{"id":292,"date":"2020-05-11T14:44:00","date_gmt":"2020-05-11T06:44:00","guid":{"rendered":""},"modified":"2023-01-17T17:27:46","modified_gmt":"2023-01-17T09:27:46","slug":"python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98-pandas%e6%89%b9%e6%ac%a1%e8%ae%80%e5%8f%96105-108%e5%ad%b8%e5%b9%b4%e5%ba%a6%e5%a4%a7%e5%b0%88%e6%a0%a1%e9%99%a2%e5%ad%b8%e7%94%9f%e4%ba%ba%e6%95%b8%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/kuo.us.to\/wordpress\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/292\/","title":{"rendered":"Python\u5b78\u7fd2\u7b46\u8a18-Pandas\u6279\u6b21\u8b80\u53d6105-108\u5b78\u5e74\u5ea6\u5927\u5c08\u6821\u9662\u5b78\u751f\u4eba\u6578\uff0c\u7d71\u8a08\u5404\u5b78\u5e74\u5ea6\u5b78\u6821\u5408\u8a08\u5b78\u751f\u6578!!"},"content":{"rendered":"
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import<\/span> pandas<\/span> as<\/span> pd<\/span>\nimport<\/span> os<\/span>\npath<\/span> =<\/span> os<\/span>.<\/span>getcwd<\/span>()<\/span><\/pre>\n
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\u76f8\u95dc\u6a94\u6848\u53ef\u53c3\u8003\u4ee5\u4e0b\u7db2\u5740\u4e0b\u8f09\uff1a<\/pre>\n
https:\/\/depart.moe.edu.tw\/ED4500\/News_Content.aspx?n=5A930C32CC6C3818&sms=91B3AAE8C6388B96&s=596D9D77281BE257<\/a><\/pre>\n
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# List files:<\/span>\nfiles<\/span> =<\/span> os<\/span>.<\/span>listdir<\/span>(<\/span>path<\/span>)<\/span>\n\n
# \u5370\u51fa\u76ee\u9304\u4e0b\u6240\u6709\u6a94\u6848\u540d\u7a31<\/span><\/pre>\n
print<\/span>(<\/span>files<\/span>)<\/span><\/pre>\n
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# \u9078\u64c7\u6a94\u6848\u540d\u7a31\u7b2c4-10\u78bc\u70ba\u300cstudent\u300d\u7684\u6a94\u6848<\/span><\/pre>\n
files_xls<\/span> =<\/span> [<\/span>f<\/span> for<\/span> f<\/span> in<\/span> files<\/span> if<\/span> f<\/span>[<\/span>4<\/span>:<\/span>11<\/span>]<\/span> ==<\/span> 'student'<\/span>]<\/span>\nprint<\/span>(<\/span>files_xls<\/span>)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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['105_student.xls', '106_student.xls', '107_student.xls', '108_student.xls']\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [2]:<\/div>\n
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<\/span>df<\/span> =<\/span> pd<\/span>.<\/span>DataFrame<\/span>()<\/span>\nfor<\/span> f<\/span> in<\/span> files_xls<\/span>:<\/span><\/pre>\n
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    # \u6279\u6b21\u8b80\u5165excel\u6a94\uff0c\u5f9e\u7b2c3\u5217\u958b\u59cb<\/span><\/pre>\n
data<\/span> =<\/span> pd<\/span>.<\/span>read_excel<\/span>(<\/span>f<\/span>,<\/span> skiprows<\/span> =<\/span> 2<\/span>)<\/span><\/p>\n
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    # \u65b0\u589e\u300c\u5b78\u5e74\u300d\u6b04\u4f4d<\/span><\/pre>\n
data<\/span>[<\/span>'\u5b78\u5e74'<\/span>]<\/span> =<\/span> int<\/span>(<\/span>f<\/span>[:<\/span>3<\/span>])<\/span>    df<\/span> =<\/span> df<\/span>.<\/span>append<\/span>(<\/span>data<\/span>)<\/span>df<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[2]:<\/div>\n
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<\/th>\n\u5b78\u6821\u4ee3\u78bc<\/th>\n\u5b78\u6821\u540d\u7a31<\/th>\n\u65e5\u9593\u2215\u9032\u4fee\u5225<\/th>\n\u7b49\u7d1a\u5225<\/th>\n\u7e3d\u8a08<\/th>\n\u7537\u751f\u8a08<\/th>\n\u5973\u751f\u8a08<\/th>\n\u4e00\u5e74\u7d1a\u7537\u751f<\/th>\n\u4e00\u5e74\u7d1a\u5973\u751f<\/th>\n\u4e8c\u5e74\u7d1a\u7537\u751f<\/th>\n…<\/th>\n\u4e94\u5e74\u7d1a\u5973\u751f<\/th>\n\u516d\u5e74\u7d1a\u7537\u751f<\/th>\n\u516d\u5e74\u7d1a\u5973\u751f<\/th>\n\u4e03\u5e74\u7d1a\u7537\u751f<\/th>\n\u4e03\u5e74\u7d1a\u5973\u751f<\/th>\n\u5ef6\u4fee\u751f\u7537\u751f<\/th>\n\u5ef6\u4fee\u751f\u5973\u751f<\/th>\n\u7e23\u5e02\u540d\u7a31<\/th>\n\u9ad4\u7cfb\u5225<\/th>\n\u5b78\u5e74<\/th>\n<\/tr>\n<\/thead>\n
0<\/th>\n1<\/td>\n\u570b\u7acb\u653f\u6cbb\u5927\u5b78<\/td>\nD \u65e5<\/td>\nD \u535a\u58eb<\/td>\n981<\/td>\n605<\/td>\n376<\/td>\n113<\/td>\n66<\/td>\n91<\/td>\n…<\/td>\n48<\/td>\n84<\/td>\n40<\/td>\n64<\/td>\n33<\/td>\n–<\/td>\n–<\/td>\n30 \u81fa\u5317\u5e02<\/td>\n1 \u4e00\u822c<\/td>\n105<\/td>\n<\/tr>\n
1<\/th>\n1<\/td>\n\u570b\u7acb\u653f\u6cbb\u5927\u5b78<\/td>\nD \u65e5<\/td>\nM \u78a9\u58eb<\/td>\n3962<\/td>\n1808<\/td>\n2154<\/td>\n617<\/td>\n755<\/td>\n622<\/td>\n…<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n30 \u81fa\u5317\u5e02<\/td>\n1 \u4e00\u822c<\/td>\n105<\/td>\n<\/tr>\n
2<\/th>\n1<\/td>\n\u570b\u7acb\u653f\u6cbb\u5927\u5b78<\/td>\nD \u65e5<\/td>\nB \u5b78\u58eb<\/td>\n9711<\/td>\n3912<\/td>\n5799<\/td>\n872<\/td>\n1347<\/td>\n1017<\/td>\n…<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n327<\/td>\n455<\/td>\n30 \u81fa\u5317\u5e02<\/td>\n1 \u4e00\u822c<\/td>\n105<\/td>\n<\/tr>\n
3<\/th>\n1<\/td>\n\u570b\u7acb\u653f\u6cbb\u5927\u5b78<\/td>\nN \u8077<\/td>\nM \u78a9\u58eb<\/td>\n1718<\/td>\n882<\/td>\n836<\/td>\n281<\/td>\n297<\/td>\n261<\/td>\n…<\/td>\n30<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n30 \u81fa\u5317\u5e02<\/td>\n1 \u4e00\u822c<\/td>\n105<\/td>\n<\/tr>\n
4<\/th>\n2<\/td>\n\u570b\u7acb\u6e05\u83ef\u5927\u5b78<\/td>\nD \u65e5<\/td>\nD \u535a\u58eb<\/td>\n1645<\/td>\n1264<\/td>\n381<\/td>\n235<\/td>\n83<\/td>\n205<\/td>\n…<\/td>\n46<\/td>\n125<\/td>\n43<\/td>\n173<\/td>\n54<\/td>\n–<\/td>\n–<\/td>\n18 \u65b0\u7af9\u5e02<\/td>\n1 \u4e00\u822c<\/td>\n105<\/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…<\/td>\n…<\/td>\n…<\/td>\n…<\/td>\n<\/tr>\n
789<\/th>\n1293<\/td>\n\u5d07\u4ec1\u91ab\u8b77\u7ba1\u7406\u5c08\u79d1\u5b78\u6821<\/td>\nD \u65e5<\/td>\n5 \u4e94\u5c08<\/td>\n3330<\/td>\n410<\/td>\n2920<\/td>\n81<\/td>\n584<\/td>\n87<\/td>\n…<\/td>\n564<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n11<\/td>\n44<\/td>\n10 \u5609\u7fa9\u7e23<\/td>\n2 \u6280\u8077<\/td>\n108<\/td>\n<\/tr>\n
790<\/th>\n3002<\/td>\n\u81fa\u5317\u5e02\u7acb\u5927\u5b78<\/td>\nD \u65e5<\/td>\nD \u535a\u58eb<\/td>\n234<\/td>\n101<\/td>\n133<\/td>\n14<\/td>\n19<\/td>\n14<\/td>\n…<\/td>\n15<\/td>\n10<\/td>\n17<\/td>\n19<\/td>\n30<\/td>\n–<\/td>\n–<\/td>\n30 \u81fa\u5317\u5e02<\/td>\n1 \u4e00\u822c<\/td>\n108<\/td>\n<\/tr>\n
791<\/th>\n3002<\/td>\n\u81fa\u5317\u5e02\u7acb\u5927\u5b78<\/td>\nD \u65e5<\/td>\nM \u78a9\u58eb<\/td>\n1215<\/td>\n420<\/td>\n795<\/td>\n156<\/td>\n242<\/td>\n105<\/td>\n…<\/td>\n37<\/td>\n12<\/td>\n27<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n30 \u81fa\u5317\u5e02<\/td>\n1 \u4e00\u822c<\/td>\n108<\/td>\n<\/tr>\n
792<\/th>\n3002<\/td>\n\u81fa\u5317\u5e02\u7acb\u5927\u5b78<\/td>\nD \u65e5<\/td>\nB \u5b78\u58eb<\/td>\n5270<\/td>\n2335<\/td>\n2935<\/td>\n569<\/td>\n738<\/td>\n527<\/td>\n…<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n166<\/td>\n140<\/td>\n30 \u81fa\u5317\u5e02<\/td>\n1 \u4e00\u822c<\/td>\n108<\/td>\n<\/tr>\n
793<\/th>\n3002<\/td>\n\u81fa\u5317\u5e02\u7acb\u5927\u5b78<\/td>\nN \u8077<\/td>\nM \u78a9\u58eb<\/td>\n1090<\/td>\n298<\/td>\n792<\/td>\n107<\/td>\n274<\/td>\n87<\/td>\n…<\/td>\n44<\/td>\n15<\/td>\n25<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n–<\/td>\n30 \u81fa\u5317\u5e02<\/td>\n1 \u4e00\u822c<\/td>\n108<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
3295 rows \u00d7 26 columns<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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In [3]:<\/div>\n
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<\/span>df<\/span> =<\/span> df<\/span>[[<\/span>'\u5b78\u6821\u4ee3\u78bc'<\/span>,<\/span> '\u5b78\u5e74'<\/span>,<\/span> '\u5b78\u6821\u540d\u7a31'<\/span>,<\/span> '\u7b49\u7d1a\u5225'<\/span>,<\/span> '\u7e3d\u8a08'<\/span>]]<\/span>\ndf<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[3]:<\/div>\n
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<\/th>\n\u5b78\u6821\u4ee3\u78bc<\/th>\n\u5b78\u5e74<\/th>\n\u5b78\u6821\u540d\u7a31<\/th>\n\u7b49\u7d1a\u5225<\/th>\n\u7e3d\u8a08<\/th>\n<\/tr>\n<\/thead>\n
0<\/th>\n1<\/td>\n105<\/td>\n\u570b\u7acb\u653f\u6cbb\u5927\u5b78<\/td>\nD \u535a\u58eb<\/td>\n981<\/td>\n<\/tr>\n
1<\/th>\n1<\/td>\n105<\/td>\n\u570b\u7acb\u653f\u6cbb\u5927\u5b78<\/td>\nM \u78a9\u58eb<\/td>\n3962<\/td>\n<\/tr>\n
2<\/th>\n1<\/td>\n105<\/td>\n\u570b\u7acb\u653f\u6cbb\u5927\u5b78<\/td>\nB \u5b78\u58eb<\/td>\n9711<\/td>\n<\/tr>\n
3<\/th>\n1<\/td>\n105<\/td>\n\u570b\u7acb\u653f\u6cbb\u5927\u5b78<\/td>\nM \u78a9\u58eb<\/td>\n1718<\/td>\n<\/tr>\n
4<\/th>\n2<\/td>\n105<\/td>\n\u570b\u7acb\u6e05\u83ef\u5927\u5b78<\/td>\nD \u535a\u58eb<\/td>\n1645<\/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 [4]:<\/div>\n
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<\/span>df<\/span> =<\/span> df<\/span>.<\/span>groupby<\/span>([<\/span>'\u5b78\u6821\u4ee3\u78bc'<\/span>,<\/span> '\u5b78\u6821\u540d\u7a31'<\/span>,<\/span> '\u5b78\u5e74'<\/span>])<\/span>.<\/span>sum<\/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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<\/th>\n<\/th>\n<\/th>\n\u7e3d\u8a08<\/th>\n<\/tr>\n
\u5b78\u6821\u4ee3\u78bc<\/th>\n\u5b78\u6821\u540d\u7a31<\/th>\n\u5b78\u5e74<\/th>\n<\/th>\n<\/tr>\n<\/thead>\n
1<\/th>\n\u570b\u7acb\u653f\u6cbb\u5927\u5b78<\/th>\n105<\/th>\n16372<\/td>\n<\/tr>\n
106<\/th>\n16353<\/td>\n<\/tr>\n
107<\/th>\n16343<\/td>\n<\/tr>\n
108<\/th>\n16390<\/td>\n<\/tr>\n
2<\/th>\n\u570b\u7acb\u6e05\u83ef\u5927\u5b78<\/th>\n105<\/th>\n12466<\/td>\n<\/tr>\n
…<\/th>\n…<\/th>\n…<\/th>\n…<\/td>\n<\/tr>\n
1293<\/th>\n\u5d07\u4ec1\u91ab\u8b77\u7ba1\u7406\u5c08\u79d1\u5b78\u6821<\/th>\n108<\/th>\n3330<\/td>\n<\/tr>\n
3002<\/th>\n\u81fa\u5317\u5e02\u7acb\u5927\u5b78<\/th>\n105<\/th>\n7631<\/td>\n<\/tr>\n
106<\/th>\n7675<\/td>\n<\/tr>\n
107<\/th>\n7774<\/td>\n<\/tr>\n
108<\/th>\n7809<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
620 rows \u00d7 1 columns<\/p>\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>df<\/span> =<\/span> df<\/span>.<\/span>unstack<\/span>(<\/span>2<\/span>)<\/span>\ndf<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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Out[5]:<\/div>\n
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<\/th>\n<\/th>\n\u7e3d\u8a08<\/th>\n<\/tr>\n
<\/th>\n\u5b78\u5e74<\/th>\n105<\/th>\n106<\/th>\n107<\/th>\n108<\/th>\n<\/tr>\n
\u5b78\u6821\u4ee3\u78bc<\/th>\n\u5b78\u6821\u540d\u7a31<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/th>\n<\/tr>\n<\/thead>\n
1<\/th>\n\u570b\u7acb\u653f\u6cbb\u5927\u5b78<\/th>\n16372.0<\/td>\n16353.0<\/td>\n16343.0<\/td>\n16390.0<\/td>\n<\/tr>\n
2<\/th>\n\u570b\u7acb\u6e05\u83ef\u5927\u5b78<\/th>\n12466.0<\/td>\n16664.0<\/td>\n16657.0<\/td>\n16678.0<\/td>\n<\/tr>\n
3<\/th>\n\u570b\u7acb\u81fa\u7063\u5927\u5b78<\/th>\n31783.0<\/td>\n31802.0<\/td>\n31745.0<\/td>\n31945.0<\/td>\n<\/tr>\n
4<\/th>\n\u570b\u7acb\u81fa\u7063\u5e2b\u7bc4\u5927\u5b78<\/th>\n15307.0<\/td>\n15426.0<\/td>\n15582.0<\/td>\n15716.0<\/td>\n<\/tr>\n
5<\/th>\n\u570b\u7acb\u6210\u529f\u5927\u5b78<\/th>\n21119.0<\/td>\n21252.0<\/td>\n21276.0<\/td>\n21456.0<\/td>\n<\/tr>\n
…<\/th>\n…<\/th>\n…<\/td>\n…<\/td>\n…<\/td>\n…<\/td>\n<\/tr>\n
1290<\/th>\n\u5d07\u4ec1\u91ab\u8b77\u7ba1\u7406\u5c08\u79d1\u5b78\u6821<\/th>\n3478.0<\/td>\n3503.0<\/td>\nNaN<\/td>\nNaN<\/td>\n<\/tr>\n
1291<\/th>\n\u8056\u6bcd\u91ab\u8b77\u7ba1\u7406\u5c08\u79d1\u5b78\u6821<\/th>\n3525.0<\/td>\n3155.0<\/td>\n2777.0<\/td>\n2561.0<\/td>\n<\/tr>\n
1292<\/th>\n\u65b0\u751f\u91ab\u8b77\u7ba1\u7406\u5c08\u79d1\u5b78\u6821<\/th>\n6022.0<\/td>\n6024.0<\/td>\n6058.0<\/td>\n6031.0<\/td>\n<\/tr>\n
1293<\/th>\n\u5d07\u4ec1\u91ab\u8b77\u7ba1\u7406\u5c08\u79d1\u5b78\u6821<\/th>\nNaN<\/td>\nNaN<\/td>\n3392.0<\/td>\n3330.0<\/td>\n<\/tr>\n
3002<\/th>\n\u81fa\u5317\u5e02\u7acb\u5927\u5b78<\/th>\n7631.0<\/td>\n7675.0<\/td>\n7774.0<\/td>\n7809.0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
164 rows \u00d7 4 columns<\/p>\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":"
import pandas as pd import os path = os.getcwd() “”” \u76f8\u95dc 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