e34\u0e18\u0e35\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 pandas dataframe"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0e1a\u0e48\u0e2d\u0e22\u0e04\u0e23\u0e31\u0e49\u0e07\u0e17\u0e35\u0e48\u0e04\u0e38\u0e13\u0e2d\u0e32\u0e08\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e19\u0e31\u0e1a\u0e08\u0e33\u0e19\u0e27\u0e19\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 DataFrame \u0e02\u0e2d\u0e07\u0e41\u0e1e\u0e19\u0e14\u0e49\u0e32<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0e1a\u0e17\u0e0a\u0e48\u0e27\u0e22\u0e2a\u0e2d\u0e19\u0e19\u0e35\u0e49\u0e41\u0e2a\u0e14\u0e07\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 DataFrame \u0e15\u0e48\u0e2d\u0e44\u0e1b\u0e19\u0e35\u0e49:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n<span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n\n<span style=\"color: #008080;\">#create DataFrame with some missing values<\/span>\ndf = pd.DataFrame({'a': [4, np.nan, np.nan, 7, 8, 12],\n                   'b': [np.nan, 6, 8, 14, 29, np.nan],\n                   'c': [11, 8, 10, 6, 6, np.nan]})\n\n<span style=\"color: #008080;\">#view DataFrame<\/span>\n<span style=\"color: #3366ff;\">print<\/span> (df)\n\n      ABC\n0 4.0 NaN 11.0\n1 NaN 6.0 8.0\n2 NaN 8.0 10.0\n3 7.0 14.0 6.0\n4 8.0 29.0 6.0\n5 12.0 NaN NaN\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u0e19\u0e31\u0e1a\u0e23\u0e27\u0e21\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 DataFrame \u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14<\/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\u0e33\u0e19\u0e27\u0e13\u0e08\u0e33\u0e19\u0e27\u0e19\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14\u0e43\u0e19 DataFrame \u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">isnull<\/span> (). <span style=\"color: #3366ff;\">sum<\/span> (). <span style=\"color: #3366ff;\">sum<\/span> ()\n\n5<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0e19\u0e35\u0e48\u0e1a\u0e2d\u0e01\u0e40\u0e23\u0e32\u0e27\u0e48\u0e32\u0e21\u0e35\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14 <strong>5<\/strong> \u0e04\u0e48\u0e32<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14\u0e15\u0e48\u0e2d\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\u0e33\u0e19\u0e27\u0e13\u0e08\u0e33\u0e19\u0e27\u0e19\u0e23\u0e27\u0e21\u0e02\u0e2d\u0e07\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19\u0e41\u0e15\u0e48\u0e25\u0e30\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e02\u0e2d\u0e07 DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">isnull<\/span> (). <span style=\"color: #3366ff;\">sum<\/span> ()\n\nat 2\nb 2\nc 1\n<\/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;\">\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c \u201ca\u201d \u0e21\u0e35\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e02\u0e32\u0e14\u0e2b\u0e32\u0e22\u0e44\u0e1b <strong>2<\/strong> \u0e04\u0e48\u0e32<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c \u201cb\u201d \u0e21\u0e35\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e02\u0e32\u0e14\u0e2b\u0e32\u0e22\u0e44\u0e1b <strong>2<\/strong> \u0e04\u0e48\u0e32<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c \u201cc\u201d \u0e21\u0e35\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e02\u0e32\u0e14\u0e2b\u0e32\u0e22\u0e44\u0e1b <strong>1<\/strong> \u0e04\u0e48\u0e32<\/span><\/li>\n<\/ul>\n<p> \u0e04\u0e38\u0e13\u0e22\u0e31\u0e07\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e41\u0e2a\u0e14\u0e07\u0e08\u0e33\u0e19\u0e27\u0e19\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e40\u0e1b\u0e47\u0e19\u0e40\u0e1b\u0e2d\u0e23\u0e4c\u0e40\u0e0b\u0e47\u0e19\u0e15\u0e4c\u0e02\u0e2d\u0e07\u0e17\u0e31\u0e49\u0e07\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e44\u0e14\u0e49:<\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">isnull<\/span> (). <span style=\"color: #3366ff;\">sum<\/span> ()\/ <span style=\"color: #008000;\">len<\/span> (df)* <span style=\"color: #008000;\">100<\/span>\n\na 33.333333\nb 33.333333\nc 16.666667\n<\/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;\"><strong>33.33%<\/strong> \u0e02\u0e2d\u0e07\u0e04\u0e48\u0e32\u0e43\u0e19\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c \u201ca\u201d \u0e2b\u0e32\u0e22\u0e44\u0e1b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>33.33%<\/strong> \u0e02\u0e2d\u0e07\u0e04\u0e48\u0e32\u0e43\u0e19\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c \u201cb\u201d \u0e2b\u0e32\u0e22\u0e44\u0e1b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>16.67%<\/strong> \u0e02\u0e2d\u0e07\u0e04\u0e48\u0e32\u0e43\u0e19\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c \u201cc\u201d \u0e2b\u0e32\u0e22\u0e44\u0e1b<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14\u0e15\u0e48\u0e2d\u0e41\u0e16\u0e27<\/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\u0e33\u0e19\u0e27\u0e13\u0e08\u0e33\u0e19\u0e27\u0e19\u0e23\u0e27\u0e21\u0e02\u0e2d\u0e07\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19\u0e41\u0e15\u0e48\u0e25\u0e30\u0e41\u0e16\u0e27\u0e02\u0e2d\u0e07 DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">isnull<\/span> (). <span style=\"color: #3366ff;\">sum<\/span> (axis= <span style=\"color: #008000;\">1<\/span> )\n\n0 1\n1 1\n2 1\n30\n4 0\n5 2<\/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;\">\u0e1a\u0e23\u0e23\u0e17\u0e31\u0e14\u0e17\u0e35\u0e48 1 \u0e21\u0e35\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b <strong>1<\/strong> \u0e04\u0e48\u0e32<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0e1a\u0e23\u0e23\u0e17\u0e31\u0e14\u0e17\u0e35\u0e48 2 \u0e21\u0e35\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b <strong>1<\/strong> \u0e04\u0e48\u0e32<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0e1a\u0e23\u0e23\u0e17\u0e31\u0e14\u0e17\u0e35\u0e48 3 \u0e21\u0e35\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b <strong>1<\/strong> \u0e04\u0e48\u0e32<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0e1a\u0e23\u0e23\u0e17\u0e31\u0e14\u0e17\u0e35\u0e48 4 \u0e21\u0e35\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b <strong>0<\/strong> \u0e04\u0e48\u0e32<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0e1a\u0e23\u0e23\u0e17\u0e31\u0e14\u0e17\u0e35\u0e48 5 \u0e21\u0e35\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b <strong>0<\/strong> \u0e04\u0e48\u0e32<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0e1a\u0e23\u0e23\u0e17\u0e31\u0e14\u0e17\u0e35\u0e48 6 \u0e21\u0e35\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b <strong>2<\/strong> \u0e04\u0e48\u0e32<\/span><\/li>\n<\/ul>\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\/\u0e41\u0e1e\u0e19\u0e14\u0e49\u0e32\u0e40\u0e14\u0e35\u0e48\u0e22\u0e27\u0e2b\u0e25\u0e32\u0e22\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0e27\u0e34\u0e18\u0e35\u0e04\u0e49\u0e19\u0e2b\u0e32\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e44\u0e21\u0e48\u0e0b\u0e49\u0e33\u0e43\u0e19\u0e2b\u0e25\u0e32\u0e22\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e43\u0e19 Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/th\/\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e41\u0e1e\u0e19\u0e14\u0e49\u0e32\u0e15\u0e32\u0e21\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0e27\u0e34\u0e18\u0e35\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e43\u0e2b\u0e21\u0e48\u0e15\u0e32\u0e21\u0e40\u0e07\u0e37\u0e48\u0e2d\u0e19\u0e44\u0e02\u0e43\u0e19 Pandas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0e1a\u0e48\u0e2d\u0e22\u0e04\u0e23\u0e31\u0e49\u0e07\u0e17\u0e35\u0e48\u0e04\u0e38\u0e13\u0e2d\u0e32\u0e08\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e19\u0e31\u0e1a\u0e08\u0e33\u0e19\u0e27\u0e19\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 DataFram [&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-976","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\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 DataFrame Pandas \u2013 Statology<\/title>\n<meta name=\"description\" content=\"\u0e04\u0e33\u0e2d\u0e18\u0e34\u0e1a\u0e32\u0e22\u0e07\u0e48\u0e32\u0e22\u0e46 \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 pandas DataFrame \u0e23\u0e27\u0e21\u0e44\u0e1b\u0e16\u0e36\u0e07\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\/\u0e41\u0e1e\u0e19\u0e14\u0e49\u0e32\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\/\" \/>\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\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 DataFrame Pandas \u2013 Statology\" \/>\n<meta property=\"og:description\" content=\"\u0e04\u0e33\u0e2d\u0e18\u0e34\u0e1a\u0e32\u0e22\u0e07\u0e48\u0e32\u0e22\u0e46 \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 pandas DataFrame \u0e23\u0e27\u0e21\u0e44\u0e1b\u0e16\u0e36\u0e07\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e15\u0e48\u0e32\u0e07\u0e46\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/th\/\u0e41\u0e1e\u0e19\u0e14\u0e49\u0e32\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-28T03:04:44+00:00\" \/>\n<meta name=\"author\" content=\"\u0e14\u0e23.\u0e40\u0e1a\u0e19\u0e08\u0e32\u0e21\u0e34\u0e19 \u0e41\u0e2d\u0e19\u0e40\u0e14\u0e2d\u0e23\u0e4c\u0e2a\u0e31\u0e19\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u0e14\u0e23.\u0e40\u0e1a\u0e19\u0e08\u0e32\u0e21\u0e34\u0e19 \u0e41\u0e2d\u0e19\u0e40\u0e14\u0e2d\u0e23\u0e4c\u0e2a\u0e31\u0e19\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/th\/%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b\/\",\"url\":\"https:\/\/statorials.org\/th\/%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b\/\",\"name\":\"\u0e27\u0e34\u0e18\u0e35\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 DataFrame Pandas \u2013 Statology\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/th\/#website\"},\"datePublished\":\"2023-07-28T03:04:44+00:00\",\"dateModified\":\"2023-07-28T03:04:44+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/th\/#\/schema\/person\/7c9bb3d0f799d0f1b17883495e1de332\"},\"description\":\"\u0e04\u0e33\u0e2d\u0e18\u0e34\u0e1a\u0e32\u0e22\u0e07\u0e48\u0e32\u0e22\u0e46 \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 pandas DataFrame \u0e23\u0e27\u0e21\u0e44\u0e1b\u0e16\u0e36\u0e07\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e15\u0e48\u0e32\u0e07\u0e46\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/th\/%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b\/#breadcrumb\"},\"inLanguage\":\"th\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/th\/%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/th\/%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u0e1a\u0e49\u0e32\u0e19\",\"item\":\"https:\/\/statorials.org\/th\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u0e27\u0e34\u0e18\u0e35\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 pandas dataframe\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/th\/#website\",\"url\":\"https:\/\/statorials.org\/th\/\",\"name\":\"Statorials\",\"description\":\"\u0e04\u0e33\u0e41\u0e19\u0e30\u0e19\u0e33\u0e02\u0e2d\u0e07\u0e04\u0e38\u0e13\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e04\u0e27\u0e32\u0e21\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e32\u0e07\u0e2a\u0e16\u0e34\u0e15\u0e34!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/th\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"th\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/th\/#\/schema\/person\/7c9bb3d0f799d0f1b17883495e1de332\",\"name\":\"\u0e14\u0e23.\u0e40\u0e1a\u0e19\u0e08\u0e32\u0e21\u0e34\u0e19 \u0e41\u0e2d\u0e19\u0e40\u0e14\u0e2d\u0e23\u0e4c\u0e2a\u0e31\u0e19\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"th\",\"@id\":\"https:\/\/statorials.org\/th\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/th\/wp-content\/uploads\/2023\/11\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/th\/wp-content\/uploads\/2023\/11\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u0e14\u0e23.\u0e40\u0e1a\u0e19\u0e08\u0e32\u0e21\u0e34\u0e19 \u0e41\u0e2d\u0e19\u0e40\u0e14\u0e2d\u0e23\u0e4c\u0e2a\u0e31\u0e19\"},\"description\":\"\u0e2a\u0e27\u0e31\u0e2a\u0e14\u0e35 \u0e09\u0e31\u0e19\u0e0a\u0e37\u0e48\u0e2d\u0e40\u0e1a\u0e19\u0e08\u0e32\u0e21\u0e34\u0e19 \u0e28\u0e32\u0e2a\u0e15\u0e23\u0e32\u0e08\u0e32\u0e23\u0e22\u0e4c\u0e2a\u0e16\u0e34\u0e15\u0e34\u0e40\u0e01\u0e29\u0e35\u0e22\u0e13\u0e2d\u0e32\u0e22\u0e38\u0e41\u0e25\u0e49\u0e27 \u0e41\u0e25\u0e30\u0e1c\u0e31\u0e19\u0e15\u0e31\u0e27\u0e21\u0e32\u0e40\u0e1b\u0e47\u0e19\u0e04\u0e23\u0e39\u0e2a\u0e2d\u0e19\u0e2a\u0e16\u0e34\u0e15\u0e34\u0e42\u0e14\u0e22\u0e40\u0e09\u0e1e\u0e32\u0e30 \u0e14\u0e49\u0e27\u0e22\u0e1b\u0e23\u0e30\u0e2a\u0e1a\u0e01\u0e32\u0e23\u0e13\u0e4c\u0e41\u0e25\u0e30\u0e04\u0e27\u0e32\u0e21\u0e40\u0e0a\u0e35\u0e48\u0e22\u0e27\u0e0a\u0e32\u0e0d\u0e17\u0e35\u0e48\u0e01\u0e27\u0e49\u0e32\u0e07\u0e02\u0e27\u0e32\u0e07\u0e43\u0e19\u0e2a\u0e32\u0e02\u0e32\u0e2a\u0e16\u0e34\u0e15\u0e34 \u0e09\u0e31\u0e19\u0e01\u0e23\u0e30\u0e15\u0e37\u0e2d\u0e23\u0e37\u0e2d\u0e23\u0e49\u0e19\u0e17\u0e35\u0e48\u0e08\u0e30\u0e41\u0e1a\u0e48\u0e07\u0e1b\u0e31\u0e19\u0e04\u0e27\u0e32\u0e21\u0e23\u0e39\u0e49\u0e02\u0e2d\u0e07\u0e09\u0e31\u0e19\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e40\u0e2a\u0e23\u0e34\u0e21\u0e28\u0e31\u0e01\u0e22\u0e20\u0e32\u0e1e\u0e19\u0e31\u0e01\u0e40\u0e23\u0e35\u0e22\u0e19\u0e1c\u0e48\u0e32\u0e19 Statorials. \u0e23\u0e39\u0e49\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e40\u0e15\u0e34\u0e21\",\"sameAs\":[\"https:\/\/statorials.org\/th\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u0e27\u0e34\u0e18\u0e35\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 DataFrame Pandas \u2013 Statology","description":"\u0e04\u0e33\u0e2d\u0e18\u0e34\u0e1a\u0e32\u0e22\u0e07\u0e48\u0e32\u0e22\u0e46 \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 pandas DataFrame \u0e23\u0e27\u0e21\u0e44\u0e1b\u0e16\u0e36\u0e07\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e15\u0e48\u0e32\u0e07\u0e46","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/th\/\u0e41\u0e1e\u0e19\u0e14\u0e49\u0e32\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\/","og_locale":"th_TH","og_type":"article","og_title":"\u0e27\u0e34\u0e18\u0e35\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 DataFrame Pandas \u2013 Statology","og_description":"\u0e04\u0e33\u0e2d\u0e18\u0e34\u0e1a\u0e32\u0e22\u0e07\u0e48\u0e32\u0e22\u0e46 \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 pandas DataFrame \u0e23\u0e27\u0e21\u0e44\u0e1b\u0e16\u0e36\u0e07\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e15\u0e48\u0e32\u0e07\u0e46","og_url":"https:\/\/statorials.org\/th\/\u0e41\u0e1e\u0e19\u0e14\u0e49\u0e32\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\/","og_site_name":"Statorials","article_published_time":"2023-07-28T03:04:44+00:00","author":"\u0e14\u0e23.\u0e40\u0e1a\u0e19\u0e08\u0e32\u0e21\u0e34\u0e19 \u0e41\u0e2d\u0e19\u0e40\u0e14\u0e2d\u0e23\u0e4c\u0e2a\u0e31\u0e19","twitter_card":"summary_large_image","twitter_misc":{"Written by":"\u0e14\u0e23.\u0e40\u0e1a\u0e19\u0e08\u0e32\u0e21\u0e34\u0e19 \u0e41\u0e2d\u0e19\u0e40\u0e14\u0e2d\u0e23\u0e4c\u0e2a\u0e31\u0e19"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/th\/%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b\/","url":"https:\/\/statorials.org\/th\/%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b\/","name":"\u0e27\u0e34\u0e18\u0e35\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 DataFrame Pandas \u2013 Statology","isPartOf":{"@id":"https:\/\/statorials.org\/th\/#website"},"datePublished":"2023-07-28T03:04:44+00:00","dateModified":"2023-07-28T03:04:44+00:00","author":{"@id":"https:\/\/statorials.org\/th\/#\/schema\/person\/7c9bb3d0f799d0f1b17883495e1de332"},"description":"\u0e04\u0e33\u0e2d\u0e18\u0e34\u0e1a\u0e32\u0e22\u0e07\u0e48\u0e32\u0e22\u0e46 \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 pandas DataFrame \u0e23\u0e27\u0e21\u0e44\u0e1b\u0e16\u0e36\u0e07\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e15\u0e48\u0e32\u0e07\u0e46","breadcrumb":{"@id":"https:\/\/statorials.org\/th\/%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b\/#breadcrumb"},"inLanguage":"th","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/th\/%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/th\/%e0%b9%81%e0%b8%9e%e0%b8%99%e0%b8%94%e0%b9%89%e0%b8%b2%e0%b8%99%e0%b8%b1%e0%b8%9a%e0%b8%84%e0%b9%88%e0%b8%b2%e0%b8%97%e0%b8%b5%e0%b9%88%e0%b8%ab%e0%b8%b2%e0%b8%a2%e0%b9%84%e0%b8%9b\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u0e1a\u0e49\u0e32\u0e19","item":"https:\/\/statorials.org\/th\/"},{"@type":"ListItem","position":2,"name":"\u0e27\u0e34\u0e18\u0e35\u0e19\u0e31\u0e1a\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e22\u0e44\u0e1b\u0e43\u0e19 pandas dataframe"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/th\/#website","url":"https:\/\/statorials.org\/th\/","name":"Statorials","description":"\u0e04\u0e33\u0e41\u0e19\u0e30\u0e19\u0e33\u0e02\u0e2d\u0e07\u0e04\u0e38\u0e13\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e04\u0e27\u0e32\u0e21\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e32\u0e07\u0e2a\u0e16\u0e34\u0e15\u0e34!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/th\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"th"},{"@type":"Person","@id":"https:\/\/statorials.org\/th\/#\/schema\/person\/7c9bb3d0f799d0f1b17883495e1de332","name":"\u0e14\u0e23.\u0e40\u0e1a\u0e19\u0e08\u0e32\u0e21\u0e34\u0e19 \u0e41\u0e2d\u0e19\u0e40\u0e14\u0e2d\u0e23\u0e4c\u0e2a\u0e31\u0e19","image":{"@type":"ImageObject","inLanguage":"th","@id":"https:\/\/statorials.org\/th\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/th\/wp-content\/uploads\/2023\/11\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/th\/wp-content\/uploads\/2023\/11\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"\u0e14\u0e23.\u0e40\u0e1a\u0e19\u0e08\u0e32\u0e21\u0e34\u0e19 \u0e41\u0e2d\u0e19\u0e40\u0e14\u0e2d\u0e23\u0e4c\u0e2a\u0e31\u0e19"},"description":"\u0e2a\u0e27\u0e31\u0e2a\u0e14\u0e35 \u0e09\u0e31\u0e19\u0e0a\u0e37\u0e48\u0e2d\u0e40\u0e1a\u0e19\u0e08\u0e32\u0e21\u0e34\u0e19 \u0e28\u0e32\u0e2a\u0e15\u0e23\u0e32\u0e08\u0e32\u0e23\u0e22\u0e4c\u0e2a\u0e16\u0e34\u0e15\u0e34\u0e40\u0e01\u0e29\u0e35\u0e22\u0e13\u0e2d\u0e32\u0e22\u0e38\u0e41\u0e25\u0e49\u0e27 \u0e41\u0e25\u0e30\u0e1c\u0e31\u0e19\u0e15\u0e31\u0e27\u0e21\u0e32\u0e40\u0e1b\u0e47\u0e19\u0e04\u0e23\u0e39\u0e2a\u0e2d\u0e19\u0e2a\u0e16\u0e34\u0e15\u0e34\u0e42\u0e14\u0e22\u0e40\u0e09\u0e1e\u0e32\u0e30 \u0e14\u0e49\u0e27\u0e22\u0e1b\u0e23\u0e30\u0e2a\u0e1a\u0e01\u0e32\u0e23\u0e13\u0e4c\u0e41\u0e25\u0e30\u0e04\u0e27\u0e32\u0e21\u0e40\u0e0a\u0e35\u0e48\u0e22\u0e27\u0e0a\u0e32\u0e0d\u0e17\u0e35\u0e48\u0e01\u0e27\u0e49\u0e32\u0e07\u0e02\u0e27\u0e32\u0e07\u0e43\u0e19\u0e2a\u0e32\u0e02\u0e32\u0e2a\u0e16\u0e34\u0e15\u0e34 \u0e09\u0e31\u0e19\u0e01\u0e23\u0e30\u0e15\u0e37\u0e2d\u0e23\u0e37\u0e2d\u0e23\u0e49\u0e19\u0e17\u0e35\u0e48\u0e08\u0e30\u0e41\u0e1a\u0e48\u0e07\u0e1b\u0e31\u0e19\u0e04\u0e27\u0e32\u0e21\u0e23\u0e39\u0e49\u0e02\u0e2d\u0e07\u0e09\u0e31\u0e19\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e40\u0e2a\u0e23\u0e34\u0e21\u0e28\u0e31\u0e01\u0e22\u0e20\u0e32\u0e1e\u0e19\u0e31\u0e01\u0e40\u0e23\u0e35\u0e22\u0e19\u0e1c\u0e48\u0e32\u0e19 Statorials. \u0e23\u0e39\u0e49\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e40\u0e15\u0e34\u0e21","sameAs":["https:\/\/statorials.org\/th"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/th\/wp-json\/wp\/v2\/posts\/976","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/th\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/th\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/th\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/th\/wp-json\/wp\/v2\/comments?post=976"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/th\/wp-json\/wp\/v2\/posts\/976\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/th\/wp-json\/wp\/v2\/media?parent=976"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/th\/wp-json\/wp\/v2\/categories?post=976"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/th\/wp-json\/wp\/v2\/tags?post=976"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}