{"id":4169,"date":"2023-07-13T03:37:40","date_gmt":"2023-07-13T03:37:40","guid":{"rendered":"https:\/\/statorials.org\/cn\/pandas-%e5%b0%86%e7%b4%a2%e5%bc%95%e8%bd%ac%e6%8d%a2%e4%b8%ba%e6%97%a5%e6%9c%9f%e6%97%b6%e9%97%b4\/"},"modified":"2023-07-13T03:37:40","modified_gmt":"2023-07-13T03:37:40","slug":"pandas-%e5%b0%86%e7%b4%a2%e5%bc%95%e8%bd%ac%e6%8d%a2%e4%b8%ba%e6%97%a5%e6%9c%9f%e6%97%b6%e9%97%b4","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/pandas-%e5%b0%86%e7%b4%a2%e5%bc%95%e8%bd%ac%e6%8d%a2%e4%b8%ba%e6%97%a5%e6%9c%9f%e6%97%b6%e9%97%b4\/","title":{"rendered":"Pandas\uff1a\u5982\u4f55\u5c06\u7d22\u5f15\u8f6c\u6362\u4e3a\u65e5\u671f\/\u65f6\u95f4"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u8bed\u6cd5\u5c06 pandas DataFrame \u7684\u7d22\u5f15\u5217\u8f6c\u6362\u4e3a\u65e5\u671f\u65f6\u95f4\u683c\u5f0f\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">index<\/span> = pd. <span style=\"color: #3366ff;\">to_datetime<\/span> ( <span style=\"color: #3366ff;\">df.index<\/span> )\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u5728\u5b9e\u8df5\u4e2d\u4f7f\u7528\u6b64\u8bed\u6cd5\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1a\u5c06 Pandas \u4e2d\u7684\u7d22\u5f15\u5217\u8f6c\u6362\u4e3a\u65e5\u671f\u65f6\u95f4<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u6709\u4ee5\u4e0b pandas DataFrame\uff0c\u5176\u4e2d\u5305\u542b\u6709\u5173\u5546\u5e97\u4e2d\u4ea7\u54c1\u9500\u552e\u7684\u4fe1\u606f\uff1a<\/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 style=\"color: #000000;\">\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">time<\/span> ': ['4-15-2022 10:15', '5-19-2022 7:14', '8-01-2022 1:14',\n                            '6-14-2022 9:45', '10-24-2022 2:58', '12-13-2022 11:03'],\n                   ' <span style=\"color: #ff0000;\">product<\/span> ': ['A', 'B', 'C', 'D', 'E', 'F'],\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [12, 25, 23, 18, 14, 10]})\n\n<span style=\"color: #008080;\">#set 'time' column as index\n<\/span>df = df. <span style=\"color: #3366ff;\">set_index<\/span> (' <span style=\"color: #ff0000;\">time<\/span> ')\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n                 product sales\ntime                           \n4-15-2022 10:15 A 12\n5-19-2022 7:14 B 25\n8-01-2022 1:14 C 23\n6-14-2022 9:45 D 18\n10-24-2022 2:58 E 14\n12-13-2022 11:03 F 10<\/span><\/span><\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u73b0\u5728\u5047\u8bbe\u6211\u4eec\u5c1d\u8bd5\u521b\u5efa\u4e00\u4e2a\u65b0\u5217\uff0c\u5176\u4e2d\u5305\u542b\u7d22\u5f15\u5217\u4e2d\u7684\u65f6\u95f4\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#attempt to create new column that contains hour of index column\n<\/span>df[' <span style=\"color: #ff0000;\">hour<\/span> '] = df. <span style=\"color: #3366ff;\">index<\/span> . <span style=\"color: #3366ff;\">hour\n\n<span style=\"color: #000000;\">AttributeError: 'Index' object has no attribute 'hour'\n<\/span><\/span><\/span><\/span><\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u6536\u5230\u9519\u8bef\uff0c\u56e0\u4e3a\u7d22\u5f15\u5217\u5f53\u524d\u4e0d\u662f\u65e5\u671f\u65f6\u95f4\u683c\u5f0f\uff0c\u56e0\u6b64\u4e0d\u5305\u542b\u201c\u65f6\u95f4\u201d\u5c5e\u6027\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u907f\u514d\u8fd9\u4e2a\u9519\u8bef\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 pandas <strong>to_datetime()<\/strong>\u51fd\u6570\u5c06\u7d22\u5f15\u5217\u8f6c\u6362\u4e3a\u65e5\u671f\u65f6\u95f4\u683c\u5f0f\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#convert index column to datetime format\n<\/span>df. <span style=\"color: #3366ff;\">index<\/span> = pd. <span style=\"color: #3366ff;\">to_datetime<\/span> ( <span style=\"color: #3366ff;\">df.index<\/span> )\n\n<span style=\"color: #008080;\">#create new column that contains hour of index column\n<\/span>df[' <span style=\"color: #ff0000;\">hour<\/span> '] = df. <span style=\"color: #3366ff;\">index<\/span> . <span style=\"color: #3366ff;\">hour<\/span>\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n                    product sales hour\ntime                                    \n2022-04-15 10:15:00 At 12 10\n2022-05-19 07:14:00 B 25 7\n2022-08-01 01:14:00 C 23 1\n2022-06-14 09:45:00 D 18 9\n2022-10-24 02:58:00 E 14 2\n2022-12-13 11:03:00 F 10 11\n<\/span><\/span><\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u4f7f\u7528<strong>to_datetime()<\/strong>\u51fd\u6570\u6211\u4eec\u53ef\u4ee5\u5c06\u7d22\u5f15\u5217\u8f6c\u6362\u4e3a\u65e5\u671f\u65f6\u95f4\u683c\u5f0f\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u56e0\u6b64\uff0c\u6211\u4eec\u80fd\u591f\u6210\u529f\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a<strong>time<\/strong>\u7684\u65b0\u5217\uff0c\u5176\u4e2d\u5305\u542b\u7d22\u5f15\u5217\u4e2d\u7684\u5c0f\u65f6\u65f6\u95f4\uff0c\u800c\u4e0d\u4f1a\u6536\u5230\u4efb\u4f55\u9519\u8bef\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6ce8\u610f<\/strong>\uff1a\u60a8\u53ef\u4ee5<a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.to_datetime.html\" target=\"_blank\" rel=\"noopener\">\u5728\u6b64\u5904<\/a>\u627e\u5230 pandas <strong>to_datetime()<\/strong>\u51fd\u6570\u7684\u5b8c\u6574\u6587\u6863\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 pandas \u4e2d\u6267\u884c\u5176\u4ed6\u5e38\u89c1\u64cd\u4f5c\uff1a<\/span><\/p>\n<p><a href=\"https:\/\/statorials.org\/cn\/\u718a\u732b\u65e5\u671f\u8303\u56f4\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 Pandas \u4e2d\u521b\u5efa\u65e5\u671f\u8303\u56f4<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u718a\u732b\u65f6\u95f4\u6233\u65e5\u671f\u65f6\u95f4\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 Pandas \u4e2d\u5c06\u65f6\u95f4\u6233\u8f6c\u6362\u4e3a\u65e5\u671f\/\u65f6\u95f4<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u5927\u718a\u732b\u65e5\u671f\u5dee\u5f02\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u8ba1\u7b97pandas\u4e2d\u4e24\u4e2a\u65e5\u671f\u4e4b\u95f4\u7684\u5dee\u5f02<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u8bed\u6cd5\u5c06 pandas DataFrame \u7684\u7d22\u5f15\u5217\u8f6c\u6362\u4e3a\u65e5\u671f\u65f6\u95f4\u683c\u5f0f\uff1a df. index =  [&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":[],"class_list":["post-4169","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Pandas\uff1a\u5982\u4f55\u5c06\u7d22\u5f15\u8f6c\u6362\u4e3a\u65e5\u671f\/\u65f6\u95f4 - 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