{"id":290,"date":"2020-11-13T15:22:00","date_gmt":"2020-11-13T07:22:00","guid":{"rendered":""},"modified":"2023-01-17T17:25:26","modified_gmt":"2023-01-17T09:25:26","slug":"python-numpy-where-np-where-%e6%87%89%e7%94%a8%e5%af%a6%e4%be%8b","status":"publish","type":"post","link":"https:\/\/kuo.us.to\/wordpress\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/290\/","title":{"rendered":"Python numpy.where (np.where) \u61c9\u7528\u5be6\u4f8b"},"content":{"rendered":"

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\u7dda\u4e0a\u8b80\u53d6\u9ad8\u96c4\u5e02108\u5e74\u7b2c1\u5b63\u4e0d\u52d5\u7522\u8cb7\u8ce3\u5be6\u50f9\u767b\u9304\u8cc7\u6599<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
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<\/span>import<\/span> pandas<\/span> as<\/span> pd<\/span>\nimport<\/span> numpy<\/span> as<\/span> np<\/span>\n\n# \u7dda\u4e0a\u8b80\u53d6\u9ad8\u96c4\u5e02108\u5e74\u7b2c1\u5b63\u4e0d\u52d5\u7522\u8cb7\u8ce3\u5be6\u50f9\u767b\u9304\u8cc7\u6599<\/span>\nurl<\/span>=<\/span>\"https:\/\/data.kcg.gov.tw\/dataset\/f91cb647-ab05-4474-9687-d918421ca3a4\/resource\/b087aca4-3b37-45f9-9c32-f72bcb6f148b\/download\/e00mei-yi03open-data-10801utf8open-data1080101-1080331.csv\"<\/span>\ndf<\/span> =<\/span> pd<\/span>.<\/span>read_csv<\/span>(<\/span>url<\/span>)<\/span>\ndf<\/span>.<\/span>head<\/span>()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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<\/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>\n3.0<\/td>\n1.0<\/td>\nNaN<\/td>\n2.0<\/td>\n1.0<\/td>\n2.0<\/td>\nY<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u92fc\u7b4b\u6df7\u51dd\u571f\u9020<\/td>\n3<\/td>\n870624.0<\/td>\n20.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u4e09\u5c64;\u5c4b\u9802\u7a81\u51fa\u7269;\u9a0e\u6a13<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5927\u667a\u8def91~120\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5927\u667a\u6bb5<\/td>\n<\/tr>\n
1<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n3.0<\/td>\n1.0<\/td>\nNaN<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\nY<\/td>\n\u5957\u623f(1\u623f(1\u5ef3)1\u885b)<\/td>\n…<\/td>\n\u92fc\u7b4b\u6df7\u51dd\u571f\u9020<\/td>\n12<\/td>\n681218.0<\/td>\n39.0<\/td>\n\u5341\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5e9c\u5317\u8def1~30\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5e9c\u5317\u6bb5\u4e94\u5c0f\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<\/td>\n1070830.0<\/td>\n0.0<\/td>\n\u516b\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<\/td>\n1070830.0<\/td>\n0.0<\/td>\n\u5341\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
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<\/td>\n1070830.0<\/td>\n0.0<\/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<\/tbody>\n<\/table>\n
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\u9996\u5148\u5c07\u300c\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750\u300d\u70ba\u300c\u92fc\u7b4b\u6df7\u51dd\u571f\u9020\u300d\u7684\u8cc7\u6599\u627e\u51fa\u4f86\uff0c\u7e3d\u5171\u67095303\u7b46<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
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In [2]:<\/div>\n
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<\/span>df<\/span>[<\/span>df<\/span>[<\/span>'\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750'<\/span>]<\/span> ==<\/span> '\u92fc\u7b4b\u6df7\u51dd\u571f\u9020'<\/span>]<\/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\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>\n3.0<\/td>\n1.0<\/td>\nNaN<\/td>\n2.0<\/td>\n1.0<\/td>\n2.0<\/td>\nY<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u92fc\u7b4b\u6df7\u51dd\u571f\u9020<\/td>\n3<\/td>\n870624.0<\/td>\n20.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u4e09\u5c64;\u5c4b\u9802\u7a81\u51fa\u7269;\u9a0e\u6a13<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5927\u667a\u8def91~120\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5927\u667a\u6bb5<\/td>\n<\/tr>\n
1<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n3.0<\/td>\n1.0<\/td>\nNaN<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\nY<\/td>\n\u5957\u623f(1\u623f(1\u5ef3)1\u885b)<\/td>\n…<\/td>\n\u92fc\u7b4b\u6df7\u51dd\u571f\u9020<\/td>\n12<\/td>\n681218.0<\/td>\n39.0<\/td>\n\u5341\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5e9c\u5317\u8def1~30\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5e9c\u5317\u6bb5\u4e94\u5c0f\u6bb5<\/td>\n<\/tr>\n
15<\/th>\n\u8cb7\u8ce3<\/td>\n\u5efa\u7269<\/td>\nNaN<\/td>\n1.0<\/td>\nNaN<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\nY<\/td>\n\u5957\u623f(1\u623f(1\u5ef3)1\u885b)<\/td>\n…<\/td>\n\u92fc\u7b4b\u6df7\u51dd\u571f\u9020<\/td>\n16<\/td>\n750217.0<\/td>\n33.0<\/td>\n\u4e03\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5317\u6597\u88571~30\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u9e7d\u58fd\u6bb5<\/td>\n<\/tr>\n
24<\/th>\n\u8cb7\u8ce3<\/td>\n\u5efa\u7269<\/td>\nNaN<\/td>\n1.0<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nN<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u92fc\u7b4b\u6df7\u51dd\u571f\u9020<\/td>\n12<\/td>\n700114.0<\/td>\n38.0<\/td>\n\u516b\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5e9c\u5317\u8def31~60\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5e9c\u5317\u6bb5\u4e94\u5c0f\u6bb5<\/td>\n<\/tr>\n
25<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n2.0<\/td>\n1.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u92fc\u7b4b\u6df7\u51dd\u571f\u9020<\/td>\n12<\/td>\n721209.0<\/td>\n35.0<\/td>\n\u4e94\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u4e03\u8ce2\u4e09\u8def31~60\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u798f\u6bb5<\/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
9625<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n32.0<\/td>\n2.0<\/td>\n32.0<\/td>\nY<\/td>\n\u8fb2\u820d<\/td>\n…<\/td>\n\u92fc\u7b4b\u6df7\u51dd\u571f\u9020<\/td>\n1<\/td>\n780116.0<\/td>\n30.0<\/td>\n\u4e00\u5c64;\u5730\u4e0b\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u65b0\u958b61~90\u865f<\/td>\n\u516d\u9f9c\u5340<\/td>\n\u4e0d\u8001\u6bb5<\/td>\n<\/tr>\n
9686<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n6.0<\/td>\n1.0<\/td>\n4.0<\/td>\nY<\/td>\n\u5176\u4ed6<\/td>\n…<\/td>\n\u92fc\u7b4b\u6df7\u51dd\u571f\u9020<\/td>\n2<\/td>\n890219.0<\/td>\n19.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u5c4b\u9802\u7a81\u51fa\u7269<\/td>\nNaN<\/td>\nNaN<\/td>\n\u65b0\u5a01241~270\u865f<\/td>\n\u516d\u9f9c\u5340<\/td>\n\u65b0\u6c11\u5e84\u6bb5<\/td>\n<\/tr>\n
9694<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nN<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u92fc\u7b4b\u6df7\u51dd\u571f\u9020<\/td>\nNaN<\/td>\n911024.0<\/td>\n16.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u4e09\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5149\u5fa9\u8def1~30\u865f<\/td>\n\u516d\u9f9c\u5340<\/td>\n\u7fa9\u5bf6\u6bb5<\/td>\n<\/tr>\n
9695<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n4.0<\/td>\n1.0<\/td>\n2.0<\/td>\nY<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u92fc\u7b4b\u6df7\u51dd\u571f\u9020<\/td>\n2<\/td>\n730510.0<\/td>\n35.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u6797\u68ee\u8def31\u5df71~30\u865f<\/td>\n\u7532\u4ed9\u5340<\/td>\n\u7532\u4ed9\u6bb5<\/td>\n<\/tr>\n
9701<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n2.0<\/td>\n1.0<\/td>\n3.0<\/td>\nY<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u92fc\u7b4b\u6df7\u51dd\u571f\u9020<\/td>\n2<\/td>\n750805.0<\/td>\n33.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u9a0e\u6a13<\/td>\nNaN<\/td>\nNaN<\/td>\n\u4ec1\u611b\u8def31~60\u865f<\/td>\n\u7532\u4ed9\u5340<\/td>\n\u516c\u9928\u6bb5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
5303 rows \u00d7 35 columns<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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\u5982\u679c\u6211\u5011\u8981\u628a\u300c\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750\u300d\u70ba\u300c\u92fc\u7b4b\u6df7\u51dd\u571f\u9020\u300d\uff0c\u6539\u6210\u300c\u6e2c\u8a66\u300d\uff0c\u53ef\u4ee5\u4f7f\u7528\u4e0b\u5217\u4e8c\u7a2e\u65b9\u5f0f\uff1a<\/a><\/h2>\n
\u7b2c\u4e00\u7a2e\uff1a\u4f7f\u7528Pandas\u7be9\u9078\u689d\u4ef6\u65b9\u5f0f\u3002<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
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In [3]:<\/div>\n
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<\/span>df1<\/span> =<\/span> df<\/span>.<\/span>copy<\/span>()<\/span>\ndf1<\/span>.<\/span>loc<\/span>[<\/span>df1<\/span>[<\/span>'\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750'<\/span>]<\/span> ==<\/span> '\u92fc\u7b4b\u6df7\u51dd\u571f\u9020'<\/span>,<\/span> '\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750'<\/span>]<\/span> =<\/span> '\u6e2c\u8a66'<\/span>\ndf1<\/span>[<\/span>df1<\/span>[<\/span>'\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750'<\/span>]<\/span> ==<\/span> '\u6e2c\u8a66'<\/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\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>\n3.0<\/td>\n1.0<\/td>\nNaN<\/td>\n2.0<\/td>\n1.0<\/td>\n2.0<\/td>\nY<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n3<\/td>\n870624.0<\/td>\n20.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u4e09\u5c64;\u5c4b\u9802\u7a81\u51fa\u7269;\u9a0e\u6a13<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5927\u667a\u8def91~120\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5927\u667a\u6bb5<\/td>\n<\/tr>\n
1<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n3.0<\/td>\n1.0<\/td>\nNaN<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\nY<\/td>\n\u5957\u623f(1\u623f(1\u5ef3)1\u885b)<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n12<\/td>\n681218.0<\/td>\n39.0<\/td>\n\u5341\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5e9c\u5317\u8def1~30\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5e9c\u5317\u6bb5\u4e94\u5c0f\u6bb5<\/td>\n<\/tr>\n
15<\/th>\n\u8cb7\u8ce3<\/td>\n\u5efa\u7269<\/td>\nNaN<\/td>\n1.0<\/td>\nNaN<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\nY<\/td>\n\u5957\u623f(1\u623f(1\u5ef3)1\u885b)<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n16<\/td>\n750217.0<\/td>\n33.0<\/td>\n\u4e03\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5317\u6597\u88571~30\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u9e7d\u58fd\u6bb5<\/td>\n<\/tr>\n
24<\/th>\n\u8cb7\u8ce3<\/td>\n\u5efa\u7269<\/td>\nNaN<\/td>\n1.0<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nN<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n12<\/td>\n700114.0<\/td>\n38.0<\/td>\n\u516b\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5e9c\u5317\u8def31~60\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5e9c\u5317\u6bb5\u4e94\u5c0f\u6bb5<\/td>\n<\/tr>\n
25<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n2.0<\/td>\n1.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n12<\/td>\n721209.0<\/td>\n35.0<\/td>\n\u4e94\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u4e03\u8ce2\u4e09\u8def31~60\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u798f\u6bb5<\/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
9625<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n32.0<\/td>\n2.0<\/td>\n32.0<\/td>\nY<\/td>\n\u8fb2\u820d<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n1<\/td>\n780116.0<\/td>\n30.0<\/td>\n\u4e00\u5c64;\u5730\u4e0b\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u65b0\u958b61~90\u865f<\/td>\n\u516d\u9f9c\u5340<\/td>\n\u4e0d\u8001\u6bb5<\/td>\n<\/tr>\n
9686<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n6.0<\/td>\n1.0<\/td>\n4.0<\/td>\nY<\/td>\n\u5176\u4ed6<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n2<\/td>\n890219.0<\/td>\n19.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u5c4b\u9802\u7a81\u51fa\u7269<\/td>\nNaN<\/td>\nNaN<\/td>\n\u65b0\u5a01241~270\u865f<\/td>\n\u516d\u9f9c\u5340<\/td>\n\u65b0\u6c11\u5e84\u6bb5<\/td>\n<\/tr>\n
9694<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nN<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\nNaN<\/td>\n911024.0<\/td>\n16.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u4e09\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5149\u5fa9\u8def1~30\u865f<\/td>\n\u516d\u9f9c\u5340<\/td>\n\u7fa9\u5bf6\u6bb5<\/td>\n<\/tr>\n
9695<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n4.0<\/td>\n1.0<\/td>\n2.0<\/td>\nY<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n2<\/td>\n730510.0<\/td>\n35.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u6797\u68ee\u8def31\u5df71~30\u865f<\/td>\n\u7532\u4ed9\u5340<\/td>\n\u7532\u4ed9\u6bb5<\/td>\n<\/tr>\n
9701<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n2.0<\/td>\n1.0<\/td>\n3.0<\/td>\nY<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n2<\/td>\n750805.0<\/td>\n33.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u9a0e\u6a13<\/td>\nNaN<\/td>\nNaN<\/td>\n\u4ec1\u611b\u8def31~60\u865f<\/td>\n\u7532\u4ed9\u5340<\/td>\n\u516c\u9928\u6bb5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
5303 rows \u00d7 35 columns<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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\u7b2c\u4e8c\u7a2e\uff1a\u4f7f\u7528numpy.where\u7be9\u9078\u689d\u4ef6\u65b9\u5f0f\u3002<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
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In [4]:<\/div>\n
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<\/span>df1<\/span> =<\/span> df<\/span>.<\/span>copy<\/span>()<\/span>\ndf1<\/span>[<\/span>'\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750'<\/span>]<\/span> =<\/span> np<\/span>.<\/span>where<\/span>(<\/span>df1<\/span>[<\/span>'\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750'<\/span>]<\/span> ==<\/span> '\u92fc\u7b4b\u6df7\u51dd\u571f\u9020'<\/span>,<\/span> '\u6e2c\u8a66'<\/span>,<\/span> df1<\/span>[<\/span>'\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750'<\/span>])<\/span>\ndf1<\/span>[<\/span>df1<\/span>[<\/span>'\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750'<\/span>]<\/span> ==<\/span> '\u6e2c\u8a66'<\/span>]<\/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\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>\n3.0<\/td>\n1.0<\/td>\nNaN<\/td>\n2.0<\/td>\n1.0<\/td>\n2.0<\/td>\nY<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n3<\/td>\n870624.0<\/td>\n20.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u4e09\u5c64;\u5c4b\u9802\u7a81\u51fa\u7269;\u9a0e\u6a13<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5927\u667a\u8def91~120\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5927\u667a\u6bb5<\/td>\n<\/tr>\n
1<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n3.0<\/td>\n1.0<\/td>\nNaN<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\nY<\/td>\n\u5957\u623f(1\u623f(1\u5ef3)1\u885b)<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n12<\/td>\n681218.0<\/td>\n39.0<\/td>\n\u5341\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5e9c\u5317\u8def1~30\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5e9c\u5317\u6bb5\u4e94\u5c0f\u6bb5<\/td>\n<\/tr>\n
15<\/th>\n\u8cb7\u8ce3<\/td>\n\u5efa\u7269<\/td>\nNaN<\/td>\n1.0<\/td>\nNaN<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\nY<\/td>\n\u5957\u623f(1\u623f(1\u5ef3)1\u885b)<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n16<\/td>\n750217.0<\/td>\n33.0<\/td>\n\u4e03\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5317\u6597\u88571~30\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u9e7d\u58fd\u6bb5<\/td>\n<\/tr>\n
24<\/th>\n\u8cb7\u8ce3<\/td>\n\u5efa\u7269<\/td>\nNaN<\/td>\n1.0<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nN<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n12<\/td>\n700114.0<\/td>\n38.0<\/td>\n\u516b\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5e9c\u5317\u8def31~60\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5e9c\u5317\u6bb5\u4e94\u5c0f\u6bb5<\/td>\n<\/tr>\n
25<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n2.0<\/td>\n1.0<\/td>\n2.0<\/td>\nY<\/td>\n\u4f4f\u5b85\u5927\u6a13(11F\u542b\u4ee5\u4e0a\u6709\u96fb\u68af)<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n12<\/td>\n721209.0<\/td>\n35.0<\/td>\n\u4e94\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u4e03\u8ce2\u4e09\u8def31~60\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u8208\u798f\u6bb5<\/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
9625<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n32.0<\/td>\n2.0<\/td>\n32.0<\/td>\nY<\/td>\n\u8fb2\u820d<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n1<\/td>\n780116.0<\/td>\n30.0<\/td>\n\u4e00\u5c64;\u5730\u4e0b\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u65b0\u958b61~90\u865f<\/td>\n\u516d\u9f9c\u5340<\/td>\n\u4e0d\u8001\u6bb5<\/td>\n<\/tr>\n
9686<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n6.0<\/td>\n1.0<\/td>\n4.0<\/td>\nY<\/td>\n\u5176\u4ed6<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n2<\/td>\n890219.0<\/td>\n19.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u5c4b\u9802\u7a81\u51fa\u7269<\/td>\nNaN<\/td>\nNaN<\/td>\n\u65b0\u5a01241~270\u865f<\/td>\n\u516d\u9f9c\u5340<\/td>\n\u65b0\u6c11\u5e84\u6bb5<\/td>\n<\/tr>\n
9694<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nN<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\nNaN<\/td>\n911024.0<\/td>\n16.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u4e09\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5149\u5fa9\u8def1~30\u865f<\/td>\n\u516d\u9f9c\u5340<\/td>\n\u7fa9\u5bf6\u6bb5<\/td>\n<\/tr>\n
9695<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n4.0<\/td>\n1.0<\/td>\n2.0<\/td>\nY<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n2<\/td>\n730510.0<\/td>\n35.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u6797\u68ee\u8def31\u5df71~30\u865f<\/td>\n\u7532\u4ed9\u5340<\/td>\n\u7532\u4ed9\u6bb5<\/td>\n<\/tr>\n
9701<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n1.0<\/td>\n1.0<\/td>\nNaN<\/td>\n2.0<\/td>\n1.0<\/td>\n3.0<\/td>\nY<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n2<\/td>\n750805.0<\/td>\n33.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u9a0e\u6a13<\/td>\nNaN<\/td>\nNaN<\/td>\n\u4ec1\u611b\u8def31~60\u865f<\/td>\n\u7532\u4ed9\u5340<\/td>\n\u516c\u9928\u6bb5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
5303 rows \u00d7 35 columns<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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numpy.where\u6709\u53e6\u5916\u4e00\u500b\u512a\u52e2\uff0c\u662f\u4f9d\u7be9\u9078\u689d\u4ef6\u627e\u51fa\u4f86\u7684\u8cc7\u6599\u6539\u6210\u7279\u5b9a\u503c\uff0c\u7136\u5f8c\u5c07\u300c\u975e\u7be9\u9078\u689d\u4ef6\u7684\u8cc7\u6599\u300d\u6539\u6210\u5176\u4ed6\u503c\u3002<\/a><\/h2>\n
\u4ee5\u4e0a\u4f8b\u800c\u8a00\uff0c\u6211\u5011\u53ef\u4ee5\u628a\u300c\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750\u300d\u70ba\u300c\u92fc\u7b4b\u6df7\u51dd\u571f\u9020\u300d\u7684\u503c\u6539\u6210\u300c\u6e2c\u8a66\u300d\uff0c\u7136\u5f8c\u5c07\u975e\u300c\u92fc\u7b4b\u6df7\u51dd\u571f\u9020\u300d\u7684\u503c\u6539\u6210\u300c\u92fc\u69cb\u300d\uff0c\u4e00\u6b21\u5beb\u5165\u4e8c\u500b\u503c<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n
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In [5]:<\/div>\n
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<\/span>df1<\/span> =<\/span> df<\/span>.<\/span>copy<\/span>()<\/span>\ndf1<\/span>[<\/span>'\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750'<\/span>]<\/span> =<\/span> np<\/span>.<\/span>where<\/span>(<\/span>df1<\/span>[<\/span>'\u4ee3\u8868\u5efa\u865f\u4e3b\u8981\u5efa\u6750'<\/span>]<\/span> ==<\/span> '\u92fc\u7b4b\u6df7\u51dd\u571f\u9020'<\/span>,<\/span> '\u6e2c\u8a66'<\/span>,<\/span> '\u92fc\u69cb'<\/span>)<\/span>\ndf1<\/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\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>\n3.0<\/td>\n1.0<\/td>\nNaN<\/td>\n2.0<\/td>\n1.0<\/td>\n2.0<\/td>\nY<\/td>\n\u900f\u5929\u539d<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n3<\/td>\n870624.0<\/td>\n20.0<\/td>\n\u4e00\u5c64;\u4e8c\u5c64;\u4e09\u5c64;\u5c4b\u9802\u7a81\u51fa\u7269;\u9a0e\u6a13<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5927\u667a\u8def91~120\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5927\u667a\u6bb5<\/td>\n<\/tr>\n
1<\/th>\n\u8cb7\u8ce3<\/td>\n\u623f\u5730(\u571f\u5730+\u5efa\u7269)<\/td>\n3.0<\/td>\n1.0<\/td>\nNaN<\/td>\n1.0<\/td>\n1.0<\/td>\n1.0<\/td>\nY<\/td>\n\u5957\u623f(1\u623f(1\u5ef3)1\u885b)<\/td>\n…<\/td>\n\u6e2c\u8a66<\/td>\n12<\/td>\n681218.0<\/td>\n39.0<\/td>\n\u5341\u5c64<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5e9c\u5317\u8def1~30\u865f<\/td>\n\u9e7d\u57d5\u5340<\/td>\n\u5e9c\u5317\u6bb5\u4e94\u5c0f\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\u92fc\u69cb<\/td>\n15<\/td>\n1070830.0<\/td>\n0.0<\/td>\n\u516b\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\u92fc\u69cb<\/td>\n15<\/td>\n1070830.0<\/td>\n0.0<\/td>\n\u5341\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
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\u92fc\u69cb<\/td>\n15<\/td>\n1070830.0<\/td>\n0.0<\/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
…<\/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
9756<\/th>\n\u8cb7\u8ce3<\/td>\n\u571f\u5730<\/td>\n2.0<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nY<\/td>\nNaN<\/td>\n…<\/td>\n\u92fc\u69cb<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n\u52e4\u548c\u6bb5271~300\u5730\u865f<\/td>\n\u6843\u6e90\u5340<\/td>\n\u52e4\u548c\u6bb5<\/td>\n<\/tr>\n
9757<\/th>\n\u8cb7\u8ce3<\/td>\n\u571f\u5730<\/td>\n1.0<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nY<\/td>\nNaN<\/td>\n…<\/td>\n\u92fc\u69cb<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n\u746a\u96c5\u6bb5271~300\u5730\u865f<\/td>\n\u90a3\u746a\u590f\u5340<\/td>\n\u746a\u96c5\u6bb5<\/td>\n<\/tr>\n
9758<\/th>\n\u8cb7\u8ce3<\/td>\n\u571f\u5730<\/td>\n1.0<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nY<\/td>\nNaN<\/td>\n…<\/td>\n\u92fc\u69cb<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n\u5357\u6c99\u9b6f\u6bb5211~240\u5730\u865f<\/td>\n\u90a3\u746a\u590f\u5340<\/td>\n\u5357\u6c99\u9b6f\u6bb5<\/td>\n<\/tr>\n
9759<\/th>\n\u8cb7\u8ce3<\/td>\n\u571f\u5730<\/td>\n1.0<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nY<\/td>\nNaN<\/td>\n…<\/td>\n\u92fc\u69cb<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n\u9054\u5361\u52aa\u74e6\u6bb51231~1260\u5730\u865f<\/td>\n\u90a3\u746a\u590f\u5340<\/td>\n\u9054\u5361\u52aa\u74e6\u6bb5<\/td>\n<\/tr>\n
9760<\/th>\n\u8cb7\u8ce3<\/td>\n\u571f\u5730<\/td>\n1.0<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nY<\/td>\nNaN<\/td>\n…<\/td>\n\u92fc\u69cb<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\nNaN<\/td>\n\u746a\u96c5\u6bb5391~420\u5730\u865f<\/td>\n\u90a3\u746a\u590f\u5340<\/td>\n\u746a\u96c5\u6bb5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
9761 rows \u00d7 35 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":"
  \u7dda\u4e0a\u8b80\u53d6\u9ad8\u96c4\u5e02108\u5e74\u7b2c1\u5b63\u4e0d\u52d5\u7522\u8cb7\u8ce3\u5be6\u50f9\u767b\u9304\u8cc7\u6599 In [1]: import pa 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