{"id":289,"date":"2020-11-17T11:39:00","date_gmt":"2020-11-17T03:39:00","guid":{"rendered":""},"modified":"2023-01-17T17:24:12","modified_gmt":"2023-01-17T09:24:12","slug":"pandas-%e8%ae%80%e5%8f%96excel%e8%80%83%e8%a9%a6%e6%aa%94%ef%bc%8c%e4%b8%a6%e6%b8%85%e6%b4%97%e6%95%b8%e6%93%9a","status":"publish","type":"post","link":"https:\/\/kuo.us.to\/wordpress\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/289\/","title":{"rendered":"Pandas \u8b80\u53d6excel\u8003\u8a66\u6a94\uff0c\u4e26\u6e05\u6d17\u6578\u64da!!"},"content":{"rendered":"

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Pandas \u8b80\u53d6excel\u8003\u8a66\u6a94\uff0c\u4e26\u6e05\u6d17\u6578\u64da\u00b6<\/a><\/h1>\n

\u4ee5\u4e0b\u8cc7\u6599\u59d3\u540d\u70ba\u4e82\u6578\u7522\u751f\uff0c\u8003\u8a66\u8cc7\u6599\u4e5f\u975e\u771f\u4eba\u5be6\u969b\u8cc7\u6599<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
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In [1]:<\/div>\n
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<\/span>import<\/span> pandas<\/span> as<\/span> pd<\/span>\n\n#\u986f\u793a\u6240\u6709\u5217<\/span>\npd<\/span>.<\/span>set_option<\/span>(<\/span>'display.max_columns'<\/span>,<\/span> None<\/span>)<\/span>\n#\u986f\u793a\u6240\u6709\u884c<\/span>\npd<\/span>.<\/span>set_option<\/span>(<\/span>'display.max_rows'<\/span>,<\/span> None<\/span>)<\/span>\n#\u8a2d\u7f6evalue\u7684\u986f\u793a\u9577\u5ea6\u70ba100\uff0c\u9ed8\u8a8d\u70ba50<\/span>\npd<\/span>.<\/span>set_option<\/span>(<\/span>'max_colwidth'<\/span>,<\/span>100<\/span>)<\/span>\n\ndf<\/span> =<\/span> pd<\/span>.<\/span>read_excel<\/span>(<\/span>'00mytest.xlsx'<\/span>)<\/span>\ndf<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[1]:<\/div>\n
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<\/th>\n\u6392 \u5e8f<\/th>\n\u5b78 \u6e2cn\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\u5b78\u79d1\u80fd\u529b \u6e2c\u9a57\u6210\u7e3e<\/th>\n\u5be9\u67e5\u8cc7\u6599 \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>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n\u793e\u6703<\/td>\n\u81ea\u7136<\/td>\n\u7e3d\u7d1a\u5206<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
1<\/th>\n1<\/td>\n10033861<\/td>\n\u5f35\u4fca\u5609<\/td>\n1<\/td>\n12<\/td>\n11<\/td>\n12<\/td>\n23.62<\/td>\n81.00 83.67<\/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
2<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
3<\/th>\n2<\/td>\n10110042<\/td>\n\u9ec3\u7a4e\u8431<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n13<\/td>\n23<\/td>\n83.33 92.33<\/td>\n61.93<\/td>\n84.93<\/td>\n12<\/td>\n\u6b63\u53d612<\/td>\n<\/tr>\n
4<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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\u4ee5\u4e0a\u8cc7\u6599\u986f\u793a\uff0c\u9019\u500bexcel\u6a94\u7684\u6b04\u4f4d\u540d\u7a31\u5176\u5be6\u5ef6\u4f38\u5230\u7b2c2\u5217<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
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In [2]:<\/div>\n
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<\/span># \u6240\u4ee5\u6211\u5011\u8981\u5c07header\u8a2d\u70ba2\u5217\u4f46\u300c\u793e\u6703\u300d\u3001\u300c\u81ea\u7136\u300d\u548c\u300c\u7e3d\u7d1a\u5206\u300d\u7684\u8cc7\u6599\u8dd1\u5230\u4e0b\u4e00\u5217\u53bb\u4e86<\/span>\ndf<\/span> =<\/span> pd<\/span>.<\/span>read_excel<\/span>(<\/span>'00mytest.xlsx'<\/span>,<\/span> header<\/span> =<\/span> [<\/span>0<\/span>,<\/span>1<\/span>])<\/span>\ndf<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[2]:<\/div>\n
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<\/th>\n\u6392 \u5e8f<\/th>\n\u5b78 \u6e2cn\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\u5b78\u79d1\u80fd\u529b \u6e2c\u9a57\u6210\u7e3e<\/th>\n\u5be9\u67e5\u8cc7\u6599 \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
<\/th>\nUnnamed: 0_level_1<\/th>\nUnnamed: 1_level_1<\/th>\nUnnamed: 2_level_1<\/th>\nUnnamed: 3_level_1<\/th>\n\u793e\u6703<\/th>\n\u81ea\u7136<\/th>\n\u7e3d\u7d1a\u5206<\/th>\nUnnamed: 7_level_1<\/th>\nUnnamed: 8_level_1<\/th>\nUnnamed: 9_level_1<\/th>\nUnnamed: 10_level_1<\/th>\nUnnamed: 11_level_1<\/th>\nUnnamed: 12_level_1<\/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>\n23.62<\/td>\n81.00 83.67<\/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>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
2<\/th>\n2<\/td>\n10110042<\/td>\n\u9ec3\u7a4e\u8431<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n13<\/td>\n23<\/td>\n83.33 92.33<\/td>\n61.93<\/td>\n84.93<\/td>\n12<\/td>\n\u6b63\u53d612<\/td>\n<\/tr>\n
3<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
4<\/th>\n3<\/td>\n10111172<\/td>\n\u674e\u9cf3\u5584<\/td>\n1<\/td>\n13<\/td>\n14<\/td>\n8<\/td>\n22.87<\/td>\n80.67 81.67<\/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
5<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n12<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
6<\/th>\n4<\/td>\n10127348<\/td>\n\u5f35\u6176\u677e<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n15<\/td>\n24.37<\/td>\n84.67 89.00<\/td>\n61<\/td>\n85.38<\/td>\n9<\/td>\n\u6b63\u53d69<\/td>\n<\/tr>\n
7<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
8<\/th>\n5<\/td>\n10129065<\/td>\n\u674e\u5fc3\u6021<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n10<\/td>\n24.12<\/td>\n86.00 89.00<\/td>\n61.4<\/td>\n85.53<\/td>\n8<\/td>\n\u6b63\u53d68<\/td>\n<\/tr>\n
9<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n13<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
10<\/th>\n6<\/td>\n10148374<\/td>\n\u6731\u4f69\u73ca<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n11<\/td>\n23.37<\/td>\n81.00 85.33<\/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
11<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n59<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
12<\/th>\n7<\/td>\n10159940<\/td>\n\u675c\u6021\u5a77<\/td>\n1<\/td>\n13<\/td>\n11<\/td>\n14<\/td>\n24.5<\/td>\n81.00 85.67<\/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
13<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n10<\/td>\n12<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
14<\/th>\n8<\/td>\n10163034<\/td>\n\u5f6d\u7def\u807f<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n24.37<\/td>\n78.67 84.67<\/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
15<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n13<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
16<\/th>\n9<\/td>\n10170573<\/td>\n\u856d\u60e0\u541b<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n12<\/td>\n23.87<\/td>\n77.67 84.00<\/td>\n56.9<\/td>\n80.78<\/td>\n37<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
17<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
18<\/th>\n10<\/td>\n10172046<\/td>\n\u694a\u54f2\u9298<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n24.12<\/td>\n80.33 85.00<\/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
19<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
20<\/th>\n11<\/td>\n10173537<\/td>\n\u674e\u99a8\u6167<\/td>\n1<\/td>\n13<\/td>\n13<\/td>\n11<\/td>\n23.75<\/td>\n84.67 86.33<\/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
21<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
22<\/th>\n12<\/td>\n10178838<\/td>\n\u4f55\u4f91\u52ad<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n12<\/td>\n24.12<\/td>\n85.67 0.00<\/td>\n25.7<\/td>\n49.83<\/td>\n##<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u901a\u904e\u6307 \u5b9a\u9805\u76ee\u6aa2\u5b9a<\/td>\n<\/tr>\n
23<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n12<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
24<\/th>\n13<\/td>\n10181637<\/td>\n\u6d2a\u9752\u51f1<\/td>\n1<\/td>\n12<\/td>\n14<\/td>\n11<\/td>\n23.75<\/td>\n81.33 84.33<\/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
25<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
26<\/th>\n\u6392 \u5e8f<\/td>\n\u5b78 \u6e2cn\u61c9\u8a66\u865f\u78bc<\/td>\n\u8003\u751f\u59d3\u540d<\/td>\n\u8eab\u5206 \u4ee3\u78bc<\/td>\n\u570b\u6587<\/td>\n\u82f1\u6587<\/td>\n\u6578\u5b78<\/td>\n\u5b78\u79d1\u80fd\u529b \u6e2c\u9a57\u6210\u7e3e<\/td>\n\u5be9\u67e5\u8cc7\u6599 \u9762\u8a66<\/td>\n\u6307\u5b9a\u9805\u76ee \u7504\u8a66\u6210\u7e3e<\/td>\n\u500b\u4eba\u7533\u8acb \u7e3d \u6210 \u7e3e<\/td>\n\u540d\u6b21<\/td>\n\u9644\u8a3b<\/td>\n<\/tr>\n
27<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n\u793e\u6703<\/td>\n\u81ea\u7136<\/td>\n\u7e3d\u7d1a\u5206<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
28<\/th>\n14<\/td>\n10195746<\/td>\n\u6bdb\u5f65\u5fd7<\/td>\n1<\/td>\n12<\/td>\n14<\/td>\n11<\/td>\n22.75<\/td>\n80.67 85.00<\/td>\n58.2<\/td>\n80.95<\/td>\n35<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
29<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n9<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
30<\/th>\n15<\/td>\n10196244<\/td>\n\u9ec3\u555f\u658c<\/td>\n1<\/td>\n14<\/td>\n13<\/td>\n11<\/td>\n24.12<\/td>\n80.67 81.33<\/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
31<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
32<\/th>\n16<\/td>\n10208250<\/td>\n\u5433\u5411\u60df<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n23.12<\/td>\n86.67 88.00<\/td>\n61.2<\/td>\n84.33<\/td>\n15<\/td>\n\u6b63\u53d615<\/td>\n<\/tr>\n
33<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
34<\/th>\n17<\/td>\n10213841<\/td>\n\u912d\u5b87\u7444<\/td>\n1<\/td>\n12<\/td>\n12<\/td>\n13<\/td>\n24<\/td>\n80.33 81.67<\/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
35<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
36<\/th>\n18<\/td>\n10214143<\/td>\n\u674e\u6db5\u8fea<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n10<\/td>\n22.62<\/td>\n81.33 77.67<\/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
37<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
38<\/th>\n19<\/td>\n10218344<\/td>\n\u9673\u5982\u541b<\/td>\n1<\/td>\n11<\/td>\n13<\/td>\n8<\/td>\n22.5<\/td>\n87.67 91.33<\/td>\n62.83<\/td>\n85.33<\/td>\n10<\/td>\n\u6b63\u53d610<\/td>\n<\/tr>\n
39<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n12<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
40<\/th>\n20<\/td>\n10221035<\/td>\n\u9673\u6167\u767c<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n14<\/td>\n24.87<\/td>\n83.00 85.67<\/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
41<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n62<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
42<\/th>\n21<\/td>\n10221861<\/td>\n\u738b\u8056\u5168<\/td>\n1<\/td>\n13<\/td>\n10<\/td>\n12<\/td>\n23.87<\/td>\n81.33 88.33<\/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
43<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
44<\/th>\n22<\/td>\n10223472<\/td>\n\u738b\u82b3\u7fbd<\/td>\n1<\/td>\n12<\/td>\n11<\/td>\n11<\/td>\n23.62<\/td>\n89.00 89.00<\/td>\n62.3<\/td>\n85.93<\/td>\n4<\/td>\n\u6b63\u53d64<\/td>\n<\/tr>\n
45<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n12<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
46<\/th>\n23<\/td>\n10224674<\/td>\n\u6797\u51f1\u921e<\/td>\n1<\/td>\n14<\/td>\n11<\/td>\n10<\/td>\n23.87<\/td>\n85.67 84.00<\/td>\n59.3<\/td>\n83.18<\/td>\n22<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
47<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n12<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
48<\/th>\n24<\/td>\n10234247<\/td>\n\u6d2a\u739f\u541b<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n8<\/td>\n22.62<\/td>\n84.00 81.00<\/td>\n57.6<\/td>\n80.23<\/td>\n40<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
49<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
50<\/th>\n25<\/td>\n10235547<\/td>\n\u5f35\u921e\u5143<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n14<\/td>\n23.75<\/td>\n82.33 83.33<\/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
51<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n59<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
52<\/th>\n26<\/td>\n10240760<\/td>\n\u8449\u8aa0\u59a4<\/td>\n1<\/td>\n12<\/td>\n9<\/td>\n12<\/td>\n23.37<\/td>\n82.00 88.67<\/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
53<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n13<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
54<\/th>\n\u6392 \u5e8f<\/td>\n\u5b78 \u6e2cn\u61c9\u8a66\u865f\u78bc<\/td>\n\u8003\u751f\u59d3\u540d<\/td>\n\u8eab\u5206 \u4ee3\u78bc<\/td>\n\u570b\u6587<\/td>\n\u82f1\u6587<\/td>\n\u6578\u5b78<\/td>\n\u5b78\u79d1\u80fd\u529b \u6e2c\u9a57\u6210\u7e3e<\/td>\n\u5be9\u67e5\u8cc7\u6599 \u9762\u8a66<\/td>\n\u6307\u5b9a\u9805\u76ee \u7504\u8a66\u6210\u7e3e<\/td>\n\u500b\u4eba\u7533\u8acb \u7e3d \u6210 \u7e3e<\/td>\n\u540d\u6b21<\/td>\n\u9644\u8a3b<\/td>\n<\/tr>\n
55<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n\u793e\u6703<\/td>\n\u81ea\u7136<\/td>\n\u7e3d\u7d1a\u5206<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
56<\/th>\n27<\/td>\n10244938<\/td>\n\u5f35\u7acb\u767d<\/td>\n1<\/td>\n11<\/td>\n14<\/td>\n11<\/td>\n23.37<\/td>\n81.67 84.33<\/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
57<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n59<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
58<\/th>\n28<\/td>\n10245260<\/td>\n\u6797\u5b8f\u6210<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n8<\/td>\n22.37<\/td>\n87.67 86.67<\/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
59<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
60<\/th>\n29<\/td>\n10247745<\/td>\n\u8a31\u9756\u96ef<\/td>\n1<\/td>\n13<\/td>\n11<\/td>\n12<\/td>\n23.75<\/td>\n86.00 88.67<\/td>\n61.26<\/td>\n85.02<\/td>\n11<\/td>\n\u6b63\u53d611<\/td>\n<\/tr>\n
61<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n12<\/td>\n59<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
62<\/th>\n30<\/td>\n10249766<\/td>\n\u5f35\u5609\u4f91<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n10<\/td>\n23.12<\/td>\n85.00 89.33<\/td>\n61.23<\/td>\n84.36<\/td>\n14<\/td>\n\u6b63\u53d614<\/td>\n<\/tr>\n
63<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n13<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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<\/div>\n
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\u5148\u770b\u4e00\u4e0b\u6b04\u4f4d\u540d\u7a31<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
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In [3]:<\/div>\n
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<\/span>df<\/span>.<\/span>columns<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[3]:<\/div>\n
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MultiIndex([(             '\u6392 \u5e8f',  'Unnamed: 0_level_1'),\n            ( '\u5b78       \u6e2cn\u61c9\u8a66\u865f\u78bc',  'Unnamed: 1_level_1'),\n            (            '\u8003\u751f\u59d3\u540d',  'Unnamed: 2_level_1'),\n            (           '\u8eab\u5206 \u4ee3\u78bc',  'Unnamed: 3_level_1'),\n            (              '\u570b\u6587',                  '\u793e\u6703'),\n            (              '\u82f1\u6587',                  '\u81ea\u7136'),\n            (              '\u6578\u5b78',                 '\u7e3d\u7d1a\u5206'),\n            (       '\u5b78\u79d1\u80fd\u529b \u6e2c\u9a57\u6210\u7e3e',  'Unnamed: 7_level_1'),\n            ('\u5be9\u67e5\u8cc7\u6599          \u9762\u8a66',  'Unnamed: 8_level_1'),\n            (       '\u6307\u5b9a\u9805\u76ee \u7504\u8a66\u6210\u7e3e',  'Unnamed: 9_level_1'),\n            (      '\u500b\u4eba\u7533\u8acb \u7e3d \u6210 \u7e3e', 'Unnamed: 10_level_1'),\n            (              '\u540d\u6b21', 'Unnamed: 11_level_1'),\n            (              '\u9644\u8a3b', 'Unnamed: 12_level_1')],\n           )<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [4]:<\/div>\n
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<\/span># \u628a\u7b2c2\u5217\u7684\u6b04\u4f4d\u6e05\u9664\u6389<\/span>\ndf<\/span>.<\/span>columns<\/span> =<\/span> df<\/span>.<\/span>columns<\/span>.<\/span>droplevel<\/span>(<\/span>level<\/span> =<\/span> 1<\/span>)<\/span>\ndf<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[4]:<\/div>\n
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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
<\/th>\n\u6392 \u5e8f<\/th>\n\u5b78 \u6e2cn\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\u5b78\u79d1\u80fd\u529b \u6e2c\u9a57\u6210\u7e3e<\/th>\n\u5be9\u67e5\u8cc7\u6599 \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>\n23.62<\/td>\n81.00 83.67<\/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>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
2<\/th>\n2<\/td>\n10110042<\/td>\n\u9ec3\u7a4e\u8431<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n13<\/td>\n23<\/td>\n83.33 92.33<\/td>\n61.93<\/td>\n84.93<\/td>\n12<\/td>\n\u6b63\u53d612<\/td>\n<\/tr>\n
3<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
4<\/th>\n3<\/td>\n10111172<\/td>\n\u674e\u9cf3\u5584<\/td>\n1<\/td>\n13<\/td>\n14<\/td>\n8<\/td>\n22.87<\/td>\n80.67 81.67<\/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
5<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n12<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
6<\/th>\n4<\/td>\n10127348<\/td>\n\u5f35\u6176\u677e<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n15<\/td>\n24.37<\/td>\n84.67 89.00<\/td>\n61<\/td>\n85.38<\/td>\n9<\/td>\n\u6b63\u53d69<\/td>\n<\/tr>\n
7<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
8<\/th>\n5<\/td>\n10129065<\/td>\n\u674e\u5fc3\u6021<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n10<\/td>\n24.12<\/td>\n86.00 89.00<\/td>\n61.4<\/td>\n85.53<\/td>\n8<\/td>\n\u6b63\u53d68<\/td>\n<\/tr>\n
9<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n13<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
10<\/th>\n6<\/td>\n10148374<\/td>\n\u6731\u4f69\u73ca<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n11<\/td>\n23.37<\/td>\n81.00 85.33<\/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
11<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n59<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
12<\/th>\n7<\/td>\n10159940<\/td>\n\u675c\u6021\u5a77<\/td>\n1<\/td>\n13<\/td>\n11<\/td>\n14<\/td>\n24.5<\/td>\n81.00 85.67<\/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
13<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n10<\/td>\n12<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
14<\/th>\n8<\/td>\n10163034<\/td>\n\u5f6d\u7def\u807f<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n24.37<\/td>\n78.67 84.67<\/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
15<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n13<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
16<\/th>\n9<\/td>\n10170573<\/td>\n\u856d\u60e0\u541b<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n12<\/td>\n23.87<\/td>\n77.67 84.00<\/td>\n56.9<\/td>\n80.78<\/td>\n37<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
17<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
18<\/th>\n10<\/td>\n10172046<\/td>\n\u694a\u54f2\u9298<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n24.12<\/td>\n80.33 85.00<\/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
19<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
20<\/th>\n11<\/td>\n10173537<\/td>\n\u674e\u99a8\u6167<\/td>\n1<\/td>\n13<\/td>\n13<\/td>\n11<\/td>\n23.75<\/td>\n84.67 86.33<\/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
21<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
22<\/th>\n12<\/td>\n10178838<\/td>\n\u4f55\u4f91\u52ad<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n12<\/td>\n24.12<\/td>\n85.67 0.00<\/td>\n25.7<\/td>\n49.83<\/td>\n##<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u901a\u904e\u6307 \u5b9a\u9805\u76ee\u6aa2\u5b9a<\/td>\n<\/tr>\n
23<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n12<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
24<\/th>\n13<\/td>\n10181637<\/td>\n\u6d2a\u9752\u51f1<\/td>\n1<\/td>\n12<\/td>\n14<\/td>\n11<\/td>\n23.75<\/td>\n81.33 84.33<\/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
25<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
26<\/th>\n\u6392 \u5e8f<\/td>\n\u5b78 \u6e2cn\u61c9\u8a66\u865f\u78bc<\/td>\n\u8003\u751f\u59d3\u540d<\/td>\n\u8eab\u5206 \u4ee3\u78bc<\/td>\n\u570b\u6587<\/td>\n\u82f1\u6587<\/td>\n\u6578\u5b78<\/td>\n\u5b78\u79d1\u80fd\u529b \u6e2c\u9a57\u6210\u7e3e<\/td>\n\u5be9\u67e5\u8cc7\u6599 \u9762\u8a66<\/td>\n\u6307\u5b9a\u9805\u76ee \u7504\u8a66\u6210\u7e3e<\/td>\n\u500b\u4eba\u7533\u8acb \u7e3d \u6210 \u7e3e<\/td>\n\u540d\u6b21<\/td>\n\u9644\u8a3b<\/td>\n<\/tr>\n
27<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n\u793e\u6703<\/td>\n\u81ea\u7136<\/td>\n\u7e3d\u7d1a\u5206<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
28<\/th>\n14<\/td>\n10195746<\/td>\n\u6bdb\u5f65\u5fd7<\/td>\n1<\/td>\n12<\/td>\n14<\/td>\n11<\/td>\n22.75<\/td>\n80.67 85.00<\/td>\n58.2<\/td>\n80.95<\/td>\n35<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
29<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n9<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
30<\/th>\n15<\/td>\n10196244<\/td>\n\u9ec3\u555f\u658c<\/td>\n1<\/td>\n14<\/td>\n13<\/td>\n11<\/td>\n24.12<\/td>\n80.67 81.33<\/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
31<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
32<\/th>\n16<\/td>\n10208250<\/td>\n\u5433\u5411\u60df<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n23.12<\/td>\n86.67 88.00<\/td>\n61.2<\/td>\n84.33<\/td>\n15<\/td>\n\u6b63\u53d615<\/td>\n<\/tr>\n
33<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
34<\/th>\n17<\/td>\n10213841<\/td>\n\u912d\u5b87\u7444<\/td>\n1<\/td>\n12<\/td>\n12<\/td>\n13<\/td>\n24<\/td>\n80.33 81.67<\/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
35<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
36<\/th>\n18<\/td>\n10214143<\/td>\n\u674e\u6db5\u8fea<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n10<\/td>\n22.62<\/td>\n81.33 77.67<\/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
37<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
38<\/th>\n19<\/td>\n10218344<\/td>\n\u9673\u5982\u541b<\/td>\n1<\/td>\n11<\/td>\n13<\/td>\n8<\/td>\n22.5<\/td>\n87.67 91.33<\/td>\n62.83<\/td>\n85.33<\/td>\n10<\/td>\n\u6b63\u53d610<\/td>\n<\/tr>\n
39<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n12<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
40<\/th>\n20<\/td>\n10221035<\/td>\n\u9673\u6167\u767c<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n14<\/td>\n24.87<\/td>\n83.00 85.67<\/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
41<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n62<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
42<\/th>\n21<\/td>\n10221861<\/td>\n\u738b\u8056\u5168<\/td>\n1<\/td>\n13<\/td>\n10<\/td>\n12<\/td>\n23.87<\/td>\n81.33 88.33<\/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
43<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
44<\/th>\n22<\/td>\n10223472<\/td>\n\u738b\u82b3\u7fbd<\/td>\n1<\/td>\n12<\/td>\n11<\/td>\n11<\/td>\n23.62<\/td>\n89.00 89.00<\/td>\n62.3<\/td>\n85.93<\/td>\n4<\/td>\n\u6b63\u53d64<\/td>\n<\/tr>\n
45<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n12<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
46<\/th>\n23<\/td>\n10224674<\/td>\n\u6797\u51f1\u921e<\/td>\n1<\/td>\n14<\/td>\n11<\/td>\n10<\/td>\n23.87<\/td>\n85.67 84.00<\/td>\n59.3<\/td>\n83.18<\/td>\n22<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
47<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n12<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
48<\/th>\n24<\/td>\n10234247<\/td>\n\u6d2a\u739f\u541b<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n8<\/td>\n22.62<\/td>\n84.00 81.00<\/td>\n57.6<\/td>\n80.23<\/td>\n40<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
49<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
50<\/th>\n25<\/td>\n10235547<\/td>\n\u5f35\u921e\u5143<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n14<\/td>\n23.75<\/td>\n82.33 83.33<\/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
51<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n59<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
52<\/th>\n26<\/td>\n10240760<\/td>\n\u8449\u8aa0\u59a4<\/td>\n1<\/td>\n12<\/td>\n9<\/td>\n12<\/td>\n23.37<\/td>\n82.00 88.67<\/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
53<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n13<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
54<\/th>\n\u6392 \u5e8f<\/td>\n\u5b78 \u6e2cn\u61c9\u8a66\u865f\u78bc<\/td>\n\u8003\u751f\u59d3\u540d<\/td>\n\u8eab\u5206 \u4ee3\u78bc<\/td>\n\u570b\u6587<\/td>\n\u82f1\u6587<\/td>\n\u6578\u5b78<\/td>\n\u5b78\u79d1\u80fd\u529b \u6e2c\u9a57\u6210\u7e3e<\/td>\n\u5be9\u67e5\u8cc7\u6599 \u9762\u8a66<\/td>\n\u6307\u5b9a\u9805\u76ee \u7504\u8a66\u6210\u7e3e<\/td>\n\u500b\u4eba\u7533\u8acb \u7e3d \u6210 \u7e3e<\/td>\n\u540d\u6b21<\/td>\n\u9644\u8a3b<\/td>\n<\/tr>\n
55<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n\u793e\u6703<\/td>\n\u81ea\u7136<\/td>\n\u7e3d\u7d1a\u5206<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
56<\/th>\n27<\/td>\n10244938<\/td>\n\u5f35\u7acb\u767d<\/td>\n1<\/td>\n11<\/td>\n14<\/td>\n11<\/td>\n23.37<\/td>\n81.67 84.33<\/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
57<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n59<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
58<\/th>\n28<\/td>\n10245260<\/td>\n\u6797\u5b8f\u6210<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n8<\/td>\n22.37<\/td>\n87.67 86.67<\/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
59<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
60<\/th>\n29<\/td>\n10247745<\/td>\n\u8a31\u9756\u96ef<\/td>\n1<\/td>\n13<\/td>\n11<\/td>\n12<\/td>\n23.75<\/td>\n86.00 88.67<\/td>\n61.26<\/td>\n85.02<\/td>\n11<\/td>\n\u6b63\u53d611<\/td>\n<\/tr>\n
61<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n12<\/td>\n59<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
62<\/th>\n30<\/td>\n10249766<\/td>\n\u5f35\u5609\u4f91<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n10<\/td>\n23.12<\/td>\n85.00 89.33<\/td>\n61.23<\/td>\n84.36<\/td>\n14<\/td>\n\u6b63\u53d614<\/td>\n<\/tr>\n
63<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n13<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [5]:<\/div>\n
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<\/span># \u5148\u628a\u6b04\u4f4d\u540d\u7a31\u4e2d\u7684\u300c\u7a7a\u683c\u300d\u53ca\u300c\u8df3\u884c\u300d\u7528\u300c_\u300d\u53d6\u4ee3\uff0c\u518d\u5c07\u300c_\u300d\u522a\u9664<\/span>\ndf<\/span>.<\/span>columns<\/span> =<\/span> df<\/span>.<\/span>columns<\/span>.<\/span>str<\/span>.<\/span>replace<\/span>(<\/span>' |<\/span>n<\/span>'<\/span>,<\/span> '_'<\/span>)<\/span>.<\/span>str<\/span>.<\/span>replace<\/span>(<\/span>'_'<\/span>,<\/span> ''<\/span>)<\/span>\ndf<\/span>.<\/span>columns<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[5]:<\/div>\n
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Index(['\u6392\u5e8f', '\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc', '\u8003\u751f\u59d3\u540d', '\u8eab\u5206\u4ee3\u78bc', '\u570b\u6587', '\u82f1\u6587', '\u6578\u5b78', '\u5b78\u79d1\u80fd\u529b\u6e2c\u9a57\u6210\u7e3e', '\u5be9\u67e5\u8cc7\u6599\u9762\u8a66',\n       '\u6307\u5b9a\u9805\u76ee\u7504\u8a66\u6210\u7e3e', '\u500b\u4eba\u7533\u8acb\u7e3d\u6210\u7e3e', '\u540d\u6b21', '\u9644\u8a3b'],\n      dtype='object')<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [6]:<\/div>\n
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<\/span>df<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[6]:<\/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\u5b78\u79d1\u80fd\u529b\u6e2c\u9a57\u6210\u7e3e<\/th>\n\u5be9\u67e5\u8cc7\u6599\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>\n23.62<\/td>\n81.00 83.67<\/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>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
2<\/th>\n2<\/td>\n10110042<\/td>\n\u9ec3\u7a4e\u8431<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n13<\/td>\n23<\/td>\n83.33 92.33<\/td>\n61.93<\/td>\n84.93<\/td>\n12<\/td>\n\u6b63\u53d612<\/td>\n<\/tr>\n
3<\/th>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
4<\/th>\n3<\/td>\n10111172<\/td>\n\u674e\u9cf3\u5584<\/td>\n1<\/td>\n13<\/td>\n14<\/td>\n8<\/td>\n22.87<\/td>\n80.67 81.67<\/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<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [7]:<\/div>\n
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<\/span># \u63a5\u4e0b\u4f86\u5c07\u300c1\u30013\u30015\u2026\u2026\u7b49\u5217\u300d\u7684\u300c\u6392\u5e8f\u300d\u3001\u300c\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc\u300d\u4ee5\u524d1\u5217\u7684\u503c\u53d6\u4ee3\u300cNaN\u300d<\/span>\ndf<\/span>[<\/span>'\u6392\u5e8f'<\/span>]<\/span> =<\/span> df<\/span>[<\/span>'\u6392\u5e8f'<\/span>]<\/span>.<\/span>fillna<\/span>(<\/span>method<\/span> =<\/span> 'ffill'<\/span>)<\/span>\ndf<\/span>[<\/span>'\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc'<\/span>]<\/span> =<\/span> df<\/span>[<\/span>'\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc'<\/span>]<\/span>.<\/span>fillna<\/span>(<\/span>method<\/span> =<\/span> 'ffill'<\/span>)<\/span>\ndf<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[7]:<\/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\u5b78\u79d1\u80fd\u529b\u6e2c\u9a57\u6210\u7e3e<\/th>\n\u5be9\u67e5\u8cc7\u6599\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>\n23.62<\/td>\n81.00 83.67<\/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>\n1<\/td>\n10033861<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
2<\/th>\n2<\/td>\n10110042<\/td>\n\u9ec3\u7a4e\u8431<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n13<\/td>\n23<\/td>\n83.33 92.33<\/td>\n61.93<\/td>\n84.93<\/td>\n12<\/td>\n\u6b63\u53d612<\/td>\n<\/tr>\n
3<\/th>\n2<\/td>\n10110042<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
4<\/th>\n3<\/td>\n10111172<\/td>\n\u674e\u9cf3\u5584<\/td>\n1<\/td>\n13<\/td>\n14<\/td>\n8<\/td>\n22.87<\/td>\n80.67 81.67<\/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<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [8]:<\/div>\n
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<\/span># \u5c07\u300c\u6392\u5e8f\u300d\u4e0d\u662f\u6578\u5b57\u7684\u522a\u9664\u6389<\/span>\ndf<\/span> =<\/span> df<\/span>[<\/span>df<\/span>[<\/span>'\u6392\u5e8f'<\/span>]<\/span>.<\/span>astype<\/span>(<\/span>str<\/span>)<\/span>.<\/span>str<\/span>.<\/span>isdigit<\/span>()]<\/span>\nprint<\/span>(<\/span>len<\/span>(<\/span>df<\/span>))<\/span>\ndf<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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60\n<\/pre>\n<\/div>\n<\/div>\n
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Out[8]:<\/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\u5b78\u79d1\u80fd\u529b\u6e2c\u9a57\u6210\u7e3e<\/th>\n\u5be9\u67e5\u8cc7\u6599\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>\n23.62<\/td>\n81.00 83.67<\/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>\n1<\/td>\n10033861<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
2<\/th>\n2<\/td>\n10110042<\/td>\n\u9ec3\u7a4e\u8431<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n13<\/td>\n23<\/td>\n83.33 92.33<\/td>\n61.93<\/td>\n84.93<\/td>\n12<\/td>\n\u6b63\u53d612<\/td>\n<\/tr>\n
3<\/th>\n2<\/td>\n10110042<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
4<\/th>\n3<\/td>\n10111172<\/td>\n\u674e\u9cf3\u5584<\/td>\n1<\/td>\n13<\/td>\n14<\/td>\n8<\/td>\n22.87<\/td>\n80.67 81.67<\/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
5<\/th>\n3<\/td>\n10111172<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n12<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
6<\/th>\n4<\/td>\n10127348<\/td>\n\u5f35\u6176\u677e<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n15<\/td>\n24.37<\/td>\n84.67 89.00<\/td>\n61<\/td>\n85.38<\/td>\n9<\/td>\n\u6b63\u53d69<\/td>\n<\/tr>\n
7<\/th>\n4<\/td>\n10127348<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
8<\/th>\n5<\/td>\n10129065<\/td>\n\u674e\u5fc3\u6021<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n10<\/td>\n24.12<\/td>\n86.00 89.00<\/td>\n61.4<\/td>\n85.53<\/td>\n8<\/td>\n\u6b63\u53d68<\/td>\n<\/tr>\n
9<\/th>\n5<\/td>\n10129065<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n13<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
10<\/th>\n6<\/td>\n10148374<\/td>\n\u6731\u4f69\u73ca<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n11<\/td>\n23.37<\/td>\n81.00 85.33<\/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
11<\/th>\n6<\/td>\n10148374<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n59<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
12<\/th>\n7<\/td>\n10159940<\/td>\n\u675c\u6021\u5a77<\/td>\n1<\/td>\n13<\/td>\n11<\/td>\n14<\/td>\n24.5<\/td>\n81.00 85.67<\/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
13<\/th>\n7<\/td>\n10159940<\/td>\nNaN<\/td>\nNaN<\/td>\n10<\/td>\n12<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
14<\/th>\n8<\/td>\n10163034<\/td>\n\u5f6d\u7def\u807f<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n24.37<\/td>\n78.67 84.67<\/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
15<\/th>\n8<\/td>\n10163034<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n13<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
16<\/th>\n9<\/td>\n10170573<\/td>\n\u856d\u60e0\u541b<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n12<\/td>\n23.87<\/td>\n77.67 84.00<\/td>\n56.9<\/td>\n80.78<\/td>\n37<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
17<\/th>\n9<\/td>\n10170573<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
18<\/th>\n10<\/td>\n10172046<\/td>\n\u694a\u54f2\u9298<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n24.12<\/td>\n80.33 85.00<\/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
19<\/th>\n10<\/td>\n10172046<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
20<\/th>\n11<\/td>\n10173537<\/td>\n\u674e\u99a8\u6167<\/td>\n1<\/td>\n13<\/td>\n13<\/td>\n11<\/td>\n23.75<\/td>\n84.67 86.33<\/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
21<\/th>\n11<\/td>\n10173537<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
22<\/th>\n12<\/td>\n10178838<\/td>\n\u4f55\u4f91\u52ad<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n12<\/td>\n24.12<\/td>\n85.67 0.00<\/td>\n25.7<\/td>\n49.83<\/td>\n##<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u901a\u904e\u6307 \u5b9a\u9805\u76ee\u6aa2\u5b9a<\/td>\n<\/tr>\n
23<\/th>\n12<\/td>\n10178838<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n12<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
24<\/th>\n13<\/td>\n10181637<\/td>\n\u6d2a\u9752\u51f1<\/td>\n1<\/td>\n12<\/td>\n14<\/td>\n11<\/td>\n23.75<\/td>\n81.33 84.33<\/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
25<\/th>\n13<\/td>\n10181637<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
28<\/th>\n14<\/td>\n10195746<\/td>\n\u6bdb\u5f65\u5fd7<\/td>\n1<\/td>\n12<\/td>\n14<\/td>\n11<\/td>\n22.75<\/td>\n80.67 85.00<\/td>\n58.2<\/td>\n80.95<\/td>\n35<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
29<\/th>\n14<\/td>\n10195746<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n9<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
30<\/th>\n15<\/td>\n10196244<\/td>\n\u9ec3\u555f\u658c<\/td>\n1<\/td>\n14<\/td>\n13<\/td>\n11<\/td>\n24.12<\/td>\n80.67 81.33<\/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
31<\/th>\n15<\/td>\n10196244<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
32<\/th>\n16<\/td>\n10208250<\/td>\n\u5433\u5411\u60df<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n23.12<\/td>\n86.67 88.00<\/td>\n61.2<\/td>\n84.33<\/td>\n15<\/td>\n\u6b63\u53d615<\/td>\n<\/tr>\n
33<\/th>\n16<\/td>\n10208250<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
34<\/th>\n17<\/td>\n10213841<\/td>\n\u912d\u5b87\u7444<\/td>\n1<\/td>\n12<\/td>\n12<\/td>\n13<\/td>\n24<\/td>\n80.33 81.67<\/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
35<\/th>\n17<\/td>\n10213841<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
36<\/th>\n18<\/td>\n10214143<\/td>\n\u674e\u6db5\u8fea<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n10<\/td>\n22.62<\/td>\n81.33 77.67<\/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
37<\/th>\n18<\/td>\n10214143<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
38<\/th>\n19<\/td>\n10218344<\/td>\n\u9673\u5982\u541b<\/td>\n1<\/td>\n11<\/td>\n13<\/td>\n8<\/td>\n22.5<\/td>\n87.67 91.33<\/td>\n62.83<\/td>\n85.33<\/td>\n10<\/td>\n\u6b63\u53d610<\/td>\n<\/tr>\n
39<\/th>\n19<\/td>\n10218344<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n12<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
40<\/th>\n20<\/td>\n10221035<\/td>\n\u9673\u6167\u767c<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n14<\/td>\n24.87<\/td>\n83.00 85.67<\/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
41<\/th>\n20<\/td>\n10221035<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n62<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
42<\/th>\n21<\/td>\n10221861<\/td>\n\u738b\u8056\u5168<\/td>\n1<\/td>\n13<\/td>\n10<\/td>\n12<\/td>\n23.87<\/td>\n81.33 88.33<\/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
43<\/th>\n21<\/td>\n10221861<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
44<\/th>\n22<\/td>\n10223472<\/td>\n\u738b\u82b3\u7fbd<\/td>\n1<\/td>\n12<\/td>\n11<\/td>\n11<\/td>\n23.62<\/td>\n89.00 89.00<\/td>\n62.3<\/td>\n85.93<\/td>\n4<\/td>\n\u6b63\u53d64<\/td>\n<\/tr>\n
45<\/th>\n22<\/td>\n10223472<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n12<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
46<\/th>\n23<\/td>\n10224674<\/td>\n\u6797\u51f1\u921e<\/td>\n1<\/td>\n14<\/td>\n11<\/td>\n10<\/td>\n23.87<\/td>\n85.67 84.00<\/td>\n59.3<\/td>\n83.18<\/td>\n22<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
47<\/th>\n23<\/td>\n10224674<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n12<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
48<\/th>\n24<\/td>\n10234247<\/td>\n\u6d2a\u739f\u541b<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n8<\/td>\n22.62<\/td>\n84.00 81.00<\/td>\n57.6<\/td>\n80.23<\/td>\n40<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n<\/tr>\n
49<\/th>\n24<\/td>\n10234247<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
50<\/th>\n25<\/td>\n10235547<\/td>\n\u5f35\u921e\u5143<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n14<\/td>\n23.75<\/td>\n82.33 83.33<\/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
51<\/th>\n25<\/td>\n10235547<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n12<\/td>\n59<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
52<\/th>\n26<\/td>\n10240760<\/td>\n\u8449\u8aa0\u59a4<\/td>\n1<\/td>\n12<\/td>\n9<\/td>\n12<\/td>\n23.37<\/td>\n82.00 88.67<\/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
53<\/th>\n26<\/td>\n10240760<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n13<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
56<\/th>\n27<\/td>\n10244938<\/td>\n\u5f35\u7acb\u767d<\/td>\n1<\/td>\n11<\/td>\n14<\/td>\n11<\/td>\n23.37<\/td>\n81.67 84.33<\/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
57<\/th>\n27<\/td>\n10244938<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n11<\/td>\n59<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
58<\/th>\n28<\/td>\n10245260<\/td>\n\u6797\u5b8f\u6210<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n8<\/td>\n22.37<\/td>\n87.67 86.67<\/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
59<\/th>\n28<\/td>\n10245260<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
60<\/th>\n29<\/td>\n10247745<\/td>\n\u8a31\u9756\u96ef<\/td>\n1<\/td>\n13<\/td>\n11<\/td>\n12<\/td>\n23.75<\/td>\n86.00 88.67<\/td>\n61.26<\/td>\n85.02<\/td>\n11<\/td>\n\u6b63\u53d611<\/td>\n<\/tr>\n
61<\/th>\n29<\/td>\n10247745<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n12<\/td>\n59<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
62<\/th>\n30<\/td>\n10249766<\/td>\n\u5f35\u5609\u4f91<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n10<\/td>\n23.12<\/td>\n85.00 89.33<\/td>\n61.23<\/td>\n84.36<\/td>\n14<\/td>\n\u6b63\u53d614<\/td>\n<\/tr>\n
63<\/th>\n30<\/td>\n10249766<\/td>\nNaN<\/td>\nNaN<\/td>\n12<\/td>\n13<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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<\/div>\n
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\u63a5\u4e0b\u4f86\u8981\u5c070\u30012\u30014 \u2026\u2026\u7b49\u5217\u7be9\u9078\u51fa\u4f86\uff0c\u53e6\u5916\u5c071\u30013\u30015 \u2026\u2026\u5217\u7be9\u9078\u51fa\u4f86\u3002<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
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In [9]:<\/div>\n
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<\/span>df1<\/span> =<\/span> df<\/span>.<\/span>iloc<\/span>[::<\/span>2<\/span>]<\/span>\ndf1<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[9]:<\/div>\n
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\n\n\n\n\n\n\n\n\n\n
<\/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\u5b78\u79d1\u80fd\u529b\u6e2c\u9a57\u6210\u7e3e<\/th>\n\u5be9\u67e5\u8cc7\u6599\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>\n23.62<\/td>\n81.00 83.67<\/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
2<\/th>\n2<\/td>\n10110042<\/td>\n\u9ec3\u7a4e\u8431<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n13<\/td>\n23<\/td>\n83.33 92.33<\/td>\n61.93<\/td>\n84.93<\/td>\n12<\/td>\n\u6b63\u53d612<\/td>\n<\/tr>\n
4<\/th>\n3<\/td>\n10111172<\/td>\n\u674e\u9cf3\u5584<\/td>\n1<\/td>\n13<\/td>\n14<\/td>\n8<\/td>\n22.87<\/td>\n80.67 81.67<\/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
6<\/th>\n4<\/td>\n10127348<\/td>\n\u5f35\u6176\u677e<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n15<\/td>\n24.37<\/td>\n84.67 89.00<\/td>\n61<\/td>\n85.38<\/td>\n9<\/td>\n\u6b63\u53d69<\/td>\n<\/tr>\n
8<\/th>\n5<\/td>\n10129065<\/td>\n\u674e\u5fc3\u6021<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n10<\/td>\n24.12<\/td>\n86.00 89.00<\/td>\n61.4<\/td>\n85.53<\/td>\n8<\/td>\n\u6b63\u53d68<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [10]:<\/div>\n
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<\/span>df2<\/span> =<\/span> df<\/span>.<\/span>iloc<\/span>[<\/span>1<\/span>::<\/span>2<\/span>]<\/span>\ndf2<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[10]:<\/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\u5b78\u79d1\u80fd\u529b\u6e2c\u9a57\u6210\u7e3e<\/th>\n\u5be9\u67e5\u8cc7\u6599\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
1<\/th>\n1<\/td>\n10033861<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
3<\/th>\n2<\/td>\n10110042<\/td>\nNaN<\/td>\nNaN<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
5<\/th>\n3<\/td>\n10111172<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n12<\/td>\n58<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
7<\/th>\n4<\/td>\n10127348<\/td>\nNaN<\/td>\nNaN<\/td>\n11<\/td>\n11<\/td>\n60<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
9<\/th>\n5<\/td>\n10129065<\/td>\nNaN<\/td>\nNaN<\/td>\n13<\/td>\n13<\/td>\n61<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [11]:<\/div>\n
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<\/span># \u5c07df2\u53ea\u7559<\/span>\ndf2<\/span> =<\/span> df2<\/span>[[<\/span>'\u6392\u5e8f'<\/span>,<\/span> '\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc'<\/span>,<\/span> '\u570b\u6587'<\/span>,<\/span> '\u82f1\u6587'<\/span>,<\/span> '\u6578\u5b78'<\/span>]]<\/span>\n\n# \u7136\u5f8c\u5c07\u6b04\u540d\u6539\u6210['\u6392\u5e8f', '\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc', '\u793e\u6703', '\u81ea\u7136', '\u7e3d\u7d1a\u5206']<\/span>\ndf2<\/span>.<\/span>columns<\/span> =<\/span> [<\/span>'\u6392\u5e8f'<\/span>,<\/span> '\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc'<\/span>,<\/span> '\u793e\u6703'<\/span>,<\/span> '\u81ea\u7136'<\/span>,<\/span> '\u7e3d\u7d1a\u5206'<\/span>]<\/span>\n\ndf2<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[11]:<\/div>\n
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<\/th>\n\u6392\u5e8f<\/th>\n\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc<\/th>\n\u793e\u6703<\/th>\n\u81ea\u7136<\/th>\n\u7e3d\u7d1a\u5206<\/th>\n<\/tr>\n<\/thead>\n
1<\/th>\n1<\/td>\n10033861<\/td>\n14<\/td>\n11<\/td>\n60<\/td>\n<\/tr>\n
3<\/th>\n2<\/td>\n10110042<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\n<\/tr>\n
5<\/th>\n3<\/td>\n10111172<\/td>\n11<\/td>\n12<\/td>\n58<\/td>\n<\/tr>\n
7<\/th>\n4<\/td>\n10127348<\/td>\n11<\/td>\n11<\/td>\n60<\/td>\n<\/tr>\n
9<\/th>\n5<\/td>\n10129065<\/td>\n13<\/td>\n13<\/td>\n61<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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\u5c07df1\u548cdf2\u4e32\u63a5<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
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In [12]:<\/div>\n
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<\/span>df_final<\/span> =<\/span> pd<\/span>.<\/span>merge<\/span>(<\/span>df1<\/span>,<\/span> df2<\/span>,<\/span> on<\/span> =<\/span> [<\/span>'\u6392\u5e8f'<\/span>,<\/span> '\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc'<\/span>],<\/span> how<\/span> =<\/span> 'left'<\/span>)<\/span>\ndf_final<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[12]:<\/div>\n
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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
<\/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\u5b78\u79d1\u80fd\u529b\u6e2c\u9a57\u6210\u7e3e<\/th>\n\u5be9\u67e5\u8cc7\u6599\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\u793e\u6703<\/th>\n\u81ea\u7136<\/th>\n\u7e3d\u7d1a\u5206<\/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>\n23.62<\/td>\n81.00 83.67<\/td>\n57.76<\/td>\n81.39<\/td>\n34<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n14<\/td>\n11<\/td>\n60<\/td>\n<\/tr>\n
1<\/th>\n2<\/td>\n10110042<\/td>\n\u9ec3\u7a4e\u8431<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n13<\/td>\n23<\/td>\n83.33 92.33<\/td>\n61.93<\/td>\n84.93<\/td>\n12<\/td>\n\u6b63\u53d612<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\n<\/tr>\n
2<\/th>\n3<\/td>\n10111172<\/td>\n\u674e\u9cf3\u5584<\/td>\n1<\/td>\n13<\/td>\n14<\/td>\n8<\/td>\n22.87<\/td>\n80.67 81.67<\/td>\n56.86<\/td>\n79.74<\/td>\n41<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n11<\/td>\n12<\/td>\n58<\/td>\n<\/tr>\n
3<\/th>\n4<\/td>\n10127348<\/td>\n\u5f35\u6176\u677e<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n15<\/td>\n24.37<\/td>\n84.67 89.00<\/td>\n61<\/td>\n85.38<\/td>\n9<\/td>\n\u6b63\u53d69<\/td>\n11<\/td>\n11<\/td>\n60<\/td>\n<\/tr>\n
4<\/th>\n5<\/td>\n10129065<\/td>\n\u674e\u5fc3\u6021<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n10<\/td>\n24.12<\/td>\n86.00 89.00<\/td>\n61.4<\/td>\n85.53<\/td>\n8<\/td>\n\u6b63\u53d68<\/td>\n13<\/td>\n13<\/td>\n61<\/td>\n<\/tr>\n
5<\/th>\n6<\/td>\n10148374<\/td>\n\u6731\u4f69\u73ca<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n11<\/td>\n23.37<\/td>\n81.00 85.33<\/td>\n58.43<\/td>\n81.81<\/td>\n30<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n12<\/td>\n11<\/td>\n59<\/td>\n<\/tr>\n
6<\/th>\n7<\/td>\n10159940<\/td>\n\u675c\u6021\u5a77<\/td>\n1<\/td>\n13<\/td>\n11<\/td>\n14<\/td>\n24.5<\/td>\n81.00 85.67<\/td>\n58.56<\/td>\n83.07<\/td>\n23<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n10<\/td>\n12<\/td>\n60<\/td>\n<\/tr>\n
7<\/th>\n8<\/td>\n10163034<\/td>\n\u5f6d\u7def\u807f<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n24.37<\/td>\n78.67 84.67<\/td>\n57.46<\/td>\n81.84<\/td>\n29<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n12<\/td>\n13<\/td>\n61<\/td>\n<\/tr>\n
8<\/th>\n9<\/td>\n10170573<\/td>\n\u856d\u60e0\u541b<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n12<\/td>\n23.87<\/td>\n77.67 84.00<\/td>\n56.9<\/td>\n80.78<\/td>\n37<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\n<\/tr>\n
9<\/th>\n10<\/td>\n10172046<\/td>\n\u694a\u54f2\u9298<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n24.12<\/td>\n80.33 85.00<\/td>\n58.09<\/td>\n82.22<\/td>\n27<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n13<\/td>\n12<\/td>\n61<\/td>\n<\/tr>\n
10<\/th>\n11<\/td>\n10173537<\/td>\n\u674e\u99a8\u6167<\/td>\n1<\/td>\n13<\/td>\n13<\/td>\n11<\/td>\n23.75<\/td>\n84.67 86.33<\/td>\n59.93<\/td>\n83.68<\/td>\n18<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\n<\/tr>\n
11<\/th>\n12<\/td>\n10178838<\/td>\n\u4f55\u4f91\u52ad<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n12<\/td>\n24.12<\/td>\n85.67 0.00<\/td>\n25.7<\/td>\n49.83<\/td>\n##<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u901a\u904e\u6307 \u5b9a\u9805\u76ee\u6aa2\u5b9a<\/td>\n11<\/td>\n12<\/td>\n60<\/td>\n<\/tr>\n
12<\/th>\n13<\/td>\n10181637<\/td>\n\u6d2a\u9752\u51f1<\/td>\n1<\/td>\n12<\/td>\n14<\/td>\n11<\/td>\n23.75<\/td>\n81.33 84.33<\/td>\n58.13<\/td>\n81.88<\/td>\n28<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\n<\/tr>\n
13<\/th>\n14<\/td>\n10195746<\/td>\n\u6bdb\u5f65\u5fd7<\/td>\n1<\/td>\n12<\/td>\n14<\/td>\n11<\/td>\n22.75<\/td>\n80.67 85.00<\/td>\n58.2<\/td>\n80.95<\/td>\n35<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n12<\/td>\n9<\/td>\n58<\/td>\n<\/tr>\n
14<\/th>\n15<\/td>\n10196244<\/td>\n\u9ec3\u555f\u658c<\/td>\n1<\/td>\n14<\/td>\n13<\/td>\n11<\/td>\n24.12<\/td>\n80.67 81.33<\/td>\n56.73<\/td>\n80.86<\/td>\n36<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n12<\/td>\n11<\/td>\n61<\/td>\n<\/tr>\n
15<\/th>\n16<\/td>\n10208250<\/td>\n\u5433\u5411\u60df<\/td>\n1<\/td>\n12<\/td>\n13<\/td>\n11<\/td>\n23.12<\/td>\n86.67 88.00<\/td>\n61.2<\/td>\n84.33<\/td>\n15<\/td>\n\u6b63\u53d615<\/td>\n11<\/td>\n11<\/td>\n58<\/td>\n<\/tr>\n
16<\/th>\n17<\/td>\n10213841<\/td>\n\u912d\u5b87\u7444<\/td>\n1<\/td>\n12<\/td>\n12<\/td>\n13<\/td>\n24<\/td>\n80.33 81.67<\/td>\n56.76<\/td>\n80.77<\/td>\n38<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n12<\/td>\n11<\/td>\n60<\/td>\n<\/tr>\n
17<\/th>\n18<\/td>\n10214143<\/td>\n\u674e\u6db5\u8fea<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n10<\/td>\n22.62<\/td>\n81.33 77.67<\/td>\n55.46<\/td>\n78.09<\/td>\n42<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\n<\/tr>\n
18<\/th>\n19<\/td>\n10218344<\/td>\n\u9673\u5982\u541b<\/td>\n1<\/td>\n11<\/td>\n13<\/td>\n8<\/td>\n22.5<\/td>\n87.67 91.33<\/td>\n62.83<\/td>\n85.33<\/td>\n10<\/td>\n\u6b63\u53d610<\/td>\n14<\/td>\n12<\/td>\n58<\/td>\n<\/tr>\n
19<\/th>\n20<\/td>\n10221035<\/td>\n\u9673\u6167\u767c<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n14<\/td>\n24.87<\/td>\n83.00 85.67<\/td>\n59.16<\/td>\n84.04<\/td>\n16<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n13<\/td>\n12<\/td>\n62<\/td>\n<\/tr>\n
20<\/th>\n21<\/td>\n10221861<\/td>\n\u738b\u8056\u5168<\/td>\n1<\/td>\n13<\/td>\n10<\/td>\n12<\/td>\n23.87<\/td>\n81.33 88.33<\/td>\n59.73<\/td>\n83.61<\/td>\n19<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n13<\/td>\n12<\/td>\n60<\/td>\n<\/tr>\n
21<\/th>\n22<\/td>\n10223472<\/td>\n\u738b\u82b3\u7fbd<\/td>\n1<\/td>\n12<\/td>\n11<\/td>\n11<\/td>\n23.62<\/td>\n89.00 89.00<\/td>\n62.3<\/td>\n85.93<\/td>\n4<\/td>\n\u6b63\u53d64<\/td>\n14<\/td>\n12<\/td>\n60<\/td>\n<\/tr>\n
22<\/th>\n23<\/td>\n10224674<\/td>\n\u6797\u51f1\u921e<\/td>\n1<\/td>\n14<\/td>\n11<\/td>\n10<\/td>\n23.87<\/td>\n85.67 84.00<\/td>\n59.3<\/td>\n83.18<\/td>\n22<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n14<\/td>\n12<\/td>\n61<\/td>\n<\/tr>\n
23<\/th>\n24<\/td>\n10234247<\/td>\n\u6d2a\u739f\u541b<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n8<\/td>\n22.62<\/td>\n84.00 81.00<\/td>\n57.6<\/td>\n80.23<\/td>\n40<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n13<\/td>\n12<\/td>\n58<\/td>\n<\/tr>\n
24<\/th>\n25<\/td>\n10235547<\/td>\n\u5f35\u921e\u5143<\/td>\n1<\/td>\n12<\/td>\n8<\/td>\n14<\/td>\n23.75<\/td>\n82.33 83.33<\/td>\n58.03<\/td>\n81.78<\/td>\n31<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n13<\/td>\n12<\/td>\n59<\/td>\n<\/tr>\n
25<\/th>\n26<\/td>\n10240760<\/td>\n\u8449\u8aa0\u59a4<\/td>\n1<\/td>\n12<\/td>\n9<\/td>\n12<\/td>\n23.37<\/td>\n82.00 88.67<\/td>\n60.06<\/td>\n83.44<\/td>\n20<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n12<\/td>\n13<\/td>\n58<\/td>\n<\/tr>\n
26<\/th>\n27<\/td>\n10244938<\/td>\n\u5f35\u7acb\u767d<\/td>\n1<\/td>\n11<\/td>\n14<\/td>\n11<\/td>\n23.37<\/td>\n81.67 84.33<\/td>\n58.23<\/td>\n81.61<\/td>\n33<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n12<\/td>\n11<\/td>\n59<\/td>\n<\/tr>\n
27<\/th>\n28<\/td>\n10245260<\/td>\n\u6797\u5b8f\u6210<\/td>\n1<\/td>\n13<\/td>\n12<\/td>\n8<\/td>\n22.37<\/td>\n87.67 86.67<\/td>\n60.96<\/td>\n83.34<\/td>\n21<\/td>\n\u4e0d\u9304\u53d6\uff0c\u672a\u9054\u6700\u4f4e \u9304\u53d6\u5206\u6578<\/td>\n14<\/td>\n11<\/td>\n58<\/td>\n<\/tr>\n
28<\/th>\n29<\/td>\n10247745<\/td>\n\u8a31\u9756\u96ef<\/td>\n1<\/td>\n13<\/td>\n11<\/td>\n12<\/td>\n23.75<\/td>\n86.00 88.67<\/td>\n61.26<\/td>\n85.02<\/td>\n11<\/td>\n\u6b63\u53d611<\/td>\n11<\/td>\n12<\/td>\n59<\/td>\n<\/tr>\n
29<\/th>\n30<\/td>\n10249766<\/td>\n\u5f35\u5609\u4f91<\/td>\n1<\/td>\n11<\/td>\n12<\/td>\n10<\/td>\n23.12<\/td>\n85.00 89.33<\/td>\n61.23<\/td>\n84.36<\/td>\n14<\/td>\n\u6b63\u53d614<\/td>\n12<\/td>\n13<\/td>\n58<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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\u8abf\u6574\u6b04\u4f4d\u9806\u5e8f\uff0c\u5c07[‘\u793e\u6703’, ‘\u81ea\u7136’, ‘\u7e3d\u7d1a\u5206’]\u653e\u5230\u300c\u6578\u5b78\u300d\u5f8c\u9762<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
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In [13]:<\/div>\n
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<\/span>cols<\/span> =<\/span> df_final<\/span>.<\/span>columns<\/span>.<\/span>tolist<\/span>()<\/span>\ncols<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[13]:<\/div>\n
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['\u6392\u5e8f',\n '\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc',\n '\u8003\u751f\u59d3\u540d',\n '\u8eab\u5206\u4ee3\u78bc',\n '\u570b\u6587',\n '\u82f1\u6587',\n '\u6578\u5b78',\n '\u5b78\u79d1\u80fd\u529b\u6e2c\u9a57\u6210\u7e3e',\n '\u5be9\u67e5\u8cc7\u6599\u9762\u8a66',\n '\u6307\u5b9a\u9805\u76ee\u7504\u8a66\u6210\u7e3e',\n '\u500b\u4eba\u7533\u8acb\u7e3d\u6210\u7e3e',\n '\u540d\u6b21',\n '\u9644\u8a3b',\n '\u793e\u6703',\n '\u81ea\u7136',\n '\u7e3d\u7d1a\u5206']<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [14]:<\/div>\n
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<\/span>cols<\/span> =<\/span> cols<\/span>[:<\/span>7<\/span>]<\/span> +<\/span> cols<\/span>[<\/span>-<\/span>3<\/span>:]<\/span> +<\/span> cols<\/span>[<\/span>7<\/span>:<\/span>13<\/span>]<\/span>\ncols<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[14]:<\/div>\n
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['\u6392\u5e8f',\n '\u5b78\u6e2c\u61c9\u8a66\u865f\u78bc',\n '\u8003\u751f\u59d3\u540d',\n '\u8eab\u5206\u4ee3\u78bc',\n '\u570b\u6587',\n '\u82f1\u6587',\n '\u6578\u5b78',\n '\u793e\u6703',\n '\u81ea\u7136',\n '\u7e3d\u7d1a\u5206',\n '\u5b78\u79d1\u80fd\u529b\u6e2c\u9a57\u6210\u7e3e',\n '\u5be9\u67e5\u8cc7\u6599\u9762\u8a66',\n '\u6307\u5b9a\u9805\u76ee\u7504\u8a66\u6210\u7e3e',\n '\u500b\u4eba\u7533\u8acb\u7e3d\u6210\u7e3e',\n '\u540d\u6b21',\n '\u9644\u8a3b']<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [15]:<\/div>\n
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<\/span>df_final<\/span> =<\/span> df_final<\/span>[<\/span>cols<\/span>]<\/span>\ndf_final<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[15]:<\/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\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 83.67<\/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<\/td>\n83.33 92.33<\/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 81.67<\/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 89.00<\/td>\n61<\/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 89.00<\/td>\n61.4<\/td>\n85.53<\/td>\n8<\/td>\n\u6b63\u53d68<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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\u63a5\u4e0b\u4f86\u5c07\u300c\u5be9\u67e5\u8cc7\u6599\u9762\u8a66\u300d\u62c6\u6210\u300c\u5be9\u67e5\u8cc7\u6599\u300d\u548c\u300c\u9762\u8a66\u300d2\u500b\u6210\u7e3e\uff0c\u518d\u628a\u300c\u5be9\u67e5\u8cc7\u6599\u9762\u8a66\u300d\u522a\u9664<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
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In [16]:<\/div>\n
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<\/span>df_final<\/span>.<\/span>insert<\/span>(<\/span>11<\/span>,<\/span> '\u5be9\u67e5\u8cc7\u6599'<\/span>,<\/span> df_final<\/span>[<\/span>'\u5be9\u67e5\u8cc7\u6599\u9762\u8a66'<\/span>]<\/span>.<\/span>copy<\/span>()<\/span>.<\/span>str<\/span>[:<\/span>5<\/span>])<\/span>\ndf_final<\/span>.<\/span>insert<\/span>(<\/span>12<\/span>,<\/span> '\u9762\u8a66'<\/span>,<\/span> df_final<\/span>[<\/span>'\u5be9\u67e5\u8cc7\u6599\u9762\u8a66'<\/span>]<\/span>.<\/span>copy<\/span>()<\/span>.<\/span>str<\/span>[<\/span>-<\/span>5<\/span>:])<\/span>\n\ndf_final<\/span> =<\/span> df_final<\/span>.<\/span>drop<\/span>(<\/span>columns<\/span> =<\/span> '\u5be9\u67e5\u8cc7\u6599\u9762\u8a66'<\/span>)<\/span>\ndf_final<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[16]:<\/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<\/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<\/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>\n61.4<\/td>\n85.53<\/td>\n8<\/td>\n\u6b63\u53d68<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [ ]:<\/div>\n
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<\/span><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"
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