{"id":3781,"date":"2023-07-15T14:29:24","date_gmt":"2023-07-15T14:29:24","guid":{"rendered":"https:\/\/statorials.org\/cn\/pandas-%e6%95%b0%e6%8d%ae%e9%80%8f%e8%a7%86%e8%a1%a8%e5%88%a0%e9%99%a4%e5%a4%9a%e7%b4%a2%e5%bc%95\/"},"modified":"2023-07-15T14:29:24","modified_gmt":"2023-07-15T14:29:24","slug":"pandas-%e6%95%b0%e6%8d%ae%e9%80%8f%e8%a7%86%e8%a1%a8%e5%88%a0%e9%99%a4%e5%a4%9a%e7%b4%a2%e5%bc%95","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/pandas-%e6%95%b0%e6%8d%ae%e9%80%8f%e8%a7%86%e8%a1%a8%e5%88%a0%e9%99%a4%e5%a4%9a%e7%b4%a2%e5%bc%95\/","title":{"rendered":"Pandas\uff1a\u5982\u4f55\u5220\u9664\u6570\u636e\u900f\u89c6\u8868\u4e2d\u7684\u591a\u91cd\u7d22\u5f15"},"content":{"rendered":"

<\/p>\n

\n

\u8981\u4ece pandas \u6570\u636e\u900f\u89c6\u8868\u4e2d\u5220\u9664 multiIndex\uff0c\u60a8\u53ef\u4ee5\u5c06values<\/strong>\u53c2\u6570\u4e0ereset_index()<\/strong>\u51fd\u6570\u4e00\u8d77\u4f7f\u7528\uff1a<\/span><\/p>\n

 p.d. pivot_table<\/span> (df, index=' col1<\/span> ', columns=' col2<\/span> ', values=' col3<\/span> '). reset_index<\/span> ()\n<\/strong><\/pre>\n
\u4ee5\u4e0b\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u5728\u5b9e\u8df5\u4e2d\u4f7f\u7528\u6b64\u8bed\u6cd5\u3002<\/span><\/p>\n
\u793a\u4f8b\uff1a\u5220\u9664 Pandas \u6570\u636e\u900f\u89c6\u8868\u4e2d\u7684\u591a\u91cd\u7d22\u5f15<\/strong><\/span><\/h2>\n
\u5047\u8bbe\u6211\u4eec\u6709\u4ee5\u4e0b pandas DataFrame\uff0c\u5176\u4e2d\u5305\u542b\u6709\u5173\u5404\u79cd\u7bee\u7403\u8fd0\u52a8\u5458\u7684\u4fe1\u606f\uff1a<\/span><\/p>\n
 import<\/span> pandas as<\/span> pd\n\n#createDataFrame\n<\/span>df = pd. DataFrame<\/span> ({' team<\/span> ': ['A', 'A', 'A', 'A', 'B', 'B', 'B', 'B'],\n                   ' position<\/span> ': ['G', 'G', 'F', 'F', 'G', 'F', 'F', 'F'],\n                   ' points<\/span> ': [4, 4, 6, 8, 9, 5, 5, 12]})\n\n#view DataFrame\n<\/span>print<\/span> (df)\n\n  team position points\n0 AG 4\n1 GA 4\n2 AF 6\n3AF 8\n4 BG 9\n5 BF 5\n6 BF 5\n7 BF 12<\/strong><\/pre>\n
\u73b0\u5728\u5047\u8bbe\u6211\u4eec\u521b\u5efa\u4ee5\u4e0b\u6570\u636e\u900f\u89c6\u8868\u6765\u603b\u7ed3\u6309\u56e2\u961f<\/strong>\u548c\u4f4d\u7f6e\u5212\u5206<\/strong>\u7684\u5e73\u5747\u5206\u503c<\/strong>\uff1a<\/span><\/p>\n
 #create pivot table to summarize mean points by team and position\n<\/span>p.d. pivot_table<\/span> (df, index=' team<\/span> ', columns=' position<\/span> ')\n\n\t        points\nFG position\nteam\t\t\nAt 7.000000 4.0\nB 7.333333 9.0\n<\/span><\/span><\/strong><\/pre>\n
\u751f\u6210\u7684\u6570\u636e\u900f\u89c6\u8868\u6309\u56e2\u961f<\/strong>\u548c\u4f4d\u7f6e<\/strong>\u603b\u7ed3\u4e86\u5e73\u5747\u5206\u503c<\/strong>\uff0c\u4f46\u5305\u542b\u4e00\u4e2a multiIndex\u3002<\/span><\/p>\n
\u8981\u5220\u9664multiIndex\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528pivot_table()<\/strong>\u51fd\u6570\u4e2d\u7684values<\/strong>\u53c2\u6570\uff0c\u5e76\u5728\u672b\u5c3e\u6dfb\u52a0reset_index()<\/strong> \uff1a<\/span><\/p>\n
 #create pivot table to summarize mean points by team and position\n<\/span>p.d. pivot_table<\/span> (df, index=' team<\/span> ', columns=' position<\/span> ', values=' points<\/span> '). reset_index<\/span> ()\n\nposition team F G\n0 to 7.000000 4.0\n1 B 7.333333 9.0\n<\/span><\/span><\/strong><\/pre>\n
\u751f\u6210\u7684\u6570\u636e\u900f\u89c6\u8868\u6309\u56e2\u961f<\/strong>\u548c\u4f4d\u7f6e<\/strong>\u603b\u7ed3\u4e86\u5e73\u5747\u5206\u503c<\/strong>\uff0c\u5e76\u4e14\u4e0d\u518d\u5177\u6709\u591a\u91cd\u7d22\u5f15\u3002<\/span><\/span><\/p>\n
\u8bf7\u6ce8\u610f\uff0c pivot_table()<\/strong>\u51fd\u6570\u9ed8\u8ba4\u8ba1\u7b97\u5e73\u5747\u503c\u3002<\/span><\/p>\n
\u8981\u8ba1\u7b97\u53e6\u4e00\u4e2a\u6307\u6807\uff08\u4f8b\u5982\u603b\u548c\uff09\uff0c\u8bf7\u4f7f\u7528aggfunc<\/strong>\u53c2\u6570\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/span><\/p>\n
 #create pivot table to summarize sum of points by team and position\n<\/span>p.d. pivot_table<\/span> (df, index=' team<\/span> ', columns=' position<\/span> ', values=' points<\/span> ',\n               aggfunc=' sum<\/span> '). reset_index<\/span> ()\n\nposition team FG\n0 to 14 8\n1 B 22 9<\/span><\/span><\/strong><\/pre>\n
\u751f\u6210\u7684\u6570\u636e\u900f\u89c6\u8868\u6309\u7403\u961f<\/strong>\u548c\u4f4d\u7f6e<\/strong>\u6c47\u603b\u4e86\u5206\u503c<\/strong>\u603b\u548c\uff0c\u5e76\u4e14\u6ca1\u6709\u591a\u91cd\u7d22\u5f15\u3002<\/span><\/p>\n
\u6ce8\u610f<\/strong>\uff1a\u60a8\u53ef\u4ee5\u5728\u6b64\u5904<\/a>\u627e\u5230 pandas hub_table()<\/strong>\u51fd\u6570\u7684\u5b8c\u6574\u6587\u6863\u3002<\/span><\/p>\n
\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h2>\n
\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 pandas \u4e2d\u6267\u884c\u5176\u4ed6\u5e38\u89c1\u64cd\u4f5c\uff1a<\/span><\/p>\n
Pandas\uff1a\u5982\u4f55\u5411\u6570\u636e\u900f\u89c6\u8868\u6dfb\u52a0\u8fc7\u6ee4\u5668<\/a>
Pandas\uff1a\u5982\u4f55\u6309\u5217\u4e2d\u7684\u503c\u5bf9\u6570\u636e\u900f\u89c6\u8868\u8fdb\u884c\u6392\u5e8f<\/a>
Pandas\uff1a\u5982\u4f55\u5c06\u5c0f\u8ba1\u6dfb\u52a0\u5230\u6570\u636e\u900f\u89c6\u8868<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
\u8981\u4ece pandas \u6570\u636e\u900f\u89c6\u8868\u4e2d\u5220\u9664 multiIndex\uff0c\u60a8\u53ef\u4ee5\u5c06values\u53c2\u6570\u4e0ereset_index( […]<\/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-3781","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"\nPandas\uff1a\u5982\u4f55\u5220\u9664\u6570\u636e\u900f\u89c6\u8868\u4e2d\u7684\u591a\u91cd\u7d22\u5f15 - Statorials<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u4ece pandas \u6570\u636e\u900f\u89c6\u8868\u4e2d\u5220\u9664 multiIndex\u3002\" \/>\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\/cn\/pandas-\u6570\u636e\u900f\u89c6\u8868\u5220\u9664\u591a\u7d22\u5f15\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandas\uff1a\u5982\u4f55\u5220\u9664\u6570\u636e\u900f\u89c6\u8868\u4e2d\u7684\u591a\u91cd\u7d22\u5f15 - 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