{"id":2113,"date":"2023-07-23T15:33:58","date_gmt":"2023-07-23T15:33:58","guid":{"rendered":"https:\/\/statorials.org\/cn\/valueerror-%e6%97%a0%e6%b3%95%e5%b0%86-float-nan-%e8%bd%ac%e6%8d%a2%e4%b8%ba%e6%95%b4%e6%95%b0\/"},"modified":"2023-07-23T15:33:58","modified_gmt":"2023-07-23T15:33:58","slug":"valueerror-%e6%97%a0%e6%b3%95%e5%b0%86-float-nan-%e8%bd%ac%e6%8d%a2%e4%b8%ba%e6%95%b4%e6%95%b0","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/valueerror-%e6%97%a0%e6%b3%95%e5%b0%86-float-nan-%e8%bd%ac%e6%8d%a2%e4%b8%ba%e6%95%b4%e6%95%b0\/","title":{"rendered":"\u5982\u4f55\u4fee\u590d\uff1avalueerror\uff1a\u65e0\u6cd5\u5c06 float nan \u8f6c\u6362\u4e3a int"},"content":{"rendered":"

<\/p>\n

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\u4f7f\u7528 pandas \u65f6\u53ef\u80fd\u9047\u5230\u7684\u9519\u8bef\u662f\uff1a<\/span><\/p>\n

 ValueError<\/span> : cannot convert float NaN to integer\n<\/strong><\/pre>\n
\u5f53\u60a8\u5c1d\u8bd5\u5c06 pandas DataFrame \u4e2d\u7684\u5217\u4ece\u6d6e\u70b9\u6570\u8f6c\u6362\u4e3a\u6574\u6570\u4e14\u8be5\u5217\u5305\u542b NaN \u503c\u65f6\uff0c\u4f1a\u53d1\u751f\u6b64\u9519\u8bef\u3002<\/span><\/p>\n
\u4ee5\u4e0b\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u5728\u5b9e\u8df5\u4e2d\u7ea0\u6b63\u6b64\u9519\u8bef\u3002<\/span><\/p>\n
\u5982\u4f55\u91cd\u73b0\u9519\u8bef<\/strong><\/span><\/h3>\n
\u5047\u8bbe\u6211\u4eec\u521b\u5efa\u4ee5\u4e0b pandas DataFrame\uff1a<\/span><\/p>\n
 import<\/span> pandas as<\/span> pd\nimport<\/span> numpy as<\/span> np\n\n#createDataFrame\n<\/span>df = pd. DataFrame<\/span> ({' points<\/span> ': [25, 12, 15, 14, 19, 23, 25, 29],\n                   ' assists<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4],\n                   ' rebounds<\/span> ': [11, np. no<\/span> , 10, 6, 5, np. no<\/span> , 9, 12]})\n\n#view DataFrame\n<\/span>df\n\n        points assists rebounds\n0 25 5 11\n1 12 7 NaN\n2 15 7 10\n3 14 9 6\n4 19 12 5\n5 23 9 NaN\n6 25 9 9\n7 29 4 12<\/strong><\/pre>\n
\u76ee\u524d\uff0c\u201cbounces\u201d\u5217\u662f\u201cfloat\u201d\u6570\u636e\u7c7b\u578b\u3002<\/span><\/p>\n
 #print data type of 'rebounds' column\n<\/span>df[' rebounds<\/span> ']. dtype\n\ndtype('float64')\n<\/span><\/span><\/strong><\/pre>\n
\u5047\u8bbe\u6211\u4eec\u5c1d\u8bd5\u5c06\u201cbounces\u201d\u5217\u4ece\u6d6e\u70b9\u6570\u8f6c\u6362\u4e3a\u6574\u6570\uff1a<\/span><\/p>\n
 #attempt to convert 'rebounds' column from float to integer<\/span>\ndf[' rebounds<\/span> '] = df[' rebounds<\/span> ']. astype<\/span> (int)\n\nValueError<\/span> : cannot convert float NaN to integer \n<\/strong><\/pre>\n
\u6211\u4eec\u6536\u5230\u4e00\u4e2aValueError<\/strong> \uff0c\u56e0\u4e3a\u201cbounces\u201d\u5217\u4e2d\u7684 NaN \u503c\u65e0\u6cd5\u8f6c\u6362\u4e3a\u6574\u6570\u503c\u3002<\/span><\/p>\n
\u5982\u4f55\u4fee\u590d\u9519\u8bef<\/strong><\/span><\/h3>\n
\u4fee\u590d\u6b64\u9519\u8bef\u7684\u65b9\u6cd5\u662f\u5728\u5c1d\u8bd5\u5c06\u5217\u4ece\u6d6e\u70b9\u8f6c\u6362\u4e3a\u6574\u6570\u4e4b\u524d\u5904\u7406 NaN \u503c\u3002<\/span><\/p>\n
\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u9996\u5148\u8bc6\u522b\u5305\u542b NaN \u503c\u7684\u884c\uff1a<\/span><\/p>\n
 #print rows in DataFrame that contain NaN in 'rebounds' column\n<\/span>print<\/span> (df[df[' rebounds<\/span> ']. isnull<\/span> ()])\n\n   points assists rebounds\n1 12 7 NaN\n5 23 9 NaN\n<\/strong><\/pre>\n
\u7136\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u5220\u9664\u5177\u6709 NaN \u503c\u7684\u884c\u6216\u5c06 NaN \u503c\u66ff\u6362\u4e3a\u53e6\u4e00\u4e2a\u503c\uff0c\u7136\u540e\u518d\u5c06\u5217\u4ece\u6d6e\u70b9\u8f6c\u6362\u4e3a\u6574\u6570\uff1a<\/span><\/p>\n
\u65b9\u6cd5 1\uff1a\u5220\u9664\u5177\u6709 NaN \u503c\u7684\u884c<\/strong><\/span><\/p>\n
 #drop all rows with NaN values\n<\/span>df = df. dropna<\/span> ()\n\n#convert 'rebounds' column from float to integer<\/span>\ndf[' rebounds<\/span> '] = df[' rebounds<\/span> ']. astype<\/span> (int) \n\n#view updated DataFrame\n<\/span>df\n\tpoints assists rebounds\n0 25 5 11\n2 15 7 10\n3 14 9 6\n4 19 12 5\n6 25 9 9\n7 29 4 12\n\n#view class of 'rebounds' column<\/span>\ndf[' rebounds<\/span> ']. dtype\n\ndtype('int64')<\/span><\/span>\n<\/span><\/strong><\/pre>\n
\u65b9\u6cd5 2\uff1a\u66ff\u6362 NaN \u503c<\/strong><\/span><\/p>\n
 #replace all NaN values with zeros\n<\/span>df[' rebounds<\/span> '] = df[' rebounds<\/span> ']. fillna<\/span> ( 0<\/span> )\n\n#convert 'rebounds' column from float to integer<\/span>\ndf[' rebounds<\/span> '] = df[' rebounds<\/span> ']. astype<\/span> (int) \n\n#view updated DataFrame\n<\/span>df\n\n\tpoints assists rebounds\n0 25 5 11\n1 12 7 0\n2 15 7 10\n3 14 9 6\n4 19 12 5\n5 23 9 0\n6 25 9 9\n7 29 4 12\n\n#view class of 'rebounds' column<\/span>\ndf[' rebounds<\/span> ']. dtype\n\ndtype('int64')<\/span><\/span><\/span><\/strong><\/pre>\n
\u8bf7\u6ce8\u610f\uff0c\u8fd9\u4e24\u79cd\u65b9\u6cd5\u90fd\u5141\u8bb8\u6211\u4eec\u907f\u514dValueError<\/strong>\u5e76\u6210\u529f\u5c06\u6d6e\u70b9\u5217\u8f6c\u6362\u4e3a\u6574\u6570\u5217\u3002<\/span><\/p>\n
\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n
\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u4fee\u590d Python \u4e2d\u7684\u5176\u4ed6\u5e38\u89c1\u9519\u8bef\uff1a<\/span><\/p>\n
\u5982\u4f55\u4fee\u590d\uff1a\u5217\u91cd\u53e0\u4f46\u672a\u6307\u5b9a\u540e\u7f00<\/a>
\u5982\u4f55\u4fee\u590d\uff1a\u5bf9\u8c61\u201cnumpy.ndarray\u201d\u6ca1\u6709\u201cappend\u201d\u5c5e\u6027<\/a>
\u5982\u4f55\u4fee\u590d\uff1a\u5982\u679c\u4f7f\u7528\u6240\u6709\u6807\u91cf\u503c\uff0c\u5219\u9700\u8981\u4f20\u9012\u7d22\u5f15<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
\u4f7f\u7528 pandas \u65f6\u53ef\u80fd\u9047\u5230\u7684\u9519\u8bef\u662f\uff1a ValueError : cannot convert float  […]<\/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-2113","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"\n\u5982\u4f55\u4fee\u590d\uff1aValueError\uff1a\u65e0\u6cd5\u5c06 float NaN \u8f6c\u6362\u4e3a int - Statorials<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u4fee\u590d pandas \u4e2d\u7684\u4ee5\u4e0b\u9519\u8bef\uff1aValueError: Unable to conversion float NaN to int\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\/valueerror-\u65e0\u6cd5\u5c06-float-nan-\u8f6c\u6362\u4e3a\u6574\u6570\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5982\u4f55\u4fee\u590d\uff1aValueError\uff1a\u65e0\u6cd5\u5c06 float NaN \u8f6c\u6362\u4e3a int - 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