{"id":295,"date":"2020-01-14T09:53:00","date_gmt":"2020-01-14T01:53:00","guid":{"rendered":"https:\/\/kuo.us.to\/wordpress\/?p=295"},"modified":"2023-01-17T17:33:55","modified_gmt":"2023-01-17T09:33:55","slug":"python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98-pandas%e6%9b%b4%e6%94%b9%e6%ac%84%e4%bd%8d%e5%90%8d%e7%a8%b1","status":"publish","type":"post","link":"https:\/\/kuo.us.to\/wordpress\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/295\/","title":{"rendered":"Python\u5b78\u7fd2\u7b46\u8a18-Pandas\u66f4\u6539\u6b04\u4f4d\u540d\u7a31"},"content":{"rendered":"
\n
\n
\n

\u4ee5Pandas\u6a21\u7d44\u8b80\u53d6\u8cc7\u6599<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
\n
\n
In [1]:<\/div>\n
\n
\n
\n
<\/span>import<\/span> pandas<\/span> as<\/span> pd<\/span>\nurl<\/span>=<\/span>\"https:\/\/data.kcg.gov.tw\/dataset\/f91cb647-ab05-4474-9687-d918421ca3a4\/resource\/25c77fbc-950a-45eb-b91e-79b536fabae5\/download\/d00mei-yi03open-data-10801open-data1080401-1080630.xlsx\"<\/span>\ndf<\/span> =<\/span> pd<\/span>.<\/span>read_excel<\/span>(<\/span>url<\/span>)<\/span>\ndf<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
\n
\n
Out[1]:<\/div>\n
\n
\n\n\n\n\n\n\n\n\n\n
<\/th>\n\u7533\u5831\u7a2e\u985e<\/th>\n\u4ea4\u6613\u6a19\u7684\u7a2e\u985e<\/th>\n\u571f\u5730\u6578\u91cf<\/th>\n\u5efa\u7269\u6578\u91cf<\/th>\n\u8eca\u4f4d\u6578\u91cf<\/th>\n\u5e7e\u623f<\/th>\n\u5e7e\u5ef3<\/th>\n\u5e7e\u885b<\/th>\n\u6709\u7121\u9694\u9593<\/th>\n\u5efa\u7269\u578b\u614b<\/th>\n…<\/th>\n\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750<\/th>\n\u4ee3\u8868\u5efa\u865f\u7e3d\u5c64\u6578<\/th>\n\u4ee3\u8868\u5efa\u865f\u5efa\u7bc9\u5b8c\u6210\u65e5\u671f<\/th>\n\u4ee3\u8868\u5efa\u865f\u5c4b\u9f61<\/th>\n\u4ee3\u8868\u5efa\u865f\u5c64\u6b21<\/th>\n\u8eca\u4f4d\u7e3d\u50f9\u683c<\/th>\n\u8eca\u4f4d\u7e3d\u6301\u5206\u9762\u7a4d<\/th>\n\u5730\u5efa\u865f\u7bc4\u570d<\/th>\n\u884c\u653f\u5340<\/th>\n\u5730\u6bb5<\/th>\n<\/tr>\n<\/thead>\n
0<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n3.0<\/td>\n2.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u4e09\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n
1<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)+\u8eca\u4f4d<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\n3.0<\/td>\n2.0<\/td>\n3.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u4e03\u5c64<\/td>\n0.0<\/td>\n0.0<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n
2<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)+\u8eca\u4f4d<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\n3.0<\/td>\n2.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u4e94\u5c64<\/td>\n0.0<\/td>\n0.0<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n
3<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)+\u8eca\u4f4d<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\n3.0<\/td>\n2.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u5341\u4e00\u5c64<\/td>\n0.0<\/td>\n0.0<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n
4<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)+\u8eca\u4f4d<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\n3.0<\/td>\n2.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u5341\u4e09\u5c64<\/td>\n0.0<\/td>\n0.0<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
5 rows \u00d7 35 columns<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
<\/div>\n
\n
\n
\u5c07\u300c\u4ea4\u6613\u6a19\u7684\u7a2e\u985e\u300d\u6539\u70ba\u300c\u6a19\u7684\u300d<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
\n
\n
In [2]:<\/div>\n
\n
\n
\n
<\/span>df<\/span> =<\/span> df<\/span>.<\/span>rename<\/span>(<\/span>columns<\/span>=<\/span>{<\/span>'\u4ea4\u6613\u6a19\u7684\u7a2e\u985e'<\/span>:<\/span> '\u6a19\u7684'<\/span>})<\/span>\ndf<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
\n
\n
Out[2]:<\/div>\n
\n
\n\n\n\n\n\n\n\n\n\n
<\/th>\n\u7533\u5831\u7a2e\u985e<\/th>\n\u6a19\u7684<\/th>\n\u571f\u5730\u6578\u91cf<\/th>\n\u5efa\u7269\u6578\u91cf<\/th>\n\u8eca\u4f4d\u6578\u91cf<\/th>\n\u5e7e\u623f<\/th>\n\u5e7e\u5ef3<\/th>\n\u5e7e\u885b<\/th>\n\u6709\u7121\u9694\u9593<\/th>\n\u5efa\u7269\u578b\u614b<\/th>\n…<\/th>\n\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750<\/th>\n\u4ee3\u8868\u5efa\u865f\u7e3d\u5c64\u6578<\/th>\n\u4ee3\u8868\u5efa\u865f\u5efa\u7bc9\u5b8c\u6210\u65e5\u671f<\/th>\n\u4ee3\u8868\u5efa\u865f\u5c4b\u9f61<\/th>\n\u4ee3\u8868\u5efa\u865f\u5c64\u6b21<\/th>\n\u8eca\u4f4d\u7e3d\u50f9\u683c<\/th>\n\u8eca\u4f4d\u7e3d\u6301\u5206\u9762\u7a4d<\/th>\n\u5730\u5efa\u865f\u7bc4\u570d<\/th>\n\u884c\u653f\u5340<\/th>\n\u5730\u6bb5<\/th>\n<\/tr>\n<\/thead>\n
0<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n3.0<\/td>\n2.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u4e09\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n
1<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)+\u8eca\u4f4d<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\n3.0<\/td>\n2.0<\/td>\n3.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u4e03\u5c64<\/td>\n0.0<\/td>\n0.0<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n
2<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)+\u8eca\u4f4d<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\n3.0<\/td>\n2.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u4e94\u5c64<\/td>\n0.0<\/td>\n0.0<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n
3<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)+\u8eca\u4f4d<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\n3.0<\/td>\n2.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u5341\u4e00\u5c64<\/td>\n0.0<\/td>\n0.0<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n
4<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)+\u8eca\u4f4d<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\n3.0<\/td>\n2.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u5341\u4e09\u5c64<\/td>\n0.0<\/td>\n0.0<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
5 rows \u00d7 35 columns<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
<\/div>\n
\n
\n
\u5c07\u300c\u5efa\u7269\u6578\u91cf\u300d\u3001\u300c\u6709\u7121\u9694\u9593\u300d\u6539\u70ba\u300c\u4ea4\u6613\u6578\u91cf\u300d\u3001\u300c\u9694\u9593\u78ba\u8a8d\u300d<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
\n
\n
In [3]:<\/div>\n
\n
\n
\n
<\/span>df<\/span> =<\/span> df<\/span>.<\/span>rename<\/span>(<\/span>columns<\/span>=<\/span>{<\/span>'\u5efa\u7269\u6578\u91cf'<\/span>:<\/span> '\u4ea4\u6613\u6578\u91cf'<\/span>,<\/span> '\u6709\u7121\u9694\u9593'<\/span>:<\/span> '\u9694\u9593\u78ba\u8a8d'<\/span>})<\/span>\ndf<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
\n
\n
Out[3]:<\/div>\n
\n
\n\n\n\n\n\n\n\n\n\n
<\/th>\n\u7533\u5831\u7a2e\u985e<\/th>\n\u6a19\u7684<\/th>\n\u571f\u5730\u6578\u91cf<\/th>\n\u4ea4\u6613\u6578\u91cf<\/th>\n\u8eca\u4f4d\u6578\u91cf<\/th>\n\u5e7e\u623f<\/th>\n\u5e7e\u5ef3<\/th>\n\u5e7e\u885b<\/th>\n\u9694\u9593\u78ba\u8a8d<\/th>\n\u5efa\u7269\u578b\u614b<\/th>\n…<\/th>\n\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750<\/th>\n\u4ee3\u8868\u5efa\u865f\u7e3d\u5c64\u6578<\/th>\n\u4ee3\u8868\u5efa\u865f\u5efa\u7bc9\u5b8c\u6210\u65e5\u671f<\/th>\n\u4ee3\u8868\u5efa\u865f\u5c4b\u9f61<\/th>\n\u4ee3\u8868\u5efa\u865f\u5c64\u6b21<\/th>\n\u8eca\u4f4d\u7e3d\u50f9\u683c<\/th>\n\u8eca\u4f4d\u7e3d\u6301\u5206\u9762\u7a4d<\/th>\n\u5730\u5efa\u865f\u7bc4\u570d<\/th>\n\u884c\u653f\u5340<\/th>\n\u5730\u6bb5<\/th>\n<\/tr>\n<\/thead>\n
0<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n3.0<\/td>\n2.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u4e09\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n
1<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)+\u8eca\u4f4d<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\n3.0<\/td>\n2.0<\/td>\n3.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u4e03\u5c64<\/td>\n0.0<\/td>\n0.0<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n
2<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)+\u8eca\u4f4d<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\n3.0<\/td>\n2.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u4e94\u5c64<\/td>\n0.0<\/td>\n0.0<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n
3<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)+\u8eca\u4f4d<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\n3.0<\/td>\n2.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u5341\u4e00\u5c64<\/td>\n0.0<\/td>\n0.0<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n
4<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)+\u8eca\u4f4d<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\n3.0<\/td>\n2.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u898b\u5176\u5b83\u767b\u8a18\u4e8b\u9805<\/td>\n15.0<\/td>\n1070830.0<\/td>\n1.0<\/td>\n\u5341\u4e09\u5c64<\/td>\n0.0<\/td>\n0.0<\/td>\n\u5efa\u570b\u56db\u8def151~180\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u4ec1\u6bb5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
5 rows \u00d7 35 columns<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
<\/div>\n
\n
\n
\u5176\u4ed6\u5beb\u6cd5\u53c3\u8003\u7db2\u5740\uff1a<\/a><\/h2>\n
https:\/\/stackoverflow.com\/questions\/11346283\/renaming-columns-in-pandas<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"
\u4ee5Pandas\u6a21\u7d44\u8b80\u53d6\u8cc7\u6599 In [1]: import pandas as pd url=”htt […]<\/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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}}},"categories":[4],"tags":[8,9,257,276,259],"author_meta":{"display_name":"mackuo","author_link":"https:\/\/kuo.us.to\/wordpress\/author\/mackuo\/"},"featured_img":null,"coauthors":[],"tax_additional":{"categories":{"linked":["Python\u5b78\u7fd2\u7b46\u8a18<\/a>"],"unlinked":["Python\u5b78\u7fd2\u7b46\u8a18<\/span>"]},"tags":{"linked":["Pandas<\/a>","Python<\/a>","read_excel<\/a>","\u66f4\u6539\u6b04\u4f4d\u540d\u7a31<\/a>","\u6b04\u4f4d\u540d\u7a31<\/a>"],"unlinked":["Pandas<\/span>","Python<\/span>","read_excel<\/span>","\u66f4\u6539\u6b04\u4f4d\u540d\u7a31<\/span>","\u6b04\u4f4d\u540d\u7a31<\/span>"]}},"comment_count":"1","relative_dates":{"created":"Posted 6 \u5e74 ago","modified":"Updated 3 \u5e74 ago"},"absolute_dates":{"created":"Posted on 2020 \u5e74 1 \u6708 14 \u65e5","modified":"Updated on 2023 \u5e74 1 \u6708 17 \u65e5"},"absolute_dates_time":{"created":"Posted on 2020 \u5e74 1 \u6708 14 \u65e5 \u4e0a\u5348 9:53","modified":"Updated on 2023 \u5e74 1 \u6708 17 \u65e5 \u4e0b\u5348 5:33"},"featured_img_caption":"","series_order":"","_links":{"self":[{"href":"https:\/\/kuo.us.to\/wordpress\/wp-json\/wp\/v2\/posts\/295"}],"collection":[{"href":"https:\/\/kuo.us.to\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kuo.us.to\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kuo.us.to\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/kuo.us.to\/wordpress\/wp-json\/wp\/v2\/comments?post=295"}],"version-history":[{"count":1,"href":"https:\/\/kuo.us.to\/wordpress\/wp-json\/wp\/v2\/posts\/295\/revisions"}],"predecessor-version":[{"id":662,"href":"https:\/\/kuo.us.to\/wordpress\/wp-json\/wp\/v2\/posts\/295\/revisions\/662"}],"wp:attachment":[{"href":"https:\/\/kuo.us.to\/wordpress\/wp-json\/wp\/v2\/media?parent=295"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kuo.us.to\/wordpress\/wp-json\/wp\/v2\/categories?post=295"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kuo.us.to\/wordpress\/wp-json\/wp\/v2\/tags?post=295"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}