{"id":285,"date":"2021-07-08T17:06:00","date_gmt":"2021-07-08T09:06:00","guid":{"rendered":""},"modified":"2023-01-17T17:17:38","modified_gmt":"2023-01-17T09:17:38","slug":"python-pandas-%e7%9b%b4%e6%8e%a5%e8%ae%80%e5%8f%96-google-sheets%ef%bc%88%e4%b8%8d%e9%a0%88%e9%80%8f%e9%81%8e-google-sheets-api%ef%bc%89","status":"publish","type":"post","link":"https:\/\/kuo.us.to\/wordpress\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/285\/","title":{"rendered":"Python Pandas \u76f4\u63a5\u8b80\u53d6 Google Sheets\uff08\u4e0d\u9808\u900f\u904e Google Sheets API\uff09"},"content":{"rendered":"
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Case1\uff1a\u53ea\u67091\u500b\u5de5\u4f5c\u8868<\/h3>\n

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In [1]:<\/div>\n
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<\/span>import<\/span> pandas<\/span> as<\/span> pd<\/span>\n\n# \u5c07 google sheet\u7684\u5de5\u4f5c\u8868\u8a2d\u5b9a\u70ba\uff0c\u77e5\u9053\u7db2\u5740\u9023\u7d50\u5c31\u53ef\u4ee5\u6aa2\u8996<\/span>\nsheet <\/span>=<\/span>'https:\/\/docs.google.com\/spreadsheets\/d\/1CNGumnGY0ieRqC7f-HyDk4bDduRjz5Vmbs\/edit#gid=0'<\/span>\nurl_data<\/span> =<\/span> sheet<\/span>.<\/span>replace<\/span>(<\/span>'\/edit#gid='<\/span>,<\/span> '\/export?format=csv&gid='<\/span>)<\/span>\n\ndf<\/span> =<\/span> pd<\/span>.<\/span>read_csv<\/span>(<\/span>url_data<\/span>)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [2]:<\/div>\n
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<\/span>print<\/span>(<\/span>len<\/span>(<\/span>df<\/span>))<\/span>\ndf<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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30\n<\/pre>\n<\/div>\n<\/div>\n
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Out[2]:<\/div>\n
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<\/th>\n\u6392\u5e8f<\/th>\n\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc<\/th>\n\u8003\u751f\u59d3\u540d<\/th>\n\u8eab\u5206\u4ee3\u78bc<\/th>\n\u570b\u6587<\/th>\n\u82f1\u6587<\/th>\n\u6578\u5b78<\/th>\n\u793e\u6703<\/th>\n\u81ea\u7136<\/th>\n\u7e3d\u7d1a\u5206<\/th>\n\u5b78\u79d1\u80fd\u529b\u6e2c\u9a57\u6210\u7e3e<\/th>\n\u5be9\u67e5\u8cc7\u6599<\/th>\n\u9762\u8a66<\/th>\n\u6307\u5b9a\u9805\u76ee\u7504\u8a66\u6210\u7e3e<\/th>\n\u500b\u4eba\u7533\u8acb\u7e3d\u6210\u7e3e<\/th>\n\u540d\u6b21<\/th>\n\u9644\u8a3b<\/th>\n<\/tr>\n<\/thead>\n
0<\/th>\n1<\/td>\n10033861<\/td>\n\u5f35\u4fca\u5609<\/td>\n1<\/td>\n12<\/td>\n11<\/td>\n12<\/td>\n14<\/td>\n11<\/td>\n60<\/td>\n23.62<\/td>\n81.00<\/td>\n83.67<\/td>\n57.76<\/td>\n81.39<\/td>\n34<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
1<\/th>\n2<\/td>\n10110042<\/td>\n\u9ec3\u7a4e\u8431<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n13<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\n23.00<\/td>\n83.33<\/td>\n92.33<\/td>\n61.93<\/td>\n84.93<\/td>\n12<\/td>\n\u6b63\u53d612<\/td>\n<\/tr>\n
2<\/th>\n3<\/td>\n10111172<\/td>\n\u674e\u9cf3\u5584<\/td>\n1<\/td>\n13<\/td>\n14<\/td>\n8<\/td>\n11<\/td>\n12<\/td>\n58<\/td>\n22.87<\/td>\n80.67<\/td>\n81.67<\/td>\n56.86<\/td>\n79.74<\/td>\n41<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
3<\/th>\n4<\/td>\n10127348<\/td>\n\u5f35\u6176\u677e<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n15<\/td>\n11<\/td>\n11<\/td>\n60<\/td>\n24.37<\/td>\n84.67<\/td>\n89.00<\/td>\n61.00<\/td>\n85.38<\/td>\n9<\/td>\n\u6b63\u53d69<\/td>\n<\/tr>\n
4<\/th>\n5<\/td>\n10129065<\/td>\n\u674e\u5fc3\u6021<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n10<\/td>\n13<\/td>\n13<\/td>\n61<\/td>\n24.12<\/td>\n86.00<\/td>\n89.00<\/td>\n61.40<\/td>\n85.53<\/td>\n8<\/td>\n\u6b63\u53d68<\/td>\n<\/tr>\n
5<\/th>\n6<\/td>\n10148374<\/td>\n\u6731\u4f69\u73ca<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n11<\/td>\n12<\/td>\n11<\/td>\n59<\/td>\n23.37<\/td>\n81.00<\/td>\n85.33<\/td>\n58.43<\/td>\n81.81<\/td>\n30<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
6<\/th>\n7<\/td>\n10159940<\/td>\n\u675c\u6021\u5a77<\/td>\n1<\/td>\n13<\/td>\n11<\/td>\n14<\/td>\n10<\/td>\n12<\/td>\n60<\/td>\n24.50<\/td>\n81.00<\/td>\n85.67<\/td>\n58.56<\/td>\n83.07<\/td>\n23<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
7<\/th>\n8<\/td>\n10163034<\/td>\n\u5f6d\u7def\u807f<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n12<\/td>\n13<\/td>\n61<\/td>\n24.37<\/td>\n78.67<\/td>\n84.67<\/td>\n57.46<\/td>\n81.84<\/td>\n29<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
8<\/th>\n9<\/td>\n10170573<\/td>\n\u856d\u60e0\u541b<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n12<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\n23.87<\/td>\n77.67<\/td>\n84.00<\/td>\n56.90<\/td>\n80.78<\/td>\n37<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
9<\/th>\n10<\/td>\n10172046<\/td>\n\u694a\u54f2\u9298<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n13<\/td>\n12<\/td>\n61<\/td>\n24.12<\/td>\n80.33<\/td>\n85.00<\/td>\n58.09<\/td>\n82.22<\/td>\n27<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
10<\/th>\n11<\/td>\n10173537<\/td>\n\u674e\u99a8\u6167<\/td>\n1<\/td>\n13<\/td>\n13<\/td>\n11<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\n23.75<\/td>\n84.67<\/td>\n86.33<\/td>\n59.93<\/td>\n83.68<\/td>\n18<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
11<\/th>\n12<\/td>\n10178838<\/td>\n\u4f55\u4f91\u52ad<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n12<\/td>\n11<\/td>\n12<\/td>\n60<\/td>\n24.12<\/td>\n85.67<\/td>\n0.00<\/td>\n25.70<\/td>\n49.83<\/td>\n##<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u901a\u904e\u6307 \u5b9a\u9805\u76ee\u6aa2\u5b9a<\/td>\n<\/tr>\n
12<\/th>\n13<\/td>\n10181637<\/td>\n\u6d2a\u9752\u51f1<\/td>\n1<\/td>\n12<\/td>\n14<\/td>\n11<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\n23.75<\/td>\n81.33<\/td>\n84.33<\/td>\n58.13<\/td>\n81.88<\/td>\n28<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
13<\/th>\n14<\/td>\n10195746<\/td>\n\u6bdb\u5f65\u5fd7<\/td>\n1<\/td>\n12<\/td>\n14<\/td>\n11<\/td>\n12<\/td>\n9<\/td>\n58<\/td>\n22.75<\/td>\n80.67<\/td>\n85.00<\/td>\n58.20<\/td>\n80.95<\/td>\n35<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
14<\/th>\n15<\/td>\n10196244<\/td>\n\u9ec3\u555f\u658c<\/td>\n1<\/td>\n14<\/td>\n13<\/td>\n11<\/td>\n12<\/td>\n11<\/td>\n61<\/td>\n24.12<\/td>\n80.67<\/td>\n81.33<\/td>\n56.73<\/td>\n80.86<\/td>\n36<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
15<\/th>\n16<\/td>\n10208250<\/td>\n\u5433\u5411\u60df<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n11<\/td>\n11<\/td>\n58<\/td>\n23.12<\/td>\n86.67<\/td>\n88.00<\/td>\n61.20<\/td>\n84.33<\/td>\n15<\/td>\n\u6b63\u53d615<\/td>\n<\/tr>\n
16<\/th>\n17<\/td>\n10213841<\/td>\n\u912d\u5b87\u7444<\/td>\n1<\/td>\n12<\/td>\n12<\/td>\n13<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\n24.00<\/td>\n80.33<\/td>\n81.67<\/td>\n56.76<\/td>\n80.77<\/td>\n38<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
17<\/th>\n18<\/td>\n10214143<\/td>\n\u674e\u6db5\u8fea<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n10<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\n22.62<\/td>\n81.33<\/td>\n77.67<\/td>\n55.46<\/td>\n78.09<\/td>\n42<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
18<\/th>\n19<\/td>\n10218344<\/td>\n\u9673\u5982\u541b<\/td>\n1<\/td>\n11<\/td>\n13<\/td>\n8<\/td>\n14<\/td>\n12<\/td>\n58<\/td>\n22.50<\/td>\n87.67<\/td>\n91.33<\/td>\n62.83<\/td>\n85.33<\/td>\n10<\/td>\n\u6b63\u53d610<\/td>\n<\/tr>\n
19<\/th>\n20<\/td>\n10221035<\/td>\n\u9673\u6167\u767c<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n14<\/td>\n13<\/td>\n12<\/td>\n62<\/td>\n24.87<\/td>\n83.00<\/td>\n85.67<\/td>\n59.16<\/td>\n84.04<\/td>\n16<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
20<\/th>\n21<\/td>\n10221861<\/td>\n\u738b\u8056\u5168<\/td>\n1<\/td>\n13<\/td>\n10<\/td>\n12<\/td>\n13<\/td>\n12<\/td>\n60<\/td>\n23.87<\/td>\n81.33<\/td>\n88.33<\/td>\n59.73<\/td>\n83.61<\/td>\n19<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
21<\/th>\n22<\/td>\n10223472<\/td>\n\u738b\u82b3\u7fbd<\/td>\n1<\/td>\n12<\/td>\n11<\/td>\n11<\/td>\n14<\/td>\n12<\/td>\n60<\/td>\n23.62<\/td>\n89.00<\/td>\n89.00<\/td>\n62.30<\/td>\n85.93<\/td>\n4<\/td>\n\u6b63\u53d64<\/td>\n<\/tr>\n
22<\/th>\n23<\/td>\n10224674<\/td>\n\u6797\u51f1\u921e<\/td>\n1<\/td>\n14<\/td>\n11<\/td>\n10<\/td>\n14<\/td>\n12<\/td>\n61<\/td>\n23.87<\/td>\n85.67<\/td>\n84.00<\/td>\n59.30<\/td>\n83.18<\/td>\n22<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
23<\/th>\n24<\/td>\n10234247<\/td>\n\u6d2a\u739f\u541b<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n8<\/td>\n13<\/td>\n12<\/td>\n58<\/td>\n22.62<\/td>\n84.00<\/td>\n81.00<\/td>\n57.60<\/td>\n80.23<\/td>\n40<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
24<\/th>\n25<\/td>\n10235547<\/td>\n\u5f35\u921e\u5143<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n14<\/td>\n13<\/td>\n12<\/td>\n59<\/td>\n23.75<\/td>\n82.33<\/td>\n83.33<\/td>\n58.03<\/td>\n81.78<\/td>\n31<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
25<\/th>\n26<\/td>\n10240760<\/td>\n\u8449\u8aa0\u59a4<\/td>\n1<\/td>\n12<\/td>\n9<\/td>\n12<\/td>\n12<\/td>\n13<\/td>\n58<\/td>\n23.37<\/td>\n82.00<\/td>\n88.67<\/td>\n60.06<\/td>\n83.44<\/td>\n20<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
26<\/th>\n27<\/td>\n10244938<\/td>\n\u5f35\u7acb\u767d<\/td>\n1<\/td>\n11<\/td>\n14<\/td>\n11<\/td>\n12<\/td>\n11<\/td>\n59<\/td>\n23.37<\/td>\n81.67<\/td>\n84.33<\/td>\n58.23<\/td>\n81.61<\/td>\n33<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
27<\/th>\n28<\/td>\n10245260<\/td>\n\u6797\u5b8f\u6210<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n8<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\n22.37<\/td>\n87.67<\/td>\n86.67<\/td>\n60.96<\/td>\n83.34<\/td>\n21<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
28<\/th>\n29<\/td>\n10247745<\/td>\n\u8a31\u9756\u96ef<\/td>\n1<\/td>\n13<\/td>\n11<\/td>\n12<\/td>\n11<\/td>\n12<\/td>\n59<\/td>\n23.75<\/td>\n86.00<\/td>\n88.67<\/td>\n61.26<\/td>\n85.02<\/td>\n11<\/td>\n\u6b63\u53d611<\/td>\n<\/tr>\n
29<\/th>\n30<\/td>\n10249766<\/td>\n\u5f35\u5609\u4f91<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n10<\/td>\n12<\/td>\n13<\/td>\n58<\/td>\n23.12<\/td>\n85.00<\/td>\n89.33<\/td>\n61.23<\/td>\n84.36<\/td>\n14<\/td>\n\u6b63\u53d614<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Case2\uff1a\u591a\u500b\u5de5\u4f5c\u8868\uff0c\u8981\u8b80\u53d6\u7684\u5de5\u4f5c\u8868\u70ba\u300csample\uff0c\u8cc7\u6599\u670910\u7b46\u300d<\/h3>\n
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In [3]:<\/div>\n
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<\/span># google sheets\u6307\u5b9a\u5de5\u4f5c\u8868\u6642\uff0c\u5de5\u4f5c\u8868\u547d\u540d\u4e0d\u8981\u6709\u4e2d\u6587<\/span>\n\nsheet_id<\/span> =<\/span> '1CNKPVLmEqhWGumnGY0ieRqC7f-HyDk4bDduRjz5Vmbs'<\/span>\nsheet_name<\/span> =<\/span> 'sample'<\/span>\n\nurl<\/span> =<\/span> f<\/span>'https:\/\/docs.google.com\/spreadsheets\/d\/<\/span>{<\/span>sheet_id<\/span>}<\/span>\/gviz\/tq?tqx=out:csv&sheet=<\/span>{<\/span>sheet_name<\/span>}<\/span>'<\/span>\n\ndf<\/span> =<\/span> pd<\/span>.<\/span>read_csv<\/span>(<\/span>url<\/span>)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [4]:<\/div>\n
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<\/span>print<\/span>(<\/span>len<\/span>(<\/span>df<\/span>))<\/span>\ndf<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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10\n<\/pre>\n<\/div>\n<\/div>\n
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Out[4]:<\/div>\n
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<\/th>\n\u6392\u5e8f<\/th>\n\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc<\/th>\n\u8003\u751f\u59d3\u540d<\/th>\n\u8eab\u5206\u4ee3\u78bc<\/th>\n\u570b\u6587<\/th>\n\u82f1\u6587<\/th>\n\u6578\u5b78<\/th>\n\u793e\u6703<\/th>\n\u81ea\u7136<\/th>\n\u7e3d\u7d1a\u5206<\/th>\n\u5b78\u79d1\u80fd\u529b\u6e2c\u9a57\u6210\u7e3e<\/th>\n\u5be9\u67e5\u8cc7\u6599<\/th>\n\u9762\u8a66<\/th>\n\u6307\u5b9a\u9805\u76ee\u7504\u8a66\u6210\u7e3e<\/th>\n\u500b\u4eba\u7533\u8acb\u7e3d\u6210\u7e3e<\/th>\n\u540d\u6b21<\/th>\n\u9644\u8a3b<\/th>\n<\/tr>\n<\/thead>\n
0<\/th>\n1<\/td>\n10033861<\/td>\n\u5f35\u4fca\u5609<\/td>\n1<\/td>\n12<\/td>\n11<\/td>\n12<\/td>\n14<\/td>\n11<\/td>\n60<\/td>\n23.62<\/td>\n81.00<\/td>\n83.67<\/td>\n57.76<\/td>\n81.39<\/td>\n34<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
1<\/th>\n2<\/td>\n10110042<\/td>\n\u9ec3\u7a4e\u8431<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n13<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\n23.00<\/td>\n83.33<\/td>\n92.33<\/td>\n61.93<\/td>\n84.93<\/td>\n12<\/td>\n\u6b63\u53d612<\/td>\n<\/tr>\n
2<\/th>\n3<\/td>\n10111172<\/td>\n\u674e\u9cf3\u5584<\/td>\n1<\/td>\n13<\/td>\n14<\/td>\n8<\/td>\n11<\/td>\n12<\/td>\n58<\/td>\n22.87<\/td>\n80.67<\/td>\n81.67<\/td>\n56.86<\/td>\n79.74<\/td>\n41<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
3<\/th>\n4<\/td>\n10127348<\/td>\n\u5f35\u6176\u677e<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n15<\/td>\n11<\/td>\n11<\/td>\n60<\/td>\n24.37<\/td>\n84.67<\/td>\n89.00<\/td>\n61.00<\/td>\n85.38<\/td>\n9<\/td>\n\u6b63\u53d69<\/td>\n<\/tr>\n
4<\/th>\n5<\/td>\n10129065<\/td>\n\u674e\u5fc3\u6021<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n10<\/td>\n13<\/td>\n13<\/td>\n61<\/td>\n24.12<\/td>\n86.00<\/td>\n89.00<\/td>\n61.40<\/td>\n85.53<\/td>\n8<\/td>\n\u6b63\u53d68<\/td>\n<\/tr>\n
5<\/th>\n6<\/td>\n10148374<\/td>\n\u6731\u4f69\u73ca<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n11<\/td>\n12<\/td>\n11<\/td>\n59<\/td>\n23.37<\/td>\n81.00<\/td>\n85.33<\/td>\n58.43<\/td>\n81.81<\/td>\n30<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
6<\/th>\n7<\/td>\n10159940<\/td>\n\u675c\u6021\u5a77<\/td>\n1<\/td>\n13<\/td>\n11<\/td>\n14<\/td>\n10<\/td>\n12<\/td>\n60<\/td>\n24.50<\/td>\n81.00<\/td>\n85.67<\/td>\n58.56<\/td>\n83.07<\/td>\n23<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
7<\/th>\n8<\/td>\n10163034<\/td>\n\u5f6d\u7def\u807f<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n12<\/td>\n13<\/td>\n61<\/td>\n24.37<\/td>\n78.67<\/td>\n84.67<\/td>\n57.46<\/td>\n81.84<\/td>\n29<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
8<\/th>\n9<\/td>\n10170573<\/td>\n\u856d\u60e0\u541b<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n12<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\n23.87<\/td>\n77.67<\/td>\n84.00<\/td>\n56.90<\/td>\n80.78<\/td>\n37<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
9<\/th>\n10<\/td>\n10172046<\/td>\n\u694a\u54f2\u9298<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n13<\/td>\n12<\/td>\n61<\/td>\n24.12<\/td>\n80.33<\/td>\n85.00<\/td>\n58.09<\/td>\n82.22<\/td>\n27<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/tr>\n<\/thead>\n
<\/th>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/th>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/th>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/th>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/th>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/th>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/th>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/th>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/th>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/th>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/h3>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"
Case1\uff1a\u53ea\u67091\u500b\u5de5\u4f5c\u8868 In [1]: import pandas as pd # \u5c07 goog […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"advgb_blocks_editor_width":"","advgb_blocks_columns_visual_guide":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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