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Python笔记-Json转DataFrame（基金主题Json数据）_python json转dataframe

作者：2023面试高手 | 2024-04-03 00:19:32

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python json转dataframe

关于基金主题数据如何获取，在后面的博文中会介绍，这里只介绍下，Json数据转DataFrame方便进行数据分析。

从互联网中得到的json数据如下：

  1. {
  2.     "Data":{
  3.         "hy":[
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  13.                 "Cinflow":10036722,
  14.                 "SYL_W":1.1311,
  15.                 "SYL_M":2.9988,
  16.                 "SYL_Q":13.0276,
  17.                 "SYL_1N":14.898,
  18.                 "SYL_JN":1.3487,
  19.                 "Cinflow_W":-837861554,
  20.                 "LZTS":0,
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  26.             {
  27.                 "IndexCode":"817012",
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  29.                 "BKName":"食品饮料",
  30.                 "TradeDate":"/Date(1642348800000-0000)/",
  31.                 "NewPrice":27258.24,
  32.                 "ZDF":0.13,
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  35.                 "Cinflow":-726734144,
  36.                 "SYL_W":-0.4119,
  37.                 "SYL_M":3.9976,
  38.                 "SYL_Q":9.4295,
  39.                 "SYL_1N":7.706,
  40.                 "SYL_JN":0.881,
  41.                 "Cinflow_W":-5605143360,
  42.                 "LZTS":0,
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  44.                 "JLRTS":0,
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  48.             {
  49.                 "IndexCode":"817017",
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  51.                 "BKName":"房地产开发",
  52.                 "TradeDate":"/Date(1642348800000-0000)/",
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  96.                 "TradeDate":"/Date(1642348800000-0000)/",
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  206.                 "TradeDate":"/Date(1642348800000-0000)/",
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  274.                 "ZDF":1.21,
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  445.         "gn":[
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  1070.                 "ZS_5":0.07,
  1071.                 "Cinflow":4808817664,
  1072.                 "SYL_W":3.2659,
  1073.                 "SYL_M":4.0657,
  1074.                 "SYL_Q":15.1334,
  1075.                 "SYL_1N":23.4443,
  1076.                 "SYL_JN":3.223,
  1077.                 "Cinflow_W":-9486949120,
  1078.                 "LZTS":0,
  1079.                 "LDTS":2,
  1080.                 "JLRTS":0,
  1081.                 "JLCTS":8,
  1082.                 "TYPE":"2"
  1083.             },
  1084.             {
  1085.                 "IndexCode":"861220",
  1086.                 "BKCode":"BK0808",
  1087.                 "BKName":"军民融合",
  1088.                 "TradeDate":"/Date(1642348800000-0000)/",
  1089.                 "NewPrice":1431.99,
  1090.                 "ZDF":2.09,
  1091.                 "ZS_3":-0.01,
  1092.                 "ZS_5":0.03,
  1093.                 "Cinflow":534658976,
  1094.                 "SYL_W":1.2207,
  1095.                 "SYL_M":-0.4339,
  1096.                 "SYL_Q":11.6022,
  1097.                 "SYL_1N":19.3047,
  1098.                 "SYL_JN":-2.4018,
  1099.                 "Cinflow_W":-8311851808,
  1100.                 "LZTS":0,
  1101.                 "LDTS":2,
  1102.                 "JLRTS":0,
  1103.                 "JLCTS":6,
  1104.                 "TYPE":"2"
  1105.             },
  1106.             {
  1107.                 "IndexCode":"861230",
  1108.                 "BKCode":"BK0821",
  1109.                 "BKName":"MSCI中国",
  1110.                 "TradeDate":"/Date(1642348800000-0000)/",
  1111.                 "NewPrice":1406.86,
  1112.                 "ZDF":0.91,
  1113.                 "ZS_3":-0.02,
  1114.                 "ZS_5":0,
  1115.                 "Cinflow":-4406915328,
  1116.                 "SYL_W":-0.9721,
  1117.                 "SYL_M":-3.1495,
  1118.                 "SYL_Q":0.3001,
  1119.                 "SYL_1N":5.9064,
  1120.                 "SYL_JN":-3.6127,
  1121.                 "Cinflow_W":-71388112896,
  1122.                 "LZTS":0,
  1123.                 "LDTS":2,
  1124.                 "JLRTS":0,
  1125.                 "JLCTS":2,
  1126.                 "TYPE":"2"
  1127.             },
  1128.             {
  1129.                 "IndexCode":"861234",
  1130.                 "BKCode":"BK0823",
  1131.                 "BKName":"养老金",
  1132.                 "TradeDate":"/Date(1642348800000-0000)/",
  1133.                 "NewPrice":1504.64,
  1134.                 "ZDF":1.24,
  1135.                 "ZS_3":0,
  1136.                 "ZS_5":0.04,
  1137.                 "Cinflow":-33677296,
  1138.                 "SYL_W":0.8844,
  1139.                 "SYL_M":2.8997,
  1140.                 "SYL_Q":13.2611,
  1141.                 "SYL_1N":27.6601,
  1142.                 "SYL_JN":-0.567,
  1143.                 "Cinflow_W":-5371590224,
  1144.                 "LZTS":1,
  1145.                 "LDTS":0,
  1146.                 "JLRTS":0,
  1147.                 "JLCTS":9,
  1148.                 "TYPE":"2"
  1149.             },
  1150.             {
  1151.                 "IndexCode":"861200",
  1152.                 "BKCode":"BK0830",
  1153.                 "BKName":"区块链",
  1154.                 "TradeDate":"/Date(1642348800000-0000)/",
  1155.                 "NewPrice":932.53,
  1156.                 "ZDF":4.45,
  1157.                 "ZS_3":0,
  1158.                 "ZS_5":0.05,
  1159.                 "Cinflow":5850110208,
  1160.                 "SYL_W":3.8094,
  1161.                 "SYL_M":6.3864,
  1162.                 "SYL_Q":20.3233,
  1163.                 "SYL_1N":29.1342,
  1164.                 "SYL_JN":4.8682,
  1165.                 "Cinflow_W":-11646463232,
  1166.                 "LZTS":0,
  1167.                 "LDTS":2,
  1168.                 "JLRTS":0,
  1169.                 "JLCTS":8,
  1170.                 "TYPE":"2"
  1171.             },
  1172.             {
  1173.                 "IndexCode":"861238",
  1174.                 "BKCode":"BK0832",
  1175.                 "BKName":"工业互联",
  1176.                 "TradeDate":"/Date(1642348800000-0000)/",
  1177.                 "NewPrice":1581.92,
  1178.                 "ZDF":3.59,
  1179.                 "ZS_3":0.03,
  1180.                 "ZS_5":0.08,
  1181.                 "Cinflow":2084229376,
  1182.                 "SYL_W":2.6081,
  1183.                 "SYL_M":1.5575,
  1184.                 "SYL_Q":13.7802,
  1185.                 "SYL_1N":33.1022,
  1186.                 "SYL_JN":1.7005,
  1187.                 "Cinflow_W":-6077610032,
  1188.                 "LZTS":0,
  1189.                 "LDTS":2,
  1190.                 "JLRTS":0,
  1191.                 "JLCTS":6,
  1192.                 "TYPE":"2"
  1193.             },
  1194.             {
  1195.                 "IndexCode":"861241",
  1196.                 "BKCode":"BK0835",
  1197.                 "BKName":"独角兽",
  1198.                 "TradeDate":"/Date(1642348800000-0000)/",
  1199.                 "NewPrice":1678.93,
  1200.                 "ZDF":2.64,
  1201.                 "ZS_3":-0.01,
  1202.                 "ZS_5":0.07,
  1203.                 "Cinflow":719435776,
  1204.                 "SYL_W":2.0235,
  1205.                 "SYL_M":1.9077,
  1206.                 "SYL_Q":12.8563,
  1207.                 "SYL_1N":42.1425,
  1208.                 "SYL_JN":0.9082,
  1209.                 "Cinflow_W":-3940916992,
  1210.                 "LZTS":0,
  1211.                 "LDTS":2,
  1212.                 "JLRTS":0,
  1213.                 "JLCTS":2,
  1214.                 "TYPE":"2"
  1215.             },
  1216.             {
  1217.                 "IndexCode":"861201",
  1218.                 "BKCode":"BK0840",
  1219.                 "BKName":"OLED",
  1220.                 "TradeDate":"/Date(1642348800000-0000)/",
  1221.                 "NewPrice":2299.7,
  1222.                 "ZDF":2.4,
  1223.                 "ZS_3":-0.01,
  1224.                 "ZS_5":0.04,
  1225.                 "Cinflow":1451506736,
  1226.                 "SYL_W":1.7544,
  1227.                 "SYL_M":0.2035,
  1228.                 "SYL_Q":13.0313,
  1229.                 "SYL_1N":31.993,
  1230.                 "SYL_JN":-0.116,
  1231.                 "Cinflow_W":-4861360112,
  1232.                 "LZTS":1,
  1233.                 "LDTS":0,
  1234.                 "JLRTS":0,
  1235.                 "JLCTS":2,
  1236.                 "TYPE":"2"
  1237.             },
  1238.             {
  1239.                 "IndexCode":"861257",
  1240.                 "BKCode":"BK0853",
  1241.                 "BKName":"电子竞技",
  1242.                 "TradeDate":"/Date(1642348800000-0000)/",
  1243.                 "NewPrice":1169.98,
  1244.                 "ZDF":1.98,
  1245.                 "ZS_3":0.03,
  1246.                 "ZS_5":0.08,
  1247.                 "Cinflow":249718240,
  1248.                 "SYL_W":-0.9616,
  1249.                 "SYL_M":5.9256,
  1250.                 "SYL_Q":24.9085,
  1251.                 "SYL_1N":42.928,
  1252.                 "SYL_JN":1.6464,
  1253.                 "Cinflow_W":-3959030336,
  1254.                 "LZTS":0,
  1255.                 "LDTS":2,
  1256.                 "JLRTS":0,
  1257.                 "JLCTS":7,
  1258.                 "TYPE":"2"
  1259.             },
  1260.             {
  1261.                 "IndexCode":"861258",
  1262.                 "BKCode":"BK0854",
  1263.                 "BKName":"华为概念",
  1264.                 "TradeDate":"/Date(1642348800000-0000)/",
  1265.                 "NewPrice":2644.09,
  1266.                 "ZDF":3.74,
  1267.                 "ZS_3":0.01,
  1268.                 "ZS_5":0.05,
  1269.                 "Cinflow":7400740352,
  1270.                 "SYL_W":3.1586,
  1271.                 "SYL_M":2.425,
  1272.                 "SYL_Q":18.1785,
  1273.                 "SYL_1N":34.0456,
  1274.                 "SYL_JN":1.5591,
  1275.                 "Cinflow_W":-13736118272,
  1276.                 "LZTS":1,
  1277.                 "LDTS":0,
  1278.                 "JLRTS":0,
  1279.                 "JLCTS":2,
  1280.                 "TYPE":"2"
  1281.             },
  1282.             {
  1283.                 "IndexCode":"861296",
  1284.                 "BKCode":"BK0896",
  1285.                 "BKName":"白酒",
  1286.                 "TradeDate":"/Date(1642348800000-0000)/",
  1287.                 "NewPrice":2786.39,
  1288.                 "ZDF":-0.17,
  1289.                 "ZS_3":-0.02,
  1290.                 "ZS_5":0.06,
  1291.                 "Cinflow":-457585136,
  1292.                 "SYL_W":-4.4471,
  1293.                 "SYL_M":-6.3102,
  1294.                 "SYL_Q":1.1897,
  1295.                 "SYL_1N":20.073,
  1296.                 "SYL_JN":-5.9221,
  1297.                 "Cinflow_W":-9554482416,
  1298.                 "LZTS":0,
  1299.                 "LDTS":2,
  1300.                 "JLRTS":0,
  1301.                 "JLCTS":14,
  1302.                 "TYPE":"2"
  1303.             },
  1304.             {
  1305.                 "IndexCode":"861299",
  1306.                 "BKCode":"BK0899",
  1307.                 "BKName":"CRO",
  1308.                 "TradeDate":"/Date(1642348800000-0000)/",
  1309.                 "NewPrice":2320.05,
  1310.                 "ZDF":1.76,
  1311.                 "ZS_3":0.05,
  1312.                 "ZS_5":0.07,
  1313.                 "Cinflow":-460489168,
  1314.                 "SYL_W":5.1633,
  1315.                 "SYL_M":4.2803,
  1316.                 "SYL_Q":-7.3751,
  1317.                 "SYL_1N":40.3785,
  1318.                 "SYL_JN":1.025,
  1319.                 "Cinflow_W":-688482096,
  1320.                 "LZTS":1,
  1321.                 "LDTS":0,
  1322.                 "JLRTS":0,
  1323.                 "JLCTS":2,
  1324.                 "TYPE":"2"
  1325.             },
  1326.             {
  1327.                 "IndexCode":"861206",
  1328.                 "BKCode":"BK0900",
  1329.                 "BKName":"新能源车",
  1330.                 "TradeDate":"/Date(1642348800000-0000)/",
  1331.                 "NewPrice":1588.47,
  1332.                 "ZDF":2.08,
  1333.                 "ZS_3":-0.01,
  1334.                 "ZS_5":0.05,
  1335.                 "Cinflow":2409237504,
  1336.                 "SYL_W":2.2708,
  1337.                 "SYL_M":-1.2993,
  1338.                 "SYL_Q":17.9353,
  1339.                 "SYL_1N":50.0113,
  1340.                 "SYL_JN":-0.4868,
  1341.                 "Cinflow_W":-9040646656,
  1342.                 "LZTS":1,
  1343.                 "LDTS":0,
  1344.                 "JLRTS":0,
  1345.                 "JLCTS":2,
  1346.                 "TYPE":"2"
  1347.             },
  1348.             {
  1349.                 "IndexCode":"861302",
  1350.                 "BKCode":"BK0903",
  1351.                 "BKName":"云游戏",
  1352.                 "TradeDate":"/Date(1642348800000-0000)/",
  1353.                 "NewPrice":1206.95,
  1354.                 "ZDF":3.22,
  1355.                 "ZS_3":0.02,
  1356.                 "ZS_5":0.11,
  1357.                 "Cinflow":287625088,
  1358.                 "SYL_W":1.2712,
  1359.                 "SYL_M":0.7336,
  1360.                 "SYL_Q":35.4784,
  1361.                 "SYL_1N":42.4416,
  1362.                 "SYL_JN":2.1091,
  1363.                 "Cinflow_W":-2058284880,
  1364.                 "LZTS":1,
  1365.                 "LDTS":0,
  1366.                 "JLRTS":0,
  1367.                 "JLCTS":7,
  1368.                 "TYPE":"2"
  1369.             },
  1370.             {
  1371.                 "IndexCode":"861304",
  1372.                 "BKCode":"BK0905",
  1373.                 "BKName":"传感器",
  1374.                 "TradeDate":"/Date(1642348800000-0000)/",
  1375.                 "NewPrice":1483.14,
  1376.                 "ZDF":2.97,
  1377.                 "ZS_3":-0.02,
  1378.                 "ZS_5":0.05,
  1379.                 "Cinflow":578024000,
  1380.                 "SYL_W":2.8002,
  1381.                 "SYL_M":0.7239,
  1382.                 "SYL_Q":17.9257,
  1383.                 "SYL_1N":30.3286,
  1384.                 "SYL_JN":-0.7807,
  1385.                 "Cinflow_W":-1091329200,
  1386.                 "LZTS":1,
  1387.                 "LDTS":0,
  1388.                 "JLRTS":1,
  1389.                 "JLCTS":0,
  1390.                 "TYPE":"2"
  1391.             },
  1392.             {
  1393.                 "IndexCode":"861346",
  1394.                 "BKCode":"BK0952",
  1395.                 "BKName":"第三代半导体",
  1396.                 "TradeDate":"/Date(1642348800000-0000)/",
  1397.                 "NewPrice":1482.57,
  1398.                 "ZDF":2.04,
  1399.                 "ZS_3":0,
  1400.                 "ZS_5":0.04,
  1401.                 "Cinflow":884623712,
  1402.                 "SYL_W":2.1567,
  1403.                 "SYL_M":-4.4459,
  1404.                 "SYL_Q":9.7875,
  1405.                 "SYL_1N":38.2853,
  1406.                 "SYL_JN":-3.2896,
  1407.                 "Cinflow_W":-802432608,
  1408.                 "LZTS":1,
  1409.                 "LDTS":0,
  1410.                 "JLRTS":1,
  1411.                 "JLCTS":0,
  1412.                 "TYPE":"2"
  1413.             },
  1414.             {
  1415.                 "IndexCode":"861361",
  1416.                 "BKCode":"BK0968",
  1417.                 "BKName":"固态电池",
  1418.                 "TradeDate":"/Date(1642348800000-0000)/",
  1419.                 "NewPrice":1952.46,
  1420.                 "ZDF":1.67,
  1421.                 "ZS_3":0.03,
  1422.                 "ZS_5":0.06,
  1423.                 "Cinflow":552513792,
  1424.                 "SYL_W":2.3833,
  1425.                 "SYL_M":-8.3529,
  1426.                 "SYL_Q":-0.0236,
  1427.                 "SYL_1N":64.6007,
  1428.                 "SYL_JN":-3.8349,
  1429.                 "Cinflow_W":601349696,
  1430.                 "LZTS":1,
  1431.                 "LDTS":0,
  1432.                 "JLRTS":1,
  1433.                 "JLCTS":0,
  1434.                 "TYPE":"2"
  1435.             },
  1436.             {
  1437.                 "IndexCode":"861362",
  1438.                 "BKCode":"BK0969",
  1439.                 "BKName":"汽车芯片",
  1440.                 "TradeDate":"/Date(1642348800000-0000)/",
  1441.                 "NewPrice":1297.51,
  1442.                 "ZDF":2.52,
  1443.                 "ZS_3":0.04,
  1444.                 "ZS_5":0.11,
  1445.                 "Cinflow":546226960,
  1446.                 "SYL_W":2.2974,
  1447.                 "SYL_M":-1.6822,
  1448.                 "SYL_Q":9.7817,
  1449.                 "SYL_1N":null,
  1450.                 "SYL_JN":-2.7565,
  1451.                 "Cinflow_W":-132055184,
  1452.                 "LZTS":1,
  1453.                 "LDTS":0,
  1454.                 "JLRTS":1,
  1455.                 "JLCTS":0,
  1456.                 "TYPE":"2"
  1457.             },
  1458.             {
  1459.                 "IndexCode":"861368",
  1460.                 "BKCode":"BK0976",
  1461.                 "BKName":"被动元件",
  1462.                 "TradeDate":"/Date(1642348800000-0000)/",
  1463.                 "NewPrice":1427.96,
  1464.                 "ZDF":2.39,
  1465.                 "ZS_3":0.02,
  1466.                 "ZS_5":0.02,
  1467.                 "Cinflow":29287488,
  1468.                 "SYL_W":1.7123,
  1469.                 "SYL_M":-4.3864,
  1470.                 "SYL_Q":10.6723,
  1471.                 "SYL_1N":null,
  1472.                 "SYL_JN":-6.0812,
  1473.                 "Cinflow_W":-792292720,
  1474.                 "LZTS":1,
  1475.                 "LDTS":0,
  1476.                 "JLRTS":1,
  1477.                 "JLCTS":0,
  1478.                 "TYPE":"2"
  1479.             },
  1480.             {
  1481.                 "IndexCode":"861369",
  1482.                 "BKCode":"BK0977",
  1483.                 "BKName":"碳化硅",
  1484.                 "TradeDate":"/Date(1642348800000-0000)/",
  1485.                 "NewPrice":1391.02,
  1486.                 "ZDF":1.77,
  1487.                 "ZS_3":-0.01,
  1488.                 "ZS_5":0.04,
  1489.                 "Cinflow":215858352,
  1490.                 "SYL_W":1.0886,
  1491.                 "SYL_M":-7.1514,
  1492.                 "SYL_Q":7.046,
  1493.                 "SYL_1N":null,
  1494.                 "SYL_JN":-5.5501,
  1495.                 "Cinflow_W":-751877728,
  1496.                 "LZTS":1,
  1497.                 "LDTS":0,
  1498.                 "JLRTS":1,
  1499.                 "JLCTS":0,
  1500.                 "TYPE":"2"
  1501.             }
  1502.         ]
  1503.     },
  1504.     "ErrCode":0,
  1505.     "ErrMsg":null,
  1506.     "TotalCount":0,
  1507.     "Expansion":null,
  1508.     "PageSize":0,
  1509.     "PageIndex":0
  1510. }

其中比较关键的数据：

①hy为行业，gn为概念，都代表基金的主题；

②TradeData为日期，这里面的数据是2022-01-17到一年前的，某交易所统计的数据；

③SYL_XX：这个SYL为收益率。

SYL_W：近一周收益率；

SYL_M：近一月收益率；

SYL_Q：近三月收益率；

SYL_1N：近一年收益率；

Python代码如下：

  1. # -*- coding: utf-8 -*-
  2.  
  3. import pandas as pd
  4. import json
  5.  
  6. if __name__ == '__main__':
  7.     dataStr = open('fund_index.json').read()
  8.     dataObject = json.loads(s=dataStr)
  9.     hyData = json.dumps(dataObject["Data"]["hy"])
  10.     gnData = json.dumps(dataObject["Data"]["gn"])
  11.     hyDf = pd.read_json(hyData)
  12.     gnDf = pd.read_json(gnData)
  13.  
  14.     hyDf = hyDf.set_index("IndexCode")
  15.     gnDf = gnDf.set_index("IndexCode")
  16.  
  17.     # 合并数据
  18.     df = hyDf.combine_first(gnDf)
  19.     print(df)
  20.  
  21.     pass

运行截图如下：

 

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