In [1]:

    

def setHadoopConfigd3bd5b94a9334de59a55a7fed2bedeaa(name: String) = {
    // This function sets the Hadoop configuration so it is possible to
    // access data from Bluemix Object Storage using Spark

    val prefix = "fs.swift.service." + name
    sc.hadoopConfiguration.set(prefix + ".auth.url", "https://identity.open.softlayer.com" + "/v3/auth/tokens")
    sc.hadoopConfiguration.set(prefix + ".auth.endpoint.prefix","endpoints")
    sc.hadoopConfiguration.set(prefix + ".tenant", "6aaf54352357483486ee2d4981f8ef15")
    sc.hadoopConfiguration.set(prefix + ".username", "9fea4ce0afb1415aac1a9c2dffb84be4")
    sc.hadoopConfiguration.set(prefix + ".password", "o[R4n/*RSL7x3Bjj")
    sc.hadoopConfiguration.setInt(prefix + ".http.port", 8080)
    sc.hadoopConfiguration.set(prefix + ".region", "dallas")
    sc.hadoopConfiguration.setBoolean(prefix + ".public", false)
}
val name = "keystone"
setHadoopConfigd3bd5b94a9334de59a55a7fed2bedeaa(name)
var df_categorical = spark.read.parquet("swift://sparkbuch." + name + "/train_categorical2.0.parquet")
var df_numeric = spark.read.parquet("swift://sparkbuch." + name + "/train_numeric2.0.parquet")


    

In [3]:

    

df_categorical.printSchema
df_numeric.printSchema


    

    




root
 |-- Id: integer (nullable = true)
 |-- L0_S1_F25: string (nullable = true)
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 |-- L0_S11_F279: string (nullable = true)
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 |-- L1_S24_F767: string (nullable = true)
 |-- L1_S24_F769: string (nullable = true)
 |-- L1_S24_F770: string (nullable = true)
 |-- L1_S24_F771: string (nullable = true)
 |-- L1_S24_F773: string (nullable = true)
 |-- L1_S24_F774: string (nullable = true)
 |-- L1_S24_F776: string (nullable = true)
 |-- L1_S24_F778: string (nullable = true)
 |-- L1_S24_F779: string (nullable = true)
 |-- L1_S24_F781: string (nullable = true)
 |-- L1_S24_F783: string (nullable = true)
 |-- L1_S24_F784: string (nullable = true)
 |-- L1_S24_F786: string (nullable = true)
 |-- L1_S24_F788: string (nullable = true)
 |-- L1_S24_F789: string (nullable = true)
 |-- L1_S24_F791: string (nullable = true)
 |-- L1_S24_F793: string (nullable = true)
 |-- L1_S24_F794: string (nullable = true)
 |-- L1_S24_F796: string (nullable = true)
 |-- L1_S24_F798: string (nullable = true)
 |-- L1_S24_F799: string (nullable = true)
 |-- L1_S24_F803: string (nullable = true)
 |-- L1_S24_F805: string (nullable = true)
 |-- L1_S24_F817: string (nullable = true)
 |-- L1_S24_F819: string (nullable = true)
 |-- L1_S24_F820: string (nullable = true)
 |-- L1_S24_F821: string (nullable = true)
 |-- L1_S24_F823: string (nullable = true)
 |-- L1_S24_F824: string (nullable = true)
 |-- L1_S24_F825: string (nullable = true)
 |-- L1_S24_F827: string (nullable = true)
 |-- L1_S24_F828: string (nullable = true)
 |-- L1_S24_F830: string (nullable = true)
 |-- L1_S24_F832: string (nullable = true)
 |-- L1_S24_F833: string (nullable = true)
 |-- L1_S24_F835: string (nullable = true)
 |-- L1_S24_F837: string (nullable = true)
 |-- L1_S24_F838: string (nullable = true)
 |-- L1_S24_F840: string (nullable = true)
 |-- L1_S24_F842: string (nullable = true)
 |-- L1_S24_F843: string (nullable = true)
 |-- L1_S24_F845: string (nullable = true)
 |-- L1_S24_F847: string (nullable = true)
 |-- L1_S24_F848: string (nullable = true)
 |-- L1_S24_F849: string (nullable = true)
 |-- L1_S24_F851: string (nullable = true)
 |-- L1_S24_F852: string (nullable = true)
 |-- L1_S24_F853: string (nullable = true)
 |-- L1_S24_F855: string (nullable = true)
 |-- L1_S24_F856: string (nullable = true)
 |-- L1_S24_F858: string (nullable = true)
 |-- L1_S24_F860: string (nullable = true)
 |-- L1_S24_F861: string (nullable = true)
 |-- L1_S24_F863: string (nullable = true)
 |-- L1_S24_F865: string (nullable = true)
 |-- L1_S24_F866: string (nullable = true)
 |-- L1_S24_F868: string (nullable = true)
 |-- L1_S24_F870: string (nullable = true)
 |-- L1_S24_F871: string (nullable = true)
 |-- L1_S24_F873: string (nullable = true)
 |-- L1_S24_F875: string (nullable = true)
 |-- L1_S24_F876: string (nullable = true)
 |-- L1_S24_F878: string (nullable = true)
 |-- L1_S24_F880: string (nullable = true)
 |-- L1_S24_F881: string (nullable = true)
 |-- L1_S24_F883: string (nullable = true)
 |-- L1_S24_F885: string (nullable = true)
 |-- L1_S24_F886: string (nullable = true)
 |-- L1_S24_F888: string (nullable = true)
 |-- L1_S24_F890: string (nullable = true)
 |-- L1_S24_F891: string (nullable = true)
 |-- L1_S24_F893: string (nullable = true)
 |-- L1_S24_F895: string (nullable = true)
 |-- L1_S24_F896: string (nullable = true)
 |-- L1_S24_F898: string (nullable = true)
 |-- L1_S24_F900: string (nullable = true)
 |-- L1_S24_F901: string (nullable = true)
 |-- L1_S24_F903: string (nullable = true)
 |-- L1_S24_F905: string (nullable = true)
 |-- L1_S24_F906: string (nullable = true)
 |-- L1_S24_F908: string (nullable = true)
 |-- L1_S24_F910: string (nullable = true)
 |-- L1_S24_F911: string (nullable = true)
 |-- L1_S24_F912: string (nullable = true)
 |-- L1_S24_F914: string (nullable = true)
 |-- L1_S24_F915: string (nullable = true)
 |-- L1_S24_F916: string (nullable = true)
 |-- L1_S24_F918: string (nullable = true)
 |-- L1_S24_F919: string (nullable = true)
 |-- L1_S24_F921: string (nullable = true)
 |-- L1_S24_F923: string (nullable = true)
 |-- L1_S24_F924: string (nullable = true)
 |-- L1_S24_F926: string (nullable = true)
 |-- L1_S24_F928: string (nullable = true)
 |-- L1_S24_F929: string (nullable = true)
 |-- L1_S24_F931: string (nullable = true)
 |-- L1_S24_F933: string (nullable = true)
 |-- L1_S24_F934: string (nullable = true)
 |-- L1_S24_F936: string (nullable = true)
 |-- L1_S24_F938: string (nullable = true)
 |-- L1_S24_F939: string (nullable = true)
 |-- L1_S24_F940: string (nullable = true)
 |-- L1_S24_F942: string (nullable = true)
 |-- L1_S24_F943: string (nullable = true)
 |-- L1_S24_F944: string (nullable = true)
 |-- L1_S24_F946: string (nullable = true)
 |-- L1_S24_F947: string (nullable = true)
 |-- L1_S24_F949: string (nullable = true)
 |-- L1_S24_F951: string (nullable = true)
 |-- L1_S24_F952: string (nullable = true)
 |-- L1_S24_F954: string (nullable = true)
 |-- L1_S24_F956: string (nullable = true)
 |-- L1_S24_F957: string (nullable = true)
 |-- L1_S24_F959: string (nullable = true)
 |-- L1_S24_F961: string (nullable = true)
 |-- L1_S24_F962: string (nullable = true)
 |-- L1_S24_F964: string (nullable = true)
 |-- L1_S24_F966: string (nullable = true)
 |-- L1_S24_F967: string (nullable = true)
 |-- L1_S24_F969: string (nullable = true)
 |-- L1_S24_F971: string (nullable = true)
 |-- L1_S24_F972: string (nullable = true)
 |-- L1_S24_F974: string (nullable = true)
 |-- L1_S24_F976: string (nullable = true)
 |-- L1_S24_F977: string (nullable = true)
 |-- L1_S24_F979: string (nullable = true)
 |-- L1_S24_F981: string (nullable = true)
 |-- L1_S24_F982: string (nullable = true)
 |-- L1_S24_F984: string (nullable = true)
 |-- L1_S24_F986: string (nullable = true)
 |-- L1_S24_F987: string (nullable = true)
 |-- L1_S24_F989: string (nullable = true)
 |-- L1_S24_F991: string (nullable = true)
 |-- L1_S24_F992: string (nullable = true)
 |-- L1_S24_F994: string (nullable = true)
 |-- L1_S24_F996: string (nullable = true)
 |-- L1_S24_F997: string (nullable = true)
 |-- L1_S24_F1017: string (nullable = true)
 |-- L1_S24_F1019: string (nullable = true)
 |-- L1_S24_F1020: string (nullable = true)
 |-- L1_S24_F1022: string (nullable = true)
 |-- L1_S24_F1024: string (nullable = true)
 |-- L1_S24_F1025: string (nullable = true)
 |-- L1_S24_F1027: string (nullable = true)
 |-- L1_S24_F1029: string (nullable = true)
 |-- L1_S24_F1030: string (nullable = true)
 |-- L1_S24_F1032: string (nullable = true)
 |-- L1_S24_F1034: string (nullable = true)
 |-- L1_S24_F1035: string (nullable = true)
 |-- L1_S24_F1037: string (nullable = true)
 |-- L1_S24_F1039: string (nullable = true)
 |-- L1_S24_F1040: string (nullable = true)
 |-- L1_S24_F1042: string (nullable = true)
 |-- L1_S24_F1044: string (nullable = true)
 |-- L1_S24_F1045: string (nullable = true)
 |-- L1_S24_F1047: string (nullable = true)
 |-- L1_S24_F1049: string (nullable = true)
 |-- L1_S24_F1050: string (nullable = true)
 |-- L1_S24_F1052: string (nullable = true)
 |-- L1_S24_F1054: string (nullable = true)
 |-- L1_S24_F1055: string (nullable = true)
 |-- L1_S24_F1057: string (nullable = true)
 |-- L1_S24_F1059: string (nullable = true)
 |-- L1_S24_F1060: string (nullable = true)
 |-- L1_S24_F1061: string (nullable = true)
 |-- L1_S24_F1063: string (nullable = true)
 |-- L1_S24_F1064: string (nullable = true)
 |-- L1_S24_F1065: string (nullable = true)
 |-- L1_S24_F1067: string (nullable = true)
 |-- L1_S24_F1069: string (nullable = true)
 |-- L1_S24_F1071: string (nullable = true)
 |-- L1_S24_F1073: string (nullable = true)
 |-- L1_S24_F1075: string (nullable = true)
 |-- L1_S24_F1076: string (nullable = true)
 |-- L1_S24_F1078: string (nullable = true)
 |-- L1_S24_F1080: string (nullable = true)
 |-- L1_S24_F1082: string (nullable = true)
 |-- L1_S24_F1084: string (nullable = true)
 |-- L1_S24_F1086: string (nullable = true)
 |-- L1_S24_F1088: string (nullable = true)
 |-- L1_S24_F1090: string (nullable = true)
 |-- L1_S24_F1091: string (nullable = true)
 |-- L1_S24_F1093: string (nullable = true)
 |-- L1_S24_F1095: string (nullable = true)
 |-- L1_S24_F1097: string (nullable = true)
 |-- L1_S24_F1099: string (nullable = true)
 |-- L1_S24_F1101: string (nullable = true)
 |-- L1_S24_F1103: string (nullable = true)
 |-- L1_S24_F1105: string (nullable = true)
 |-- L1_S24_F1107: string (nullable = true)
 |-- L1_S24_F1109: string (nullable = true)
 |-- L1_S24_F1111: string (nullable = true)
 |-- L1_S24_F1113: string (nullable = true)
 |-- L1_S24_F1114: string (nullable = true)
 |-- L1_S24_F1115: string (nullable = true)
 |-- L1_S24_F1117: string (nullable = true)
 |-- L1_S24_F1119: string (nullable = true)
 |-- L1_S24_F1121: string (nullable = true)
 |-- L1_S24_F1123: string (nullable = true)
 |-- L1_S24_F1125: string (nullable = true)
 |-- L1_S24_F1127: string (nullable = true)
 |-- L1_S24_F1129: string (nullable = true)
 |-- L1_S24_F1131: string (nullable = true)
 |-- L1_S24_F1133: string (nullable = true)
 |-- L1_S24_F1136: string (nullable = true)
 |-- L1_S24_F1137: string (nullable = true)
 |-- L1_S24_F1139: string (nullable = true)
 |-- L1_S24_F1140: string (nullable = true)
 |-- L1_S24_F1142: string (nullable = true)
 |-- L1_S24_F1144: string (nullable = true)
 |-- L1_S24_F1147: string (nullable = true)
 |-- L1_S24_F1150: string (nullable = true)
 |-- L1_S24_F1152: string (nullable = true)
 |-- L1_S24_F1154: string (nullable = true)
 |-- L1_S24_F1156: string (nullable = true)
 |-- L1_S24_F1157: string (nullable = true)
 |-- L1_S24_F1159: string (nullable = true)
 |-- L1_S24_F1160: string (nullable = true)
 |-- L1_S24_F1162: string (nullable = true)
 |-- L1_S24_F1164: string (nullable = true)
 |-- L1_S24_F1165: string (nullable = true)
 |-- L1_S24_F1167: string (nullable = true)
 |-- L1_S24_F1169: string (nullable = true)
 |-- L1_S24_F1177: string (nullable = true)
 |-- L1_S24_F1179: string (nullable = true)
 |-- L1_S24_F1181: string (nullable = true)
 |-- L1_S24_F1183: string (nullable = true)
 |-- L1_S24_F1185: string (nullable = true)
 |-- L1_S24_F1187: string (nullable = true)
 |-- L1_S24_F1188: string (nullable = true)
 |-- L1_S24_F1189: string (nullable = true)
 |-- L1_S24_F1191: string (nullable = true)
 |-- L1_S24_F1192: string (nullable = true)
 |-- L1_S24_F1193: string (nullable = true)
 |-- L1_S24_F1195: string (nullable = true)
 |-- L1_S24_F1196: string (nullable = true)
 |-- L1_S24_F1198: string (nullable = true)
 |-- L1_S24_F1200: string (nullable = true)
 |-- L1_S24_F1201: string (nullable = true)
 |-- L1_S24_F1203: string (nullable = true)
 |-- L1_S24_F1205: string (nullable = true)
 |-- L1_S24_F1206: string (nullable = true)
 |-- L1_S24_F1208: string (nullable = true)
 |-- L1_S24_F1210: string (nullable = true)
 |-- L1_S24_F1211: string (nullable = true)
 |-- L1_S24_F1213: string (nullable = true)
 |-- L1_S24_F1215: string (nullable = true)
 |-- L1_S24_F1216: string (nullable = true)
 |-- L1_S24_F1217: string (nullable = true)
 |-- L1_S24_F1219: string (nullable = true)
 |-- L1_S24_F1220: string (nullable = true)
 |-- L1_S24_F1221: string (nullable = true)
 |-- L1_S24_F1223: string (nullable = true)
 |-- L1_S24_F1224: string (nullable = true)
 |-- L1_S24_F1226: string (nullable = true)
 |-- L1_S24_F1228: string (nullable = true)
 |-- L1_S24_F1229: string (nullable = true)
 |-- L1_S24_F1231: string (nullable = true)
 |-- L1_S24_F1233: string (nullable = true)
 |-- L1_S24_F1234: string (nullable = true)
 |-- L1_S24_F1236: string (nullable = true)
 |-- L1_S24_F1238: string (nullable = true)
 |-- L1_S24_F1239: string (nullable = true)
 |-- L1_S24_F1241: string (nullable = true)
 |-- L1_S24_F1243: string (nullable = true)
 |-- L1_S24_F1244: string (nullable = true)
 |-- L1_S24_F1246: string (nullable = true)
 |-- L1_S24_F1248: string (nullable = true)
 |-- L1_S24_F1249: string (nullable = true)
 |-- L1_S24_F1251: string (nullable = true)
 |-- L1_S24_F1253: string (nullable = true)
 |-- L1_S24_F1254: string (nullable = true)
 |-- L1_S24_F1256: string (nullable = true)
 |-- L1_S24_F1258: string (nullable = true)
 |-- L1_S24_F1259: string (nullable = true)
 |-- L1_S24_F1261: string (nullable = true)
 |-- L1_S24_F1263: string (nullable = true)
 |-- L1_S24_F1264: string (nullable = true)
 |-- L1_S24_F1266: string (nullable = true)
 |-- L1_S24_F1268: string (nullable = true)
 |-- L1_S24_F1269: string (nullable = true)
 |-- L1_S24_F1271: string (nullable = true)
 |-- L1_S24_F1273: string (nullable = true)
 |-- L1_S24_F1274: string (nullable = true)
 |-- L1_S24_F1276: string (nullable = true)
 |-- L1_S24_F1278: string (nullable = true)
 |-- L1_S24_F1279: string (nullable = true)
 |-- L1_S24_F1280: string (nullable = true)
 |-- L1_S24_F1282: string (nullable = true)
 |-- L1_S24_F1283: string (nullable = true)
 |-- L1_S24_F1284: string (nullable = true)
 |-- L1_S24_F1286: string (nullable = true)
 |-- L1_S24_F1287: string (nullable = true)
 |-- L1_S24_F1289: string (nullable = true)
 |-- L1_S24_F1291: string (nullable = true)
 |-- L1_S24_F1292: string (nullable = true)
 |-- L1_S24_F1294: string (nullable = true)
 |-- L1_S24_F1296: string (nullable = true)
 |-- L1_S24_F1297: string (nullable = true)
 |-- L1_S24_F1299: string (nullable = true)
 |-- L1_S24_F1301: string (nullable = true)
 |-- L1_S24_F1302: string (nullable = true)
 |-- L1_S24_F1304: string (nullable = true)
 |-- L1_S24_F1306: string (nullable = true)
 |-- L1_S24_F1307: string (nullable = true)
 |-- L1_S24_F1308: string (nullable = true)
 |-- L1_S24_F1310: string (nullable = true)
 |-- L1_S24_F1311: string (nullable = true)
 |-- L1_S24_F1312: string (nullable = true)
 |-- L1_S24_F1314: string (nullable = true)
 |-- L1_S24_F1315: string (nullable = true)
 |-- L1_S24_F1317: string (nullable = true)
 |-- L1_S24_F1319: string (nullable = true)
 |-- L1_S24_F1320: string (nullable = true)
 |-- L1_S24_F1322: string (nullable = true)
 |-- L1_S24_F1324: string (nullable = true)
 |-- L1_S24_F1325: string (nullable = true)
 |-- L1_S24_F1327: string (nullable = true)
 |-- L1_S24_F1329: string (nullable = true)
 |-- L1_S24_F1330: string (nullable = true)
 |-- L1_S24_F1332: string (nullable = true)
 |-- L1_S24_F1334: string (nullable = true)
 |-- L1_S24_F1335: string (nullable = true)
 |-- L1_S24_F1337: string (nullable = true)
 |-- L1_S24_F1339: string (nullable = true)
 |-- L1_S24_F1340: string (nullable = true)
 |-- L1_S24_F1342: string (nullable = true)
 |-- L1_S24_F1344: string (nullable = true)
 |-- L1_S24_F1345: string (nullable = true)
 |-- L1_S24_F1347: string (nullable = true)
 |-- L1_S24_F1349: string (nullable = true)
 |-- L1_S24_F1350: string (nullable = true)
 |-- L1_S24_F1352: string (nullable = true)
 |-- L1_S24_F1354: string (nullable = true)
 |-- L1_S24_F1355: string (nullable = true)
 |-- L1_S24_F1357: string (nullable = true)
 |-- L1_S24_F1359: string (nullable = true)
 |-- L1_S24_F1360: string (nullable = true)
 |-- L1_S24_F1362: string (nullable = true)
 |-- L1_S24_F1364: string (nullable = true)
 |-- L1_S24_F1365: string (nullable = true)
 |-- L1_S24_F1367: string (nullable = true)
 |-- L1_S24_F1369: string (nullable = true)
 |-- L1_S24_F1370: string (nullable = true)
 |-- L1_S24_F1372: string (nullable = true)
 |-- L1_S24_F1374: string (nullable = true)
 |-- L1_S24_F1375: string (nullable = true)
 |-- L1_S24_F1377: string (nullable = true)
 |-- L1_S24_F1379: string (nullable = true)
 |-- L1_S24_F1380: string (nullable = true)
 |-- L1_S24_F1382: string (nullable = true)
 |-- L1_S24_F1384: string (nullable = true)
 |-- L1_S24_F1385: string (nullable = true)
 |-- L1_S24_F1387: string (nullable = true)
 |-- L1_S24_F1389: string (nullable = true)
 |-- L1_S24_F1390: string (nullable = true)
 |-- L1_S24_F1392: string (nullable = true)
 |-- L1_S24_F1394: string (nullable = true)
 |-- L1_S24_F1395: string (nullable = true)
 |-- L1_S24_F1397: string (nullable = true)
 |-- L1_S24_F1399: string (nullable = true)
 |-- L1_S24_F1400: string (nullable = true)
 |-- L1_S24_F1402: string (nullable = true)
 |-- L1_S24_F1404: string (nullable = true)
 |-- L1_S24_F1405: string (nullable = true)
 |-- L1_S24_F1407: string (nullable = true)
 |-- L1_S24_F1409: string (nullable = true)
 |-- L1_S24_F1410: string (nullable = true)
 |-- L1_S24_F1412: string (nullable = true)
 |-- L1_S24_F1414: string (nullable = true)
 |-- L1_S24_F1415: string (nullable = true)
 |-- L1_S24_F1417: string (nullable = true)
 |-- L1_S24_F1419: string (nullable = true)
 |-- L1_S24_F1420: string (nullable = true)
 |-- L1_S24_F1422: string (nullable = true)
 |-- L1_S24_F1424: string (nullable = true)
 |-- L1_S24_F1425: string (nullable = true)
 |-- L1_S24_F1427: string (nullable = true)
 |-- L1_S24_F1429: string (nullable = true)
 |-- L1_S24_F1430: string (nullable = true)
 |-- L1_S24_F1432: string (nullable = true)
 |-- L1_S24_F1434: string (nullable = true)
 |-- L1_S24_F1435: string (nullable = true)
 |-- L1_S24_F1437: string (nullable = true)
 |-- L1_S24_F1439: string (nullable = true)
 |-- L1_S24_F1440: string (nullable = true)
 |-- L1_S24_F1442: string (nullable = true)
 |-- L1_S24_F1444: string (nullable = true)
 |-- L1_S24_F1445: string (nullable = true)
 |-- L1_S24_F1447: string (nullable = true)
 |-- L1_S24_F1449: string (nullable = true)
 |-- L1_S24_F1450: string (nullable = true)
 |-- L1_S24_F1452: string (nullable = true)
 |-- L1_S24_F1454: string (nullable = true)
 |-- L1_S24_F1455: string (nullable = true)
 |-- L1_S24_F1456: string (nullable = true)
 |-- L1_S24_F1458: string (nullable = true)
 |-- L1_S24_F1459: string (nullable = true)
 |-- L1_S24_F1460: string (nullable = true)
 |-- L1_S24_F1462: string (nullable = true)
 |-- L1_S24_F1464: string (nullable = true)
 |-- L1_S24_F1466: string (nullable = true)
 |-- L1_S24_F1468: string (nullable = true)
 |-- L1_S24_F1470: string (nullable = true)
 |-- L1_S24_F1471: string (nullable = true)
 |-- L1_S24_F1473: string (nullable = true)
 |-- L1_S24_F1475: string (nullable = true)
 |-- L1_S24_F1477: string (nullable = true)
 |-- L1_S24_F1479: string (nullable = true)
 |-- L1_S24_F1481: string (nullable = true)
 |-- L1_S24_F1483: string (nullable = true)
 |-- L1_S24_F1485: string (nullable = true)
 |-- L1_S24_F1487: string (nullable = true)
 |-- L1_S24_F1489: string (nullable = true)
 |-- L1_S24_F1491: string (nullable = true)
 |-- L1_S24_F1493: string (nullable = true)
 |-- L1_S24_F1495: string (nullable = true)
 |-- L1_S24_F1497: string (nullable = true)
 |-- L1_S24_F1499: string (nullable = true)
 |-- L1_S24_F1501: string (nullable = true)
 |-- L1_S24_F1503: string (nullable = true)
 |-- L1_S24_F1505: string (nullable = true)
 |-- L1_S24_F1507: string (nullable = true)
 |-- L1_S24_F1509: string (nullable = true)
 |-- L1_S24_F1510: string (nullable = true)
 |-- L1_S24_F1521: string (nullable = true)
 |-- L1_S24_F1523: string (nullable = true)
 |-- L1_S24_F1524: string (nullable = true)
 |-- L1_S24_F1525: string (nullable = true)
 |-- L1_S24_F1526: string (nullable = true)
 |-- L1_S24_F1528: string (nullable = true)
 |-- L1_S24_F1529: string (nullable = true)
 |-- L1_S24_F1530: string (nullable = true)
 |-- L1_S24_F1531: string (nullable = true)
 |-- L1_S24_F1533: string (nullable = true)
 |-- L1_S24_F1534: string (nullable = true)
 |-- L1_S24_F1535: string (nullable = true)
 |-- L1_S24_F1537: string (nullable = true)
 |-- L1_S24_F1538: string (nullable = true)
 |-- L1_S24_F1540: string (nullable = true)
 |-- L1_S24_F1542: string (nullable = true)
 |-- L1_S24_F1543: string (nullable = true)
 |-- L1_S24_F1545: string (nullable = true)
 |-- L1_S24_F1547: string (nullable = true)
 |-- L1_S24_F1548: string (nullable = true)
 |-- L1_S24_F1549: string (nullable = true)
 |-- L1_S24_F1551: string (nullable = true)
 |-- L1_S24_F1552: string (nullable = true)
 |-- L1_S24_F1553: string (nullable = true)
 |-- L1_S24_F1555: string (nullable = true)
 |-- L1_S24_F1556: string (nullable = true)
 |-- L1_S24_F1557: string (nullable = true)
 |-- L1_S24_F1559: string (nullable = true)
 |-- L1_S24_F1560: string (nullable = true)
 |-- L1_S24_F1561: string (nullable = true)
 |-- L1_S24_F1563: string (nullable = true)
 |-- L1_S24_F1564: string (nullable = true)
 |-- L1_S24_F1577: string (nullable = true)
 |-- L1_S24_F1580: string (nullable = true)
 |-- L1_S24_F1582: string (nullable = true)
 |-- L1_S24_F1584: string (nullable = true)
 |-- L1_S24_F1585: string (nullable = true)
 |-- L1_S24_F1586: string (nullable = true)
 |-- L1_S24_F1588: string (nullable = true)
 |-- L1_S24_F1589: string (nullable = true)
 |-- L1_S24_F1590: string (nullable = true)
 |-- L1_S24_F1592: string (nullable = true)
 |-- L1_S24_F1593: string (nullable = true)
 |-- L1_S24_F1595: string (nullable = true)
 |-- L1_S24_F1597: string (nullable = true)
 |-- L1_S24_F1598: string (nullable = true)
 |-- L1_S24_F1600: string (nullable = true)
 |-- L1_S24_F1602: string (nullable = true)
 |-- L1_S24_F1603: string (nullable = true)
 |-- L1_S24_F1605: string (nullable = true)
 |-- L1_S24_F1607: string (nullable = true)
 |-- L1_S24_F1608: string (nullable = true)
 |-- L1_S24_F1610: string (nullable = true)
 |-- L1_S24_F1612: string (nullable = true)
 |-- L1_S24_F1613: string (nullable = true)
 |-- L1_S24_F1614: string (nullable = true)
 |-- L1_S24_F1616: string (nullable = true)
 |-- L1_S24_F1617: string (nullable = true)
 |-- L1_S24_F1618: string (nullable = true)
 |-- L1_S24_F1620: string (nullable = true)
 |-- L1_S24_F1621: string (nullable = true)
 |-- L1_S24_F1623: string (nullable = true)
 |-- L1_S24_F1625: string (nullable = true)
 |-- L1_S24_F1626: string (nullable = true)
 |-- L1_S24_F1628: string (nullable = true)
 |-- L1_S24_F1630: string (nullable = true)
 |-- L1_S24_F1631: string (nullable = true)
 |-- L1_S24_F1633: string (nullable = true)
 |-- L1_S24_F1635: string (nullable = true)
 |-- L1_S24_F1636: string (nullable = true)
 |-- L1_S24_F1638: string (nullable = true)
 |-- L1_S24_F1640: string (nullable = true)
 |-- L1_S24_F1641: string (nullable = true)
 |-- L1_S24_F1643: string (nullable = true)
 |-- L1_S24_F1645: string (nullable = true)
 |-- L1_S24_F1646: string (nullable = true)
 |-- L1_S24_F1648: string (nullable = true)
 |-- L1_S24_F1650: string (nullable = true)
 |-- L1_S24_F1651: string (nullable = true)
 |-- L1_S24_F1653: string (nullable = true)
 |-- L1_S24_F1655: string (nullable = true)
 |-- L1_S24_F1656: string (nullable = true)
 |-- L1_S24_F1658: string (nullable = true)
 |-- L1_S24_F1660: string (nullable = true)
 |-- L1_S24_F1661: string (nullable = true)
 |-- L1_S24_F1663: string (nullable = true)
 |-- L1_S24_F1665: string (nullable = true)
 |-- L1_S24_F1666: string (nullable = true)
 |-- L1_S24_F1668: string (nullable = true)
 |-- L1_S24_F1670: string (nullable = true)
 |-- L1_S24_F1671: string (nullable = true)
 |-- L1_S24_F1673: string (nullable = true)
 |-- L1_S24_F1675: string (nullable = true)
 |-- L1_S24_F1676: string (nullable = true)
 |-- L1_S24_F1677: string (nullable = true)
 |-- L1_S24_F1679: string (nullable = true)
 |-- L1_S24_F1680: string (nullable = true)
 |-- L1_S24_F1681: string (nullable = true)
 |-- L1_S24_F1683: string (nullable = true)
 |-- L1_S24_F1684: string (nullable = true)
 |-- L1_S24_F1686: string (nullable = true)
 |-- L1_S24_F1688: string (nullable = true)
 |-- L1_S24_F1689: string (nullable = true)
 |-- L1_S24_F1691: string (nullable = true)
 |-- L1_S24_F1693: string (nullable = true)
 |-- L1_S24_F1694: string (nullable = true)
 |-- L1_S24_F1696: string (nullable = true)
 |-- L1_S24_F1698: string (nullable = true)
 |-- L1_S24_F1699: string (nullable = true)
 |-- L1_S24_F1701: string (nullable = true)
 |-- L1_S24_F1703: string (nullable = true)
 |-- L1_S24_F1704: string (nullable = true)
 |-- L1_S24_F1705: string (nullable = true)
 |-- L1_S24_F1707: string (nullable = true)
 |-- L1_S24_F1708: string (nullable = true)
 |-- L1_S24_F1709: string (nullable = true)
 |-- L1_S24_F1711: string (nullable = true)
 |-- L1_S24_F1712: string (nullable = true)
 |-- L1_S24_F1714: string (nullable = true)
 |-- L1_S24_F1716: string (nullable = true)
 |-- L1_S24_F1717: string (nullable = true)
 |-- L1_S24_F1719: string (nullable = true)
 |-- L1_S24_F1721: string (nullable = true)
 |-- L1_S24_F1722: string (nullable = true)
 |-- L1_S24_F1724: string (nullable = true)
 |-- L1_S24_F1726: string (nullable = true)
 |-- L1_S24_F1727: string (nullable = true)
 |-- L1_S24_F1729: string (nullable = true)
 |-- L1_S24_F1731: string (nullable = true)
 |-- L1_S24_F1732: string (nullable = true)
 |-- L1_S24_F1734: string (nullable = true)
 |-- L1_S24_F1736: string (nullable = true)
 |-- L1_S24_F1737: string (nullable = true)
 |-- L1_S24_F1739: string (nullable = true)
 |-- L1_S24_F1741: string (nullable = true)
 |-- L1_S24_F1742: string (nullable = true)
 |-- L1_S24_F1744: string (nullable = true)
 |-- L1_S24_F1746: string (nullable = true)
 |-- L1_S24_F1747: string (nullable = true)
 |-- L1_S24_F1749: string (nullable = true)
 |-- L1_S24_F1751: string (nullable = true)
 |-- L1_S24_F1752: string (nullable = true)
 |-- L1_S24_F1754: string (nullable = true)
 |-- L1_S24_F1756: string (nullable = true)
 |-- L1_S24_F1757: string (nullable = true)
 |-- L1_S24_F1759: string (nullable = true)
 |-- L1_S24_F1761: string (nullable = true)
 |-- L1_S24_F1762: string (nullable = true)
 |-- L1_S24_F1764: string (nullable = true)
 |-- L1_S24_F1766: string (nullable = true)
 |-- L1_S24_F1767: string (nullable = true)
 |-- L1_S24_F1769: string (nullable = true)
 |-- L1_S24_F1771: string (nullable = true)
 |-- L1_S24_F1772: string (nullable = true)
 |-- L1_S24_F1774: string (nullable = true)
 |-- L1_S24_F1776: string (nullable = true)
 |-- L1_S24_F1777: string (nullable = true)
 |-- L1_S24_F1779: string (nullable = true)
 |-- L1_S24_F1781: string (nullable = true)
 |-- L1_S24_F1782: string (nullable = true)
 |-- L1_S24_F1784: string (nullable = true)
 |-- L1_S24_F1786: string (nullable = true)
 |-- L1_S24_F1787: string (nullable = true)
 |-- L1_S24_F1789: string (nullable = true)
 |-- L1_S24_F1791: string (nullable = true)
 |-- L1_S24_F1792: string (nullable = true)
 |-- L1_S24_F1794: string (nullable = true)
 |-- L1_S24_F1796: string (nullable = true)
 |-- L1_S24_F1797: string (nullable = true)
 |-- L1_S24_F1799: string (nullable = true)
 |-- L1_S24_F1801: string (nullable = true)
 |-- L1_S24_F1802: string (nullable = true)
 |-- L1_S24_F1804: string (nullable = true)
 |-- L1_S24_F1806: string (nullable = true)
 |-- L1_S24_F1807: string (nullable = true)
 |-- L1_S24_F1827: string (nullable = true)
 |-- L1_S25_F1852: string (nullable = true)
 |-- L1_S25_F1853: string (nullable = true)
 |-- L1_S25_F1856: string (nullable = true)
 |-- L1_S25_F1859: string (nullable = true)
 |-- L1_S25_F1861: string (nullable = true)
 |-- L1_S25_F1863: string (nullable = true)
 |-- L1_S25_F1866: string (nullable = true)
 |-- L1_S25_F1868: string (nullable = true)
 |-- L1_S25_F1870: string (nullable = true)
 |-- L1_S25_F1872: string (nullable = true)
 |-- L1_S25_F1874: string (nullable = true)
 |-- L1_S25_F1876: string (nullable = true)
 |-- L1_S25_F1878: string (nullable = true)
 |-- L1_S25_F1880: string (nullable = true)
 |-- L1_S25_F1882: string (nullable = true)
 |-- L1_S25_F1884: string (nullable = true)
 |-- L1_S25_F1886: string (nullable = true)
 |-- L1_S25_F1888: string (nullable = true)
 |-- L1_S25_F1889: string (nullable = true)
 |-- L1_S25_F1897: string (nullable = true)
 |-- L1_S25_F1899: string (nullable = true)
 |-- L1_S25_F1901: string (nullable = true)
 |-- L1_S25_F1903: string (nullable = true)
 |-- L1_S25_F1904: string (nullable = true)
 |-- L1_S25_F1905: string (nullable = true)
 |-- L1_S25_F1907: string (nullable = true)
 |-- L1_S25_F1908: string (nullable = true)
 |-- L1_S25_F1910: string (nullable = true)
 |-- L1_S25_F1912: string (nullable = true)
 |-- L1_S25_F1913: string (nullable = true)
 |-- L1_S25_F1915: string (nullable = true)
 |-- L1_S25_F1917: string (nullable = true)
 |-- L1_S25_F1918: string (nullable = true)
 |-- L1_S25_F1920: string (nullable = true)
 |-- L1_S25_F1922: string (nullable = true)
 |-- L1_S25_F1923: string (nullable = true)
 |-- L1_S25_F1925: string (nullable = true)
 |-- L1_S25_F1927: string (nullable = true)
 |-- L1_S25_F1928: string (nullable = true)
 |-- L1_S25_F1930: string (nullable = true)
 |-- L1_S25_F1932: string (nullable = true)
 |-- L1_S25_F1933: string (nullable = true)
 |-- L1_S25_F1934: string (nullable = true)
 |-- L1_S25_F1936: string (nullable = true)
 |-- L1_S25_F1937: string (nullable = true)
 |-- L1_S25_F1939: string (nullable = true)
 |-- L1_S25_F1941: string (nullable = true)
 |-- L1_S25_F1942: string (nullable = true)
 |-- L1_S25_F1944: string (nullable = true)
 |-- L1_S25_F1946: string (nullable = true)
 |-- L1_S25_F1947: string (nullable = true)
 |-- L1_S25_F1949: string (nullable = true)
 |-- L1_S25_F1951: string (nullable = true)
 |-- L1_S25_F1952: string (nullable = true)
 |-- L1_S25_F1954: string (nullable = true)
 |-- L1_S25_F1956: string (nullable = true)
 |-- L1_S25_F1957: string (nullable = true)
 |-- L1_S25_F1959: string (nullable = true)
 |-- L1_S25_F1961: string (nullable = true)
 |-- L1_S25_F1962: string (nullable = true)
 |-- L1_S25_F1964: string (nullable = true)
 |-- L1_S25_F1966: string (nullable = true)
 |-- L1_S25_F1967: string (nullable = true)
 |-- L1_S25_F1969: string (nullable = true)
 |-- L1_S25_F1971: string (nullable = true)
 |-- L1_S25_F1972: string (nullable = true)
 |-- L1_S25_F1974: string (nullable = true)
 |-- L1_S25_F1976: string (nullable = true)
 |-- L1_S25_F1977: string (nullable = true)
 |-- L1_S25_F1979: string (nullable = true)
 |-- L1_S25_F1981: string (nullable = true)
 |-- L1_S25_F1982: string (nullable = true)
 |-- L1_S25_F1983: string (nullable = true)
 |-- L1_S25_F1985: string (nullable = true)
 |-- L1_S25_F1986: string (nullable = true)
 |-- L1_S25_F1988: string (nullable = true)
 |-- L1_S25_F1990: string (nullable = true)
 |-- L1_S25_F1991: string (nullable = true)
 |-- L1_S25_F1993: string (nullable = true)
 |-- L1_S25_F1995: string (nullable = true)
 |-- L1_S25_F1996: string (nullable = true)
 |-- L1_S25_F1998: string (nullable = true)
 |-- L1_S25_F2000: string (nullable = true)
 |-- L1_S25_F2001: string (nullable = true)
 |-- L1_S25_F2003: string (nullable = true)
 |-- L1_S25_F2005: string (nullable = true)
 |-- L1_S25_F2006: string (nullable = true)
 |-- L1_S25_F2008: string (nullable = true)
 |-- L1_S25_F2010: string (nullable = true)
 |-- L1_S25_F2011: string (nullable = true)
 |-- L1_S25_F2012: string (nullable = true)
 |-- L1_S25_F2014: string (nullable = true)
 |-- L1_S25_F2015: string (nullable = true)
 |-- L1_S25_F2017: string (nullable = true)
 |-- L1_S25_F2019: string (nullable = true)
 |-- L1_S25_F2020: string (nullable = true)
 |-- L1_S25_F2022: string (nullable = true)
 |-- L1_S25_F2024: string (nullable = true)
 |-- L1_S25_F2025: string (nullable = true)
 |-- L1_S25_F2027: string (nullable = true)
 |-- L1_S25_F2029: string (nullable = true)
 |-- L1_S25_F2030: string (nullable = true)
 |-- L1_S25_F2032: string (nullable = true)
 |-- L1_S25_F2034: string (nullable = true)
 |-- L1_S25_F2035: string (nullable = true)
 |-- L1_S25_F2037: string (nullable = true)
 |-- L1_S25_F2039: string (nullable = true)
 |-- L1_S25_F2040: string (nullable = true)
 |-- L1_S25_F2042: string (nullable = true)
 |-- L1_S25_F2044: string (nullable = true)
 |-- L1_S25_F2045: string (nullable = true)
 |-- L1_S25_F2047: string (nullable = true)
 |-- L1_S25_F2049: string (nullable = true)
 |-- L1_S25_F2050: string (nullable = true)
 |-- L1_S25_F2052: string (nullable = true)
 |-- L1_S25_F2054: string (nullable = true)
 |-- L1_S25_F2055: string (nullable = true)
 |-- L1_S25_F2057: string (nullable = true)
 |-- L1_S25_F2059: string (nullable = true)
 |-- L1_S25_F2060: string (nullable = true)
 |-- L1_S25_F2062: string (nullable = true)
 |-- L1_S25_F2064: string (nullable = true)
 |-- L1_S25_F2065: string (nullable = true)
 |-- L1_S25_F2067: string (nullable = true)
 |-- L1_S25_F2069: string (nullable = true)
 |-- L1_S25_F2070: string (nullable = true)
 |-- L1_S25_F2072: string (nullable = true)
 |-- L1_S25_F2074: string (nullable = true)
 |-- L1_S25_F2075: string (nullable = true)
 |-- L1_S25_F2077: string (nullable = true)
 |-- L1_S25_F2079: string (nullable = true)
 |-- L1_S25_F2080: string (nullable = true)
 |-- L1_S25_F2082: string (nullable = true)
 |-- L1_S25_F2084: string (nullable = true)
 |-- L1_S25_F2085: string (nullable = true)
 |-- L1_S25_F2087: string (nullable = true)
 |-- L1_S25_F2089: string (nullable = true)
 |-- L1_S25_F2090: string (nullable = true)
 |-- L1_S25_F2092: string (nullable = true)
 |-- L1_S25_F2094: string (nullable = true)
 |-- L1_S25_F2095: string (nullable = true)
 |-- L1_S25_F2097: string (nullable = true)
 |-- L1_S25_F2099: string (nullable = true)
 |-- L1_S25_F2100: string (nullable = true)
 |-- L1_S25_F2102: string (nullable = true)
 |-- L1_S25_F2104: string (nullable = true)
 |-- L1_S25_F2105: string (nullable = true)
 |-- L1_S25_F2107: string (nullable = true)
 |-- L1_S25_F2109: string (nullable = true)
 |-- L1_S25_F2110: string (nullable = true)
 |-- L1_S25_F2112: string (nullable = true)
 |-- L1_S25_F2114: string (nullable = true)
 |-- L1_S25_F2115: string (nullable = true)
 |-- L1_S25_F2117: string (nullable = true)
 |-- L1_S25_F2119: string (nullable = true)
 |-- L1_S25_F2120: string (nullable = true)
 |-- L1_S25_F2122: string (nullable = true)
 |-- L1_S25_F2124: string (nullable = true)
 |-- L1_S25_F2125: string (nullable = true)
 |-- L1_S25_F2127: string (nullable = true)
 |-- L1_S25_F2129: string (nullable = true)
 |-- L1_S25_F2130: string (nullable = true)
 |-- L1_S25_F2132: string (nullable = true)
 |-- L1_S25_F2134: string (nullable = true)
 |-- L1_S25_F2135: string (nullable = true)
 |-- L1_S25_F2137: string (nullable = true)
 |-- L1_S25_F2139: string (nullable = true)
 |-- L1_S25_F2141: string (nullable = true)
 |-- L1_S25_F2142: string (nullable = true)
 |-- L1_S25_F2145: string (nullable = true)
 |-- L1_S25_F2148: string (nullable = true)
 |-- L1_S25_F2150: string (nullable = true)
 |-- L1_S25_F2153: string (nullable = true)
 |-- L1_S25_F2156: string (nullable = true)
 |-- L1_S25_F2159: string (nullable = true)
 |-- L1_S25_F2162: string (nullable = true)
 |-- L1_S25_F2165: string (nullable = true)
 |-- L1_S25_F2168: string (nullable = true)
 |-- L1_S25_F2171: string (nullable = true)
 |-- L1_S25_F2174: string (nullable = true)
 |-- L1_S25_F2177: string (nullable = true)
 |-- L1_S25_F2179: string (nullable = true)
 |-- L1_S25_F2182: string (nullable = true)
 |-- L1_S25_F2185: string (nullable = true)
 |-- L1_S25_F2188: string (nullable = true)
 |-- L1_S25_F2191: string (nullable = true)
 |-- L1_S25_F2194: string (nullable = true)
 |-- L1_S25_F2197: string (nullable = true)
 |-- L1_S25_F2200: string (nullable = true)
 |-- L1_S25_F2203: string (nullable = true)
 |-- L1_S25_F2205: string (nullable = true)
 |-- L1_S25_F2208: string (nullable = true)
 |-- L1_S25_F2211: string (nullable = true)
 |-- L1_S25_F2213: string (nullable = true)
 |-- L1_S25_F2215: string (nullable = true)
 |-- L1_S25_F2218: string (nullable = true)
 |-- L1_S25_F2221: string (nullable = true)
 |-- L1_S25_F2224: string (nullable = true)
 |-- L1_S25_F2227: string (nullable = true)
 |-- L1_S25_F2229: string (nullable = true)
 |-- L1_S25_F2250: string (nullable = true)
 |-- L1_S25_F2252: string (nullable = true)
 |-- L1_S25_F2253: string (nullable = true)
 |-- L1_S25_F2254: string (nullable = true)
 |-- L1_S25_F2256: string (nullable = true)
 |-- L1_S25_F2257: string (nullable = true)
 |-- L1_S25_F2259: string (nullable = true)
 |-- L1_S25_F2261: string (nullable = true)
 |-- L1_S25_F2262: string (nullable = true)
 |-- L1_S25_F2264: string (nullable = true)
 |-- L1_S25_F2266: string (nullable = true)
 |-- L1_S25_F2267: string (nullable = true)
 |-- L1_S25_F2269: string (nullable = true)
 |-- L1_S25_F2271: string (nullable = true)
 |-- L1_S25_F2272: string (nullable = true)
 |-- L1_S25_F2274: string (nullable = true)
 |-- L1_S25_F2276: string (nullable = true)
 |-- L1_S25_F2277: string (nullable = true)
 |-- L1_S25_F2279: string (nullable = true)
 |-- L1_S25_F2281: string (nullable = true)
 |-- L1_S25_F2282: string (nullable = true)
 |-- L1_S25_F2283: string (nullable = true)
 |-- L1_S25_F2285: string (nullable = true)
 |-- L1_S25_F2286: string (nullable = true)
 |-- L1_S25_F2288: string (nullable = true)
 |-- L1_S25_F2290: string (nullable = true)
 |-- L1_S25_F2291: string (nullable = true)
 |-- L1_S25_F2293: string (nullable = true)
 |-- L1_S25_F2295: string (nullable = true)
 |-- L1_S25_F2296: string (nullable = true)
 |-- L1_S25_F2298: string (nullable = true)
 |-- L1_S25_F2300: string (nullable = true)
 |-- L1_S25_F2301: string (nullable = true)
 |-- L1_S25_F2303: string (nullable = true)
 |-- L1_S25_F2305: string (nullable = true)
 |-- L1_S25_F2306: string (nullable = true)
 |-- L1_S25_F2308: string (nullable = true)
 |-- L1_S25_F2310: string (nullable = true)
 |-- L1_S25_F2311: string (nullable = true)
 |-- L1_S25_F2313: string (nullable = true)
 |-- L1_S25_F2315: string (nullable = true)
 |-- L1_S25_F2316: string (nullable = true)
 |-- L1_S25_F2318: string (nullable = true)
 |-- L1_S25_F2320: string (nullable = true)
 |-- L1_S25_F2321: string (nullable = true)
 |-- L1_S25_F2323: string (nullable = true)
 |-- L1_S25_F2325: string (nullable = true)
 |-- L1_S25_F2326: string (nullable = true)
 |-- L1_S25_F2328: string (nullable = true)
 |-- L1_S25_F2330: string (nullable = true)
 |-- L1_S25_F2331: string (nullable = true)
 |-- L1_S25_F2332: string (nullable = true)
 |-- L1_S25_F2334: string (nullable = true)
 |-- L1_S25_F2335: string (nullable = true)
 |-- L1_S25_F2337: string (nullable = true)
 |-- L1_S25_F2339: string (nullable = true)
 |-- L1_S25_F2340: string (nullable = true)
 |-- L1_S25_F2342: string (nullable = true)
 |-- L1_S25_F2344: string (nullable = true)
 |-- L1_S25_F2345: string (nullable = true)
 |-- L1_S25_F2347: string (nullable = true)
 |-- L1_S25_F2349: string (nullable = true)
 |-- L1_S25_F2350: string (nullable = true)
 |-- L1_S25_F2352: string (nullable = true)
 |-- L1_S25_F2354: string (nullable = true)
 |-- L1_S25_F2355: string (nullable = true)
 |-- L1_S25_F2357: string (nullable = true)
 |-- L1_S25_F2359: string (nullable = true)
 |-- L1_S25_F2360: string (nullable = true)
 |-- L1_S25_F2361: string (nullable = true)
 |-- L1_S25_F2363: string (nullable = true)
 |-- L1_S25_F2364: string (nullable = true)
 |-- L1_S25_F2366: string (nullable = true)
 |-- L1_S25_F2368: string (nullable = true)
 |-- L1_S25_F2369: string (nullable = true)
 |-- L1_S25_F2371: string (nullable = true)
 |-- L1_S25_F2373: string (nullable = true)
 |-- L1_S25_F2374: string (nullable = true)
 |-- L1_S25_F2376: string (nullable = true)
 |-- L1_S25_F2378: string (nullable = true)
 |-- L1_S25_F2379: string (nullable = true)
 |-- L1_S25_F2381: string (nullable = true)
 |-- L1_S25_F2383: string (nullable = true)
 |-- L1_S25_F2384: string (nullable = true)
 |-- L1_S25_F2386: string (nullable = true)
 |-- L1_S25_F2388: string (nullable = true)
 |-- L1_S25_F2389: string (nullable = true)
 |-- L1_S25_F2391: string (nullable = true)
 |-- L1_S25_F2393: string (nullable = true)
 |-- L1_S25_F2394: string (nullable = true)
 |-- L1_S25_F2396: string (nullable = true)
 |-- L1_S25_F2398: string (nullable = true)
 |-- L1_S25_F2399: string (nullable = true)
 |-- L1_S25_F2401: string (nullable = true)
 |-- L1_S25_F2403: string (nullable = true)
 |-- L1_S25_F2404: string (nullable = true)
 |-- L1_S25_F2407: string (nullable = true)
 |-- L1_S25_F2410: string (nullable = true)
 |-- L1_S25_F2413: string (nullable = true)
 |-- L1_S25_F2416: string (nullable = true)
 |-- L1_S25_F2419: string (nullable = true)
 |-- L1_S25_F2422: string (nullable = true)
 |-- L1_S25_F2425: string (nullable = true)
 |-- L1_S25_F2428: string (nullable = true)
 |-- L1_S25_F2447: string (nullable = true)
 |-- L1_S25_F2470: string (nullable = true)
 |-- L1_S25_F2473: string (nullable = true)
 |-- L1_S25_F2476: string (nullable = true)
 |-- L1_S25_F2479: string (nullable = true)
 |-- L1_S25_F2482: string (nullable = true)
 |-- L1_S25_F2485: string (nullable = true)
 |-- L1_S25_F2488: string (nullable = true)
 |-- L1_S25_F2491: string (nullable = true)
 |-- L1_S25_F2494: string (nullable = true)
 |-- L1_S25_F2496: string (nullable = true)
 |-- L1_S25_F2517: string (nullable = true)
 |-- L1_S25_F2519: string (nullable = true)
 |-- L1_S25_F2520: string (nullable = true)
 |-- L1_S25_F2521: string (nullable = true)
 |-- L1_S25_F2523: string (nullable = true)
 |-- L1_S25_F2524: string (nullable = true)
 |-- L1_S25_F2526: string (nullable = true)
 |-- L1_S25_F2528: string (nullable = true)
 |-- L1_S25_F2529: string (nullable = true)
 |-- L1_S25_F2531: string (nullable = true)
 |-- L1_S25_F2533: string (nullable = true)
 |-- L1_S25_F2534: string (nullable = true)
 |-- L1_S25_F2536: string (nullable = true)
 |-- L1_S25_F2538: string (nullable = true)
 |-- L1_S25_F2539: string (nullable = true)
 |-- L1_S25_F2541: string (nullable = true)
 |-- L1_S25_F2543: string (nullable = true)
 |-- L1_S25_F2544: string (nullable = true)
 |-- L1_S25_F2546: string (nullable = true)
 |-- L1_S25_F2548: string (nullable = true)
 |-- L1_S25_F2549: string (nullable = true)
 |-- L1_S25_F2550: string (nullable = true)
 |-- L1_S25_F2552: string (nullable = true)
 |-- L1_S25_F2553: string (nullable = true)
 |-- L1_S25_F2555: string (nullable = true)
 |-- L1_S25_F2557: string (nullable = true)
 |-- L1_S25_F2558: string (nullable = true)
 |-- L1_S25_F2560: string (nullable = true)
 |-- L1_S25_F2562: string (nullable = true)
 |-- L1_S25_F2563: string (nullable = true)
 |-- L1_S25_F2565: string (nullable = true)
 |-- L1_S25_F2567: string (nullable = true)
 |-- L1_S25_F2568: string (nullable = true)
 |-- L1_S25_F2570: string (nullable = true)
 |-- L1_S25_F2572: string (nullable = true)
 |-- L1_S25_F2573: string (nullable = true)
 |-- L1_S25_F2575: string (nullable = true)
 |-- L1_S25_F2577: string (nullable = true)
 |-- L1_S25_F2578: string (nullable = true)
 |-- L1_S25_F2580: string (nullable = true)
 |-- L1_S25_F2582: string (nullable = true)
 |-- L1_S25_F2583: string (nullable = true)
 |-- L1_S25_F2585: string (nullable = true)
 |-- L1_S25_F2587: string (nullable = true)
 |-- L1_S25_F2588: string (nullable = true)
 |-- L1_S25_F2590: string (nullable = true)
 |-- L1_S25_F2592: string (nullable = true)
 |-- L1_S25_F2593: string (nullable = true)
 |-- L1_S25_F2595: string (nullable = true)
 |-- L1_S25_F2597: string (nullable = true)
 |-- L1_S25_F2598: string (nullable = true)
 |-- L1_S25_F2599: string (nullable = true)
 |-- L1_S25_F2601: string (nullable = true)
 |-- L1_S25_F2602: string (nullable = true)
 |-- L1_S25_F2604: string (nullable = true)
 |-- L1_S25_F2606: string (nullable = true)
 |-- L1_S25_F2607: string (nullable = true)
 |-- L1_S25_F2609: string (nullable = true)
 |-- L1_S25_F2611: string (nullable = true)
 |-- L1_S25_F2612: string (nullable = true)
 |-- L1_S25_F2614: string (nullable = true)
 |-- L1_S25_F2616: string (nullable = true)
 |-- L1_S25_F2617: string (nullable = true)
 |-- L1_S25_F2619: string (nullable = true)
 |-- L1_S25_F2621: string (nullable = true)
 |-- L1_S25_F2622: string (nullable = true)
 |-- L1_S25_F2624: string (nullable = true)
 |-- L1_S25_F2626: string (nullable = true)
 |-- L1_S25_F2627: string (nullable = true)
 |-- L1_S25_F2628: string (nullable = true)
 |-- L1_S25_F2630: string (nullable = true)
 |-- L1_S25_F2631: string (nullable = true)
 |-- L1_S25_F2633: string (nullable = true)
 |-- L1_S25_F2635: string (nullable = true)
 |-- L1_S25_F2636: string (nullable = true)
 |-- L1_S25_F2638: string (nullable = true)
 |-- L1_S25_F2640: string (nullable = true)
 |-- L1_S25_F2641: string (nullable = true)
 |-- L1_S25_F2643: string (nullable = true)
 |-- L1_S25_F2645: string (nullable = true)
 |-- L1_S25_F2646: string (nullable = true)
 |-- L1_S25_F2648: string (nullable = true)
 |-- L1_S25_F2650: string (nullable = true)
 |-- L1_S25_F2651: string (nullable = true)
 |-- L1_S25_F2653: string (nullable = true)
 |-- L1_S25_F2655: string (nullable = true)
 |-- L1_S25_F2656: string (nullable = true)
 |-- L1_S25_F2658: string (nullable = true)
 |-- L1_S25_F2660: string (nullable = true)
 |-- L1_S25_F2661: string (nullable = true)
 |-- L1_S25_F2663: string (nullable = true)
 |-- L1_S25_F2665: string (nullable = true)
 |-- L1_S25_F2666: string (nullable = true)
 |-- L1_S25_F2668: string (nullable = true)
 |-- L1_S25_F2670: string (nullable = true)
 |-- L1_S25_F2671: string (nullable = true)
 |-- L1_S25_F2673: string (nullable = true)
 |-- L1_S25_F2675: string (nullable = true)
 |-- L1_S25_F2676: string (nullable = true)
 |-- L1_S25_F2678: string (nullable = true)
 |-- L1_S25_F2680: string (nullable = true)
 |-- L1_S25_F2681: string (nullable = true)
 |-- L1_S25_F2683: string (nullable = true)
 |-- L1_S25_F2685: string (nullable = true)
 |-- L1_S25_F2686: string (nullable = true)
 |-- L1_S25_F2688: string (nullable = true)
 |-- L1_S25_F2690: string (nullable = true)
 |-- L1_S25_F2691: string (nullable = true)
 |-- L1_S25_F2693: string (nullable = true)
 |-- L1_S25_F2695: string (nullable = true)
 |-- L1_S25_F2696: string (nullable = true)
 |-- L1_S25_F2698: string (nullable = true)
 |-- L1_S25_F2700: string (nullable = true)
 |-- L1_S25_F2701: string (nullable = true)
 |-- L1_S25_F2703: string (nullable = true)
 |-- L1_S25_F2705: string (nullable = true)
 |-- L1_S25_F2706: string (nullable = true)
 |-- L1_S25_F2708: string (nullable = true)
 |-- L1_S25_F2710: string (nullable = true)
 |-- L1_S25_F2711: string (nullable = true)
 |-- L1_S25_F2730: string (nullable = true)
 |-- L1_S25_F2753: string (nullable = true)
 |-- L1_S25_F2756: string (nullable = true)
 |-- L1_S25_F2759: string (nullable = true)
 |-- L1_S25_F2762: string (nullable = true)
 |-- L1_S25_F2765: string (nullable = true)
 |-- L1_S25_F2768: string (nullable = true)
 |-- L1_S25_F2771: string (nullable = true)
 |-- L1_S25_F2774: string (nullable = true)
 |-- L1_S25_F2777: string (nullable = true)
 |-- L1_S25_F2779: string (nullable = true)
 |-- L1_S25_F2800: string (nullable = true)
 |-- L1_S25_F2802: string (nullable = true)
 |-- L1_S25_F2803: string (nullable = true)
 |-- L1_S25_F2804: string (nullable = true)
 |-- L1_S25_F2806: string (nullable = true)
 |-- L1_S25_F2807: string (nullable = true)
 |-- L1_S25_F2809: string (nullable = true)
 |-- L1_S25_F2811: string (nullable = true)
 |-- L1_S25_F2812: string (nullable = true)
 |-- L1_S25_F2814: string (nullable = true)
 |-- L1_S25_F2816: string (nullable = true)
 |-- L1_S25_F2817: string (nullable = true)
 |-- L1_S25_F2819: string (nullable = true)
 |-- L1_S25_F2821: string (nullable = true)
 |-- L1_S25_F2822: string (nullable = true)
 |-- L1_S25_F2824: string (nullable = true)
 |-- L1_S25_F2826: string (nullable = true)
 |-- L1_S25_F2827: string (nullable = true)
 |-- L1_S25_F2829: string (nullable = true)
 |-- L1_S25_F2831: string (nullable = true)
 |-- L1_S25_F2832: string (nullable = true)
 |-- L1_S25_F2833: string (nullable = true)
 |-- L1_S25_F2835: string (nullable = true)
 |-- L1_S25_F2836: string (nullable = true)
 |-- L1_S25_F2838: string (nullable = true)
 |-- L1_S25_F2840: string (nullable = true)
 |-- L1_S25_F2841: string (nullable = true)
 |-- L1_S25_F2843: string (nullable = true)
 |-- L1_S25_F2845: string (nullable = true)
 |-- L1_S25_F2846: string (nullable = true)
 |-- L1_S25_F2848: string (nullable = true)
 |-- L1_S25_F2850: string (nullable = true)
 |-- L1_S25_F2851: string (nullable = true)
 |-- L1_S25_F2853: string (nullable = true)
 |-- L1_S25_F2855: string (nullable = true)
 |-- L1_S25_F2856: string (nullable = true)
 |-- L1_S25_F2858: string (nullable = true)
 |-- L1_S25_F2860: string (nullable = true)
 |-- L1_S25_F2861: string (nullable = true)
 |-- L1_S25_F2863: string (nullable = true)
 |-- L1_S25_F2865: string (nullable = true)
 |-- L1_S25_F2866: string (nullable = true)
 |-- L1_S25_F2868: string (nullable = true)
 |-- L1_S25_F2870: string (nullable = true)
 |-- L1_S25_F2871: string (nullable = true)
 |-- L1_S25_F2873: string (nullable = true)
 |-- L1_S25_F2875: string (nullable = true)
 |-- L1_S25_F2876: string (nullable = true)
 |-- L1_S25_F2878: string (nullable = true)
 |-- L1_S25_F2880: string (nullable = true)
 |-- L1_S25_F2881: string (nullable = true)
 |-- L1_S25_F2882: string (nullable = true)
 |-- L1_S25_F2884: string (nullable = true)
 |-- L1_S25_F2885: string (nullable = true)
 |-- L1_S25_F2887: string (nullable = true)
 |-- L1_S25_F2889: string (nullable = true)
 |-- L1_S25_F2890: string (nullable = true)
 |-- L1_S25_F2892: string (nullable = true)
 |-- L1_S25_F2894: string (nullable = true)
 |-- L1_S25_F2895: string (nullable = true)
 |-- L1_S25_F2897: string (nullable = true)
 |-- L1_S25_F2899: string (nullable = true)
 |-- L1_S25_F2900: string (nullable = true)
 |-- L1_S25_F2902: string (nullable = true)
 |-- L1_S25_F2904: string (nullable = true)
 |-- L1_S25_F2905: string (nullable = true)
 |-- L1_S25_F2907: string (nullable = true)
 |-- L1_S25_F2909: string (nullable = true)
 |-- L1_S25_F2910: string (nullable = true)
 |-- L1_S25_F2911: string (nullable = true)
 |-- L1_S25_F2913: string (nullable = true)
 |-- L1_S25_F2914: string (nullable = true)
 |-- L1_S25_F2916: string (nullable = true)
 |-- L1_S25_F2918: string (nullable = true)
 |-- L1_S25_F2919: string (nullable = true)
 |-- L1_S25_F2921: string (nullable = true)
 |-- L1_S25_F2923: string (nullable = true)
 |-- L1_S25_F2924: string (nullable = true)
 |-- L1_S25_F2926: string (nullable = true)
 |-- L1_S25_F2928: string (nullable = true)
 |-- L1_S25_F2929: string (nullable = true)
 |-- L1_S25_F2931: string (nullable = true)
 |-- L1_S25_F2933: string (nullable = true)
 |-- L1_S25_F2934: string (nullable = true)
 |-- L1_S25_F2936: string (nullable = true)
 |-- L1_S25_F2938: string (nullable = true)
 |-- L1_S25_F2939: string (nullable = true)
 |-- L1_S25_F2941: string (nullable = true)
 |-- L1_S25_F2943: string (nullable = true)
 |-- L1_S25_F2944: string (nullable = true)
 |-- L1_S25_F2946: string (nullable = true)
 |-- L1_S25_F2948: string (nullable = true)
 |-- L1_S25_F2949: string (nullable = true)
 |-- L1_S25_F2951: string (nullable = true)
 |-- L1_S25_F2953: string (nullable = true)
 |-- L1_S25_F2954: string (nullable = true)
 |-- L1_S25_F2956: string (nullable = true)
 |-- L1_S25_F2958: string (nullable = true)
 |-- L1_S25_F2959: string (nullable = true)
 |-- L1_S25_F2961: string (nullable = true)
 |-- L1_S25_F2963: string (nullable = true)
 |-- L1_S25_F2964: string (nullable = true)
 |-- L1_S25_F2966: string (nullable = true)
 |-- L1_S25_F2968: string (nullable = true)
 |-- L1_S25_F2969: string (nullable = true)
 |-- L1_S25_F2971: string (nullable = true)
 |-- L1_S25_F2973: string (nullable = true)
 |-- L1_S25_F2974: string (nullable = true)
 |-- L1_S25_F2976: string (nullable = true)
 |-- L1_S25_F2978: string (nullable = true)
 |-- L1_S25_F2979: string (nullable = true)
 |-- L1_S25_F2981: string (nullable = true)
 |-- L1_S25_F2983: string (nullable = true)
 |-- L1_S25_F2984: string (nullable = true)
 |-- L1_S25_F2986: string (nullable = true)
 |-- L1_S25_F2988: string (nullable = true)
 |-- L1_S25_F2989: string (nullable = true)
 |-- L1_S25_F2991: string (nullable = true)
 |-- L1_S25_F2993: string (nullable = true)
 |-- L1_S25_F2994: string (nullable = true)
 |-- L1_S25_F3013: string (nullable = true)
 |-- L2_S26_F3038: string (nullable = true)
 |-- L2_S26_F3039: string (nullable = true)
 |-- L2_S26_F3042: string (nullable = true)
 |-- L2_S26_F3043: string (nullable = true)
 |-- L2_S26_F3045: string (nullable = true)
 |-- L2_S26_F3046: string (nullable = true)
 |-- L2_S26_F3049: string (nullable = true)
 |-- L2_S26_F3050: string (nullable = true)
 |-- L2_S26_F3053: string (nullable = true)
 |-- L2_S26_F3054: string (nullable = true)
 |-- L2_S26_F3057: string (nullable = true)
 |-- L2_S26_F3058: string (nullable = true)
 |-- L2_S26_F3060: string (nullable = true)
 |-- L2_S26_F3061: string (nullable = true)
 |-- L2_S26_F3064: string (nullable = true)
 |-- L2_S26_F3065: string (nullable = true)
 |-- L2_S26_F3067: string (nullable = true)
 |-- L2_S26_F3068: string (nullable = true)
 |-- L2_S26_F3071: string (nullable = true)
 |-- L2_S26_F3072: string (nullable = true)
 |-- L2_S26_F3075: string (nullable = true)
 |-- L2_S26_F3076: string (nullable = true)
 |-- L2_S26_F3079: string (nullable = true)
 |-- L2_S26_F3080: string (nullable = true)
 |-- L2_S26_F3082: string (nullable = true)
 |-- L2_S26_F3083: string (nullable = true)
 |-- L2_S26_F3085: string (nullable = true)
 |-- L2_S26_F3086: string (nullable = true)
 |-- L2_S26_F3088: string (nullable = true)
 |-- L2_S26_F3089: string (nullable = true)
 |-- L2_S26_F3091: string (nullable = true)
 |-- L2_S26_F3092: string (nullable = true)
 |-- L2_S26_F3094: string (nullable = true)
 |-- L2_S26_F3095: string (nullable = true)
 |-- L2_S26_F3097: string (nullable = true)
 |-- L2_S26_F3098: string (nullable = true)
 |-- L2_S26_F3099: string (nullable = true)
 |-- L2_S26_F3101: string (nullable = true)
 |-- L2_S26_F3102: string (nullable = true)
 |-- L2_S26_F3104: string (nullable = true)
 |-- L2_S26_F3105: string (nullable = true)
 |-- L2_S26_F3108: string (nullable = true)
 |-- L2_S26_F3109: string (nullable = true)
 |-- L2_S26_F3111: string (nullable = true)
 |-- L2_S26_F3112: string (nullable = true)
 |-- L2_S26_F3115: string (nullable = true)
 |-- L2_S26_F3116: string (nullable = true)
 |-- L2_S26_F3119: string (nullable = true)
 |-- L2_S26_F3120: string (nullable = true)
 |-- L2_S26_F3123: string (nullable = true)
 |-- L2_S26_F3124: string (nullable = true)
 |-- L2_S26_F3127: string (nullable = true)
 |-- L2_S26_F3128: string (nullable = true)
 |-- L2_S27_F3131: string (nullable = true)
 |-- L2_S27_F3132: string (nullable = true)
 |-- L2_S27_F3135: string (nullable = true)
 |-- L2_S27_F3136: string (nullable = true)
 |-- L2_S27_F3138: string (nullable = true)
 |-- L2_S27_F3139: string (nullable = true)
 |-- L2_S27_F3142: string (nullable = true)
 |-- L2_S27_F3143: string (nullable = true)
 |-- L2_S27_F3146: string (nullable = true)
 |-- L2_S27_F3147: string (nullable = true)
 |-- L2_S27_F3150: string (nullable = true)
 |-- L2_S27_F3151: string (nullable = true)
 |-- L2_S27_F3153: string (nullable = true)
 |-- L2_S27_F3154: string (nullable = true)
 |-- L2_S27_F3157: string (nullable = true)
 |-- L2_S27_F3158: string (nullable = true)
 |-- L2_S27_F3160: string (nullable = true)
 |-- L2_S27_F3161: string (nullable = true)
 |-- L2_S27_F3164: string (nullable = true)
 |-- L2_S27_F3165: string (nullable = true)
 |-- L2_S27_F3168: string (nullable = true)
 |-- L2_S27_F3169: string (nullable = true)
 |-- L2_S27_F3172: string (nullable = true)
 |-- L2_S27_F3173: string (nullable = true)
 |-- L2_S27_F3175: string (nullable = true)
 |-- L2_S27_F3176: string (nullable = true)
 |-- L2_S27_F3178: string (nullable = true)
 |-- L2_S27_F3179: string (nullable = true)
 |-- L2_S27_F3181: string (nullable = true)
 |-- L2_S27_F3182: string (nullable = true)
 |-- L2_S27_F3184: string (nullable = true)
 |-- L2_S27_F3185: string (nullable = true)
 |-- L2_S27_F3187: string (nullable = true)
 |-- L2_S27_F3188: string (nullable = true)
 |-- L2_S27_F3190: string (nullable = true)
 |-- L2_S27_F3191: string (nullable = true)
 |-- L2_S27_F3192: string (nullable = true)
 |-- L2_S27_F3194: string (nullable = true)
 |-- L2_S27_F3195: string (nullable = true)
 |-- L2_S27_F3197: string (nullable = true)
 |-- L2_S27_F3198: string (nullable = true)
 |-- L2_S27_F3201: string (nullable = true)
 |-- L2_S27_F3202: string (nullable = true)
 |-- L2_S27_F3204: string (nullable = true)
 |-- L2_S27_F3205: string (nullable = true)
 |-- L2_S27_F3208: string (nullable = true)
 |-- L2_S27_F3209: string (nullable = true)
 |-- L2_S27_F3212: string (nullable = true)
 |-- L2_S27_F3213: string (nullable = true)
 |-- L2_S27_F3216: string (nullable = true)
 |-- L2_S27_F3217: string (nullable = true)
 |-- L2_S27_F3220: string (nullable = true)
 |-- L2_S27_F3221: string (nullable = true)
 |-- L2_S28_F3224: string (nullable = true)
 |-- L2_S28_F3225: string (nullable = true)
 |-- L2_S28_F3228: string (nullable = true)
 |-- L2_S28_F3229: string (nullable = true)
 |-- L2_S28_F3231: string (nullable = true)
 |-- L2_S28_F3232: string (nullable = true)
 |-- L2_S28_F3235: string (nullable = true)
 |-- L2_S28_F3236: string (nullable = true)
 |-- L2_S28_F3239: string (nullable = true)
 |-- L2_S28_F3240: string (nullable = true)
 |-- L2_S28_F3243: string (nullable = true)
 |-- L2_S28_F3244: string (nullable = true)
 |-- L2_S28_F3246: string (nullable = true)
 |-- L2_S28_F3247: string (nullable = true)
 |-- L2_S28_F3250: string (nullable = true)
 |-- L2_S28_F3251: string (nullable = true)
 |-- L2_S28_F3253: string (nullable = true)
 |-- L2_S28_F3254: string (nullable = true)
 |-- L2_S28_F3257: string (nullable = true)
 |-- L2_S28_F3258: string (nullable = true)
 |-- L2_S28_F3261: string (nullable = true)
 |-- L2_S28_F3262: string (nullable = true)
 |-- L2_S28_F3265: string (nullable = true)
 |-- L2_S28_F3266: string (nullable = true)
 |-- L2_S28_F3268: string (nullable = true)
 |-- L2_S28_F3269: string (nullable = true)
 |-- L2_S28_F3271: string (nullable = true)
 |-- L2_S28_F3272: string (nullable = true)
 |-- L2_S28_F3274: string (nullable = true)
 |-- L2_S28_F3275: string (nullable = true)
 |-- L2_S28_F3277: string (nullable = true)
 |-- L2_S28_F3278: string (nullable = true)
 |-- L2_S28_F3280: string (nullable = true)
 |-- L2_S28_F3281: string (nullable = true)
 |-- L2_S28_F3283: string (nullable = true)
 |-- L2_S28_F3284: string (nullable = true)
 |-- L2_S28_F3285: string (nullable = true)
 |-- L2_S28_F3287: string (nullable = true)
 |-- L2_S28_F3288: string (nullable = true)
 |-- L2_S28_F3290: string (nullable = true)
 |-- L2_S28_F3291: string (nullable = true)
 |-- L2_S28_F3294: string (nullable = true)
 |-- L2_S28_F3295: string (nullable = true)
 |-- L2_S28_F3297: string (nullable = true)
 |-- L2_S28_F3298: string (nullable = true)
 |-- L2_S28_F3301: string (nullable = true)
 |-- L2_S28_F3302: string (nullable = true)
 |-- L2_S28_F3305: string (nullable = true)
 |-- L2_S28_F3306: string (nullable = true)
 |-- L2_S28_F3309: string (nullable = true)
 |-- L2_S28_F3310: string (nullable = true)
 |-- L2_S28_F3313: string (nullable = true)
 |-- L2_S28_F3314: string (nullable = true)
 |-- L3_S29_F3317: string (nullable = true)
 |-- L3_S29_F3320: string (nullable = true)
 |-- L3_S29_F3323: string (nullable = true)
 |-- L3_S29_F3326: string (nullable = true)
 |-- L3_S29_F3329: string (nullable = true)
 |-- L3_S29_F3332: string (nullable = true)
 |-- L3_S29_F3335: string (nullable = true)
 |-- L3_S29_F3338: string (nullable = true)
 |-- L3_S29_F3341: string (nullable = true)
 |-- L3_S29_F3344: string (nullable = true)
 |-- L3_S29_F3347: string (nullable = true)
 |-- L3_S29_F3350: string (nullable = true)
 |-- L3_S29_F3353: string (nullable = true)
 |-- L3_S29_F3356: string (nullable = true)
 |-- L3_S29_F3359: string (nullable = true)
 |-- L3_S29_F3362: string (nullable = true)
 |-- L3_S29_F3364: string (nullable = true)
 |-- L3_S29_F3366: string (nullable = true)
 |-- L3_S29_F3369: string (nullable = true)
 |-- L3_S29_F3372: string (nullable = true)
 |-- L3_S29_F3375: string (nullable = true)
 |-- L3_S29_F3378: string (nullable = true)
 |-- L3_S29_F3381: string (nullable = true)
 |-- L3_S29_F3384: string (nullable = true)
 |-- L3_S29_F3387: string (nullable = true)
 |-- L3_S29_F3390: string (nullable = true)
 |-- L3_S29_F3392: string (nullable = true)
 |-- L3_S29_F3394: string (nullable = true)
 |-- L3_S29_F3397: string (nullable = true)
 |-- L3_S29_F3400: string (nullable = true)
 |-- L3_S29_F3403: string (nullable = true)
 |-- L3_S29_F3406: string (nullable = true)
 |-- L3_S29_F3409: string (nullable = true)
 |-- L3_S29_F3411: string (nullable = true)
 |-- L3_S29_F3414: string (nullable = true)
 |-- L3_S29_F3416: string (nullable = true)
 |-- L3_S29_F3418: string (nullable = true)
 |-- L3_S29_F3420: string (nullable = true)
 |-- L3_S29_F3423: string (nullable = true)
 |-- L3_S29_F3426: string (nullable = true)
 |-- L3_S29_F3429: string (nullable = true)
 |-- L3_S29_F3432: string (nullable = true)
 |-- L3_S29_F3435: string (nullable = true)
 |-- L3_S29_F3438: string (nullable = true)
 |-- L3_S29_F3441: string (nullable = true)
 |-- L3_S29_F3444: string (nullable = true)
 |-- L3_S29_F3446: string (nullable = true)
 |-- L3_S29_F3448: string (nullable = true)
 |-- L3_S29_F3451: string (nullable = true)
 |-- L3_S29_F3454: string (nullable = true)
 |-- L3_S29_F3457: string (nullable = true)
 |-- L3_S29_F3460: string (nullable = true)
 |-- L3_S29_F3463: string (nullable = true)
 |-- L3_S29_F3466: string (nullable = true)
 |-- L3_S29_F3469: string (nullable = true)
 |-- L3_S29_F3472: string (nullable = true)
 |-- L3_S29_F3475: string (nullable = true)
 |-- L3_S29_F3478: string (nullable = true)
 |-- L3_S29_F3481: string (nullable = true)
 |-- L3_S29_F3484: string (nullable = true)
 |-- L3_S29_F3487: string (nullable = true)
 |-- L3_S29_F3490: string (nullable = true)
 |-- L3_S29_F3493: string (nullable = true)
 |-- L3_S30_F3495: string (nullable = true)
 |-- L3_S30_F3497: string (nullable = true)
 |-- L3_S30_F3498: string (nullable = true)
 |-- L3_S30_F3500: string (nullable = true)
 |-- L3_S30_F3502: string (nullable = true)
 |-- L3_S30_F3503: string (nullable = true)
 |-- L3_S30_F3505: string (nullable = true)
 |-- L3_S30_F3507: string (nullable = true)
 |-- L3_S30_F3508: string (nullable = true)
 |-- L3_S30_F3510: string (nullable = true)
 |-- L3_S30_F3512: string (nullable = true)
 |-- L3_S30_F3513: string (nullable = true)
 |-- L3_S30_F3515: string (nullable = true)
 |-- L3_S30_F3517: string (nullable = true)
 |-- L3_S30_F3518: string (nullable = true)
 |-- L3_S30_F3520: string (nullable = true)
 |-- L3_S30_F3522: string (nullable = true)
 |-- L3_S30_F3523: string (nullable = true)
 |-- L3_S30_F3525: string (nullable = true)
 |-- L3_S30_F3527: string (nullable = true)
 |-- L3_S30_F3528: string (nullable = true)
 |-- L3_S30_F3530: string (nullable = true)
 |-- L3_S30_F3532: string (nullable = true)
 |-- L3_S30_F3533: string (nullable = true)
 |-- L3_S30_F3535: string (nullable = true)
 |-- L3_S30_F3537: string (nullable = true)
 |-- L3_S30_F3538: string (nullable = true)
 |-- L3_S30_F3540: string (nullable = true)
 |-- L3_S30_F3542: string (nullable = true)
 |-- L3_S30_F3543: string (nullable = true)
 |-- L3_S30_F3545: string (nullable = true)
 |-- L3_S30_F3547: string (nullable = true)
 |-- L3_S30_F3548: string (nullable = true)
 |-- L3_S30_F3550: string (nullable = true)
 |-- L3_S30_F3552: string (nullable = true)
 |-- L3_S30_F3553: string (nullable = true)
 |-- L3_S30_F3555: string (nullable = true)
 |-- L3_S30_F3557: string (nullable = true)
 |-- L3_S30_F3558: string (nullable = true)
 |-- L3_S30_F3560: string (nullable = true)
 |-- L3_S30_F3562: string (nullable = true)
 |-- L3_S30_F3563: string (nullable = true)
 |-- L3_S30_F3565: string (nullable = true)
 |-- L3_S30_F3567: string (nullable = true)
 |-- L3_S30_F3568: string (nullable = true)
 |-- L3_S30_F3570: string (nullable = true)
 |-- L3_S30_F3572: string (nullable = true)
 |-- L3_S30_F3573: string (nullable = true)
 |-- L3_S30_F3575: string (nullable = true)
 |-- L3_S30_F3577: string (nullable = true)
 |-- L3_S30_F3578: string (nullable = true)
 |-- L3_S30_F3580: string (nullable = true)
 |-- L3_S30_F3582: string (nullable = true)
 |-- L3_S30_F3583: string (nullable = true)
 |-- L3_S30_F3585: string (nullable = true)
 |-- L3_S30_F3587: string (nullable = true)
 |-- L3_S30_F3588: string (nullable = true)
 |-- L3_S30_F3590: string (nullable = true)
 |-- L3_S30_F3592: string (nullable = true)
 |-- L3_S30_F3593: string (nullable = true)
 |-- L3_S30_F3595: string (nullable = true)
 |-- L3_S30_F3597: string (nullable = true)
 |-- L3_S30_F3598: string (nullable = true)
 |-- L3_S30_F3600: string (nullable = true)
 |-- L3_S30_F3602: string (nullable = true)
 |-- L3_S30_F3603: string (nullable = true)
 |-- L3_S30_F3605: string (nullable = true)
 |-- L3_S30_F3607: string (nullable = true)
 |-- L3_S30_F3608: string (nullable = true)
 |-- L3_S30_F3610: string (nullable = true)
 |-- L3_S30_F3612: string (nullable = true)
 |-- L3_S30_F3613: string (nullable = true)
 |-- L3_S30_F3615: string (nullable = true)
 |-- L3_S30_F3617: string (nullable = true)
 |-- L3_S30_F3618: string (nullable = true)
 |-- L3_S30_F3620: string (nullable = true)
 |-- L3_S30_F3622: string (nullable = true)
 |-- L3_S30_F3623: string (nullable = true)
 |-- L3_S30_F3625: string (nullable = true)
 |-- L3_S30_F3627: string (nullable = true)
 |-- L3_S30_F3628: string (nullable = true)
 |-- L3_S30_F3630: string (nullable = true)
 |-- L3_S30_F3632: string (nullable = true)
 |-- L3_S30_F3633: string (nullable = true)
 |-- L3_S30_F3635: string (nullable = true)
 |-- L3_S30_F3637: string (nullable = true)
 |-- L3_S30_F3638: string (nullable = true)
 |-- L3_S30_F3640: string (nullable = true)
 |-- L3_S30_F3642: string (nullable = true)
 |-- L3_S30_F3643: string (nullable = true)
 |-- L3_S30_F3645: string (nullable = true)
 |-- L3_S30_F3647: string (nullable = true)
 |-- L3_S30_F3648: string (nullable = true)
 |-- L3_S30_F3650: string (nullable = true)
 |-- L3_S30_F3652: string (nullable = true)
 |-- L3_S30_F3653: string (nullable = true)
 |-- L3_S30_F3655: string (nullable = true)
 |-- L3_S30_F3657: string (nullable = true)
 |-- L3_S30_F3658: string (nullable = true)
 |-- L3_S30_F3660: string (nullable = true)
 |-- L3_S30_F3662: string (nullable = true)
 |-- L3_S30_F3663: string (nullable = true)
 |-- L3_S30_F3665: string (nullable = true)
 |-- L3_S30_F3667: string (nullable = true)
 |-- L3_S30_F3668: string (nullable = true)
 |-- L3_S30_F3670: string (nullable = true)
 |-- L3_S30_F3672: string (nullable = true)
 |-- L3_S30_F3673: string (nullable = true)
 |-- L3_S30_F3675: string (nullable = true)
 |-- L3_S30_F3677: string (nullable = true)
 |-- L3_S30_F3678: string (nullable = true)
 |-- L3_S30_F3680: string (nullable = true)
 |-- L3_S30_F3682: string (nullable = true)
 |-- L3_S30_F3683: string (nullable = true)
 |-- L3_S30_F3685: string (nullable = true)
 |-- L3_S30_F3687: string (nullable = true)
 |-- L3_S30_F3688: string (nullable = true)
 |-- L3_S30_F3690: string (nullable = true)
 |-- L3_S30_F3692: string (nullable = true)
 |-- L3_S30_F3693: string (nullable = true)
 |-- L3_S30_F3695: string (nullable = true)
 |-- L3_S30_F3697: string (nullable = true)
 |-- L3_S30_F3698: string (nullable = true)
 |-- L3_S30_F3700: string (nullable = true)
 |-- L3_S30_F3702: string (nullable = true)
 |-- L3_S30_F3703: string (nullable = true)
 |-- L3_S30_F3705: string (nullable = true)
 |-- L3_S30_F3707: string (nullable = true)
 |-- L3_S30_F3708: string (nullable = true)
 |-- L3_S30_F3710: string (nullable = true)
 |-- L3_S30_F3712: string (nullable = true)
 |-- L3_S30_F3713: string (nullable = true)
 |-- L3_S30_F3715: string (nullable = true)
 |-- L3_S30_F3717: string (nullable = true)
 |-- L3_S30_F3718: string (nullable = true)
 |-- L3_S30_F3720: string (nullable = true)
 |-- L3_S30_F3722: string (nullable = true)
 |-- L3_S30_F3723: string (nullable = true)
 |-- L3_S30_F3725: string (nullable = true)
 |-- L3_S30_F3727: string (nullable = true)
 |-- L3_S30_F3728: string (nullable = true)
 |-- L3_S30_F3730: string (nullable = true)
 |-- L3_S30_F3732: string (nullable = true)
 |-- L3_S30_F3733: string (nullable = true)
 |-- L3_S30_F3735: string (nullable = true)
 |-- L3_S30_F3737: string (nullable = true)
 |-- L3_S30_F3738: string (nullable = true)
 |-- L3_S30_F3740: string (nullable = true)
 |-- L3_S30_F3742: string (nullable = true)
 |-- L3_S30_F3743: string (nullable = true)
 |-- L3_S30_F3745: string (nullable = true)
 |-- L3_S30_F3747: string (nullable = true)
 |-- L3_S30_F3748: string (nullable = true)
 |-- L3_S30_F3750: string (nullable = true)
 |-- L3_S30_F3752: string (nullable = true)
 |-- L3_S30_F3753: string (nullable = true)
 |-- L3_S30_F3755: string (nullable = true)
 |-- L3_S30_F3757: string (nullable = true)
 |-- L3_S30_F3758: string (nullable = true)
 |-- L3_S30_F3760: string (nullable = true)
 |-- L3_S30_F3762: string (nullable = true)
 |-- L3_S30_F3763: string (nullable = true)
 |-- L3_S30_F3765: string (nullable = true)
 |-- L3_S30_F3767: string (nullable = true)
 |-- L3_S30_F3768: string (nullable = true)
 |-- L3_S30_F3770: string (nullable = true)
 |-- L3_S30_F3772: string (nullable = true)
 |-- L3_S30_F3773: string (nullable = true)
 |-- L3_S30_F3775: string (nullable = true)
 |-- L3_S30_F3777: string (nullable = true)
 |-- L3_S30_F3778: string (nullable = true)
 |-- L3_S30_F3780: string (nullable = true)
 |-- L3_S30_F3782: string (nullable = true)
 |-- L3_S30_F3783: string (nullable = true)
 |-- L3_S30_F3785: string (nullable = true)
 |-- L3_S30_F3787: string (nullable = true)
 |-- L3_S30_F3788: string (nullable = true)
 |-- L3_S30_F3790: string (nullable = true)
 |-- L3_S30_F3792: string (nullable = true)
 |-- L3_S30_F3793: string (nullable = true)
 |-- L3_S30_F3795: string (nullable = true)
 |-- L3_S30_F3797: string (nullable = true)
 |-- L3_S30_F3798: string (nullable = true)
 |-- L3_S30_F3800: string (nullable = true)
 |-- L3_S30_F3802: string (nullable = true)
 |-- L3_S30_F3803: string (nullable = true)
 |-- L3_S30_F3805: string (nullable = true)
 |-- L3_S30_F3807: string (nullable = true)
 |-- L3_S30_F3808: string (nullable = true)
 |-- L3_S30_F3810: string (nullable = true)
 |-- L3_S30_F3812: string (nullable = true)
 |-- L3_S30_F3813: string (nullable = true)
 |-- L3_S30_F3815: string (nullable = true)
 |-- L3_S30_F3817: string (nullable = true)
 |-- L3_S30_F3818: string (nullable = true)
 |-- L3_S30_F3820: string (nullable = true)
 |-- L3_S30_F3822: string (nullable = true)
 |-- L3_S30_F3823: string (nullable = true)
 |-- L3_S30_F3825: string (nullable = true)
 |-- L3_S30_F3827: string (nullable = true)
 |-- L3_S30_F3828: string (nullable = true)
 |-- L3_S30_F3830: string (nullable = true)
 |-- L3_S30_F3832: string (nullable = true)
 |-- L3_S30_F3833: string (nullable = true)
 |-- L3_S31_F3835: string (nullable = true)
 |-- L3_S31_F3837: string (nullable = true)
 |-- L3_S31_F3839: string (nullable = true)
 |-- L3_S31_F3841: string (nullable = true)
 |-- L3_S31_F3843: string (nullable = true)
 |-- L3_S31_F3845: string (nullable = true)
 |-- L3_S31_F3847: string (nullable = true)
 |-- L3_S31_F3849: string (nullable = true)
 |-- L3_S32_F3851: string (nullable = true)
 |-- L3_S32_F3853: string (nullable = true)
 |-- L3_S32_F3854: string (nullable = true)
 |-- L3_S35_F3885: string (nullable = true)
 |-- L3_S35_F3887: string (nullable = true)
 |-- L3_S35_F3888: string (nullable = true)
 |-- L3_S35_F3890: string (nullable = true)
 |-- L3_S35_F3892: string (nullable = true)
 |-- L3_S35_F3893: string (nullable = true)
 |-- L3_S35_F3899: string (nullable = true)
 |-- L3_S35_F3901: string (nullable = true)
 |-- L3_S35_F3902: string (nullable = true)
 |-- L3_S35_F3904: string (nullable = true)
 |-- L3_S35_F3906: string (nullable = true)
 |-- L3_S35_F3907: string (nullable = true)
 |-- L3_S35_F3909: string (nullable = true)
 |-- L3_S35_F3911: string (nullable = true)
 |-- L3_S35_F3912: string (nullable = true)
 |-- L3_S35_F3914: string (nullable = true)
 |-- L3_S35_F3916: string (nullable = true)
 |-- L3_S35_F3917: string (nullable = true)
 |-- L3_S36_F3927: string (nullable = true)
 |-- L3_S36_F3929: string (nullable = true)
 |-- L3_S36_F3931: string (nullable = true)
 |-- L3_S36_F3933: string (nullable = true)
 |-- L3_S36_F3935: string (nullable = true)
 |-- L3_S36_F3937: string (nullable = true)
 |-- L3_S36_F3939: string (nullable = true)
 |-- L3_S36_F3941: string (nullable = true)
 |-- L3_S38_F3954: string (nullable = true)
 |-- L3_S38_F3955: string (nullable = true)
 |-- L3_S38_F3958: string (nullable = true)
 |-- L3_S38_F3959: string (nullable = true)
 |-- L3_S38_F3962: string (nullable = true)
 |-- L3_S38_F3963: string (nullable = true)
 |-- L3_S39_F3965: string (nullable = true)
 |-- L3_S39_F3967: string (nullable = true)
 |-- L3_S39_F3969: string (nullable = true)
 |-- L3_S39_F3971: string (nullable = true)
 |-- L3_S39_F3973: string (nullable = true)
 |-- L3_S39_F3975: string (nullable = true)
 |-- L3_S39_F3977: string (nullable = true)
 |-- L3_S39_F3979: string (nullable = true)
 |-- L3_S42_F4028: string (nullable = true)
 |-- L3_S42_F4030: string (nullable = true)
 |-- L3_S42_F4031: string (nullable = true)
 |-- L3_S42_F4032: string (nullable = true)
 |-- L3_S42_F4034: string (nullable = true)
 |-- L3_S42_F4035: string (nullable = true)
 |-- L3_S42_F4036: string (nullable = true)
 |-- L3_S42_F4038: string (nullable = true)
 |-- L3_S42_F4039: string (nullable = true)
 |-- L3_S42_F4040: string (nullable = true)
 |-- L3_S42_F4042: string (nullable = true)
 |-- L3_S42_F4043: string (nullable = true)
 |-- L3_S42_F4044: string (nullable = true)
 |-- L3_S42_F4046: string (nullable = true)
 |-- L3_S42_F4047: string (nullable = true)
 |-- L3_S42_F4048: string (nullable = true)
 |-- L3_S42_F4050: string (nullable = true)
 |-- L3_S42_F4051: string (nullable = true)
 |-- L3_S42_F4052: string (nullable = true)
 |-- L3_S42_F4054: string (nullable = true)
 |-- L3_S42_F4055: string (nullable = true)
 |-- L3_S42_F4056: string (nullable = true)
 |-- L3_S42_F4058: string (nullable = true)
 |-- L3_S42_F4059: string (nullable = true)
 |-- L3_S43_F4061: string (nullable = true)
 |-- L3_S43_F4063: string (nullable = true)
 |-- L3_S43_F4064: string (nullable = true)
 |-- L3_S43_F4066: string (nullable = true)
 |-- L3_S43_F4068: string (nullable = true)
 |-- L3_S43_F4069: string (nullable = true)
 |-- L3_S43_F4071: string (nullable = true)
 |-- L3_S43_F4073: string (nullable = true)
 |-- L3_S43_F4074: string (nullable = true)
 |-- L3_S43_F4076: string (nullable = true)
 |-- L3_S43_F4078: string (nullable = true)
 |-- L3_S43_F4079: string (nullable = true)
 |-- L3_S43_F4081: string (nullable = true)
 |-- L3_S43_F4083: string (nullable = true)
 |-- L3_S43_F4084: string (nullable = true)
 |-- L3_S43_F4086: string (nullable = true)
 |-- L3_S43_F4088: string (nullable = true)
 |-- L3_S43_F4089: string (nullable = true)
 |-- L3_S43_F4091: string (nullable = true)
 |-- L3_S43_F4093: string (nullable = true)
 |-- L3_S43_F4094: string (nullable = true)
 |-- L3_S43_F4096: string (nullable = true)
 |-- L3_S43_F4098: string (nullable = true)
 |-- L3_S43_F4099: string (nullable = true)
 |-- L3_S44_F4102: string (nullable = true)
 |-- L3_S44_F4105: string (nullable = true)
 |-- L3_S44_F4108: string (nullable = true)
 |-- L3_S44_F4111: string (nullable = true)
 |-- L3_S44_F4114: string (nullable = true)
 |-- L3_S44_F4117: string (nullable = true)
 |-- L3_S44_F4120: string (nullable = true)
 |-- L3_S44_F4123: string (nullable = true)
 |-- L3_S46_F4134: string (nullable = true)
 |-- L3_S46_F4136: string (nullable = true)
 |-- L3_S46_F4137: string (nullable = true)
 |-- L3_S47_F4139: string (nullable = true)
 |-- L3_S47_F4141: string (nullable = true)
 |-- L3_S47_F4142: string (nullable = true)
 |-- L3_S47_F4144: string (nullable = true)
 |-- L3_S47_F4146: string (nullable = true)
 |-- L3_S47_F4147: string (nullable = true)
 |-- L3_S47_F4149: string (nullable = true)
 |-- L3_S47_F4151: string (nullable = true)
 |-- L3_S47_F4152: string (nullable = true)
 |-- L3_S47_F4154: string (nullable = true)
 |-- L3_S47_F4156: string (nullable = true)
 |-- L3_S47_F4157: string (nullable = true)
 |-- L3_S47_F4159: string (nullable = true)
 |-- L3_S47_F4161: string (nullable = true)
 |-- L3_S47_F4162: string (nullable = true)
 |-- L3_S47_F4164: string (nullable = true)
 |-- L3_S47_F4166: string (nullable = true)
 |-- L3_S47_F4167: string (nullable = true)
 |-- L3_S47_F4169: string (nullable = true)
 |-- L3_S47_F4171: string (nullable = true)
 |-- L3_S47_F4172: string (nullable = true)
 |-- L3_S47_F4174: string (nullable = true)
 |-- L3_S47_F4176: string (nullable = true)
 |-- L3_S47_F4177: string (nullable = true)
 |-- L3_S47_F4179: string (nullable = true)
 |-- L3_S47_F4181: string (nullable = true)
 |-- L3_S47_F4182: string (nullable = true)
 |-- L3_S47_F4184: string (nullable = true)
 |-- L3_S47_F4186: string (nullable = true)
 |-- L3_S47_F4187: string (nullable = true)
 |-- L3_S47_F4189: string (nullable = true)
 |-- L3_S47_F4191: string (nullable = true)
 |-- L3_S47_F4192: string (nullable = true)
 |-- L3_S49_F4207: string (nullable = true)
 |-- L3_S49_F4209: string (nullable = true)
 |-- L3_S49_F4210: string (nullable = true)
 |-- L3_S49_F4212: string (nullable = true)
 |-- L3_S49_F4214: string (nullable = true)
 |-- L3_S49_F4215: string (nullable = true)
 |-- L3_S49_F4217: string (nullable = true)
 |-- L3_S49_F4219: string (nullable = true)
 |-- L3_S49_F4220: string (nullable = true)
 |-- L3_S49_F4222: string (nullable = true)
 |-- L3_S49_F4224: string (nullable = true)
 |-- L3_S49_F4225: string (nullable = true)
 |-- L3_S49_F4227: string (nullable = true)
 |-- L3_S49_F4229: string (nullable = true)
 |-- L3_S49_F4230: string (nullable = true)
 |-- L3_S49_F4232: string (nullable = true)
 |-- L3_S49_F4234: string (nullable = true)
 |-- L3_S49_F4235: string (nullable = true)
 |-- L3_S49_F4237: string (nullable = true)
 |-- L3_S49_F4239: string (nullable = true)
 |-- L3_S49_F4240: string (nullable = true)

root
 |-- Id: integer (nullable = true)
 |-- L0_S0_F0: double (nullable = true)
 |-- L0_S0_F2: double (nullable = true)
 |-- L0_S0_F4: double (nullable = true)
 |-- L0_S0_F6: double (nullable = true)
 |-- L0_S0_F8: double (nullable = true)
 |-- L0_S0_F10: double (nullable = true)
 |-- L0_S0_F12: double (nullable = true)
 |-- L0_S0_F14: double (nullable = true)
 |-- L0_S0_F16: double (nullable = true)
 |-- L0_S0_F18: double (nullable = true)
 |-- L0_S0_F20: double (nullable = true)
 |-- L0_S0_F22: double (nullable = true)
 |-- L0_S1_F24: double (nullable = true)
 |-- L0_S1_F28: double (nullable = true)
 |-- L0_S2_F32: double (nullable = true)
 |-- L0_S2_F36: double (nullable = true)
 |-- L0_S2_F40: double (nullable = true)
 |-- L0_S2_F44: double (nullable = true)
 |-- L0_S2_F48: double (nullable = true)
 |-- L0_S2_F52: integer (nullable = true)
 |-- L0_S2_F56: double (nullable = true)
 |-- L0_S2_F60: double (nullable = true)
 |-- L0_S2_F64: double (nullable = true)
 |-- L0_S3_F68: double (nullable = true)
 |-- L0_S3_F72: double (nullable = true)
 |-- L0_S3_F76: double (nullable = true)
 |-- L0_S3_F80: double (nullable = true)
 |-- L0_S3_F84: double (nullable = true)
 |-- L0_S3_F88: integer (nullable = true)
 |-- L0_S3_F92: double (nullable = true)
 |-- L0_S3_F96: double (nullable = true)
 |-- L0_S3_F100: double (nullable = true)
 |-- L0_S4_F104: double (nullable = true)
 |-- L0_S4_F109: double (nullable = true)
 |-- L0_S5_F114: double (nullable = true)
 |-- L0_S5_F116: double (nullable = true)
 |-- L0_S6_F118: double (nullable = true)
 |-- L0_S6_F122: double (nullable = true)
 |-- L0_S6_F132: double (nullable = true)
 |-- L0_S7_F136: double (nullable = true)
 |-- L0_S7_F138: double (nullable = true)
 |-- L0_S7_F142: double (nullable = true)
 |-- L0_S8_F144: double (nullable = true)
 |-- L0_S8_F146: double (nullable = true)
 |-- L0_S8_F149: double (nullable = true)
 |-- L0_S9_F155: double (nullable = true)
 |-- L0_S9_F160: double (nullable = true)
 |-- L0_S9_F165: double (nullable = true)
 |-- L0_S9_F170: double (nullable = true)
 |-- L0_S9_F175: double (nullable = true)
 |-- L0_S9_F180: double (nullable = true)
 |-- L0_S9_F185: double (nullable = true)
 |-- L0_S9_F190: double (nullable = true)
 |-- L0_S9_F195: double (nullable = true)
 |-- L0_S9_F200: double (nullable = true)
 |-- L0_S9_F205: double (nullable = true)
 |-- L0_S9_F210: double (nullable = true)
 |-- L0_S10_F219: double (nullable = true)
 |-- L0_S10_F224: double (nullable = true)
 |-- L0_S10_F229: double (nullable = true)
 |-- L0_S10_F234: double (nullable = true)
 |-- L0_S10_F239: double (nullable = true)
 |-- L0_S10_F244: double (nullable = true)
 |-- L0_S10_F249: double (nullable = true)
 |-- L0_S10_F254: double (nullable = true)
 |-- L0_S10_F259: double (nullable = true)
 |-- L0_S10_F264: double (nullable = true)
 |-- L0_S10_F269: double (nullable = true)
 |-- L0_S10_F274: double (nullable = true)
 |-- L0_S11_F282: double (nullable = true)
 |-- L0_S11_F286: double (nullable = true)
 |-- L0_S11_F290: double (nullable = true)
 |-- L0_S11_F294: double (nullable = true)
 |-- L0_S11_F298: double (nullable = true)
 |-- L0_S11_F302: double (nullable = true)
 |-- L0_S11_F306: double (nullable = true)
 |-- L0_S11_F310: double (nullable = true)
 |-- L0_S11_F314: double (nullable = true)
 |-- L0_S11_F318: double (nullable = true)
 |-- L0_S11_F322: double (nullable = true)
 |-- L0_S11_F326: double (nullable = true)
 |-- L0_S12_F330: double (nullable = true)
 |-- L0_S12_F332: double (nullable = true)
 |-- L0_S12_F334: double (nullable = true)
 |-- L0_S12_F336: double (nullable = true)
 |-- L0_S12_F338: double (nullable = true)
 |-- L0_S12_F340: double (nullable = true)
 |-- L0_S12_F342: double (nullable = true)
 |-- L0_S12_F344: double (nullable = true)
 |-- L0_S12_F346: double (nullable = true)
 |-- L0_S12_F348: double (nullable = true)
 |-- L0_S12_F350: double (nullable = true)
 |-- L0_S12_F352: double (nullable = true)
 |-- L0_S13_F354: double (nullable = true)
 |-- L0_S13_F356: double (nullable = true)
 |-- L0_S14_F358: double (nullable = true)
 |-- L0_S14_F362: double (nullable = true)
 |-- L0_S14_F366: double (nullable = true)
 |-- L0_S14_F370: double (nullable = true)
 |-- L0_S14_F374: double (nullable = true)
 |-- L0_S14_F378: integer (nullable = true)
 |-- L0_S14_F382: double (nullable = true)
 |-- L0_S14_F386: double (nullable = true)
 |-- L0_S14_F390: double (nullable = true)
 |-- L0_S15_F394: double (nullable = true)
 |-- L0_S15_F397: double (nullable = true)
 |-- L0_S15_F400: double (nullable = true)
 |-- L0_S15_F403: double (nullable = true)
 |-- L0_S15_F406: double (nullable = true)
 |-- L0_S15_F409: integer (nullable = true)
 |-- L0_S15_F412: double (nullable = true)
 |-- L0_S15_F415: double (nullable = true)
 |-- L0_S15_F418: double (nullable = true)
 |-- L0_S16_F421: double (nullable = true)
 |-- L0_S16_F426: double (nullable = true)
 |-- L0_S17_F431: double (nullable = true)
 |-- L0_S17_F433: double (nullable = true)
 |-- L0_S18_F435: double (nullable = true)
 |-- L0_S18_F439: double (nullable = true)
 |-- L0_S18_F449: double (nullable = true)
 |-- L0_S19_F453: double (nullable = true)
 |-- L0_S19_F455: double (nullable = true)
 |-- L0_S19_F459: double (nullable = true)
 |-- L0_S20_F461: double (nullable = true)
 |-- L0_S20_F463: double (nullable = true)
 |-- L0_S20_F466: double (nullable = true)
 |-- L0_S21_F472: double (nullable = true)
 |-- L0_S21_F477: double (nullable = true)
 |-- L0_S21_F482: double (nullable = true)
 |-- L0_S21_F487: double (nullable = true)
 |-- L0_S21_F492: double (nullable = true)
 |-- L0_S21_F497: double (nullable = true)
 |-- L0_S21_F502: double (nullable = true)
 |-- L0_S21_F507: double (nullable = true)
 |-- L0_S21_F512: double (nullable = true)
 |-- L0_S21_F517: double (nullable = true)
 |-- L0_S21_F522: double (nullable = true)
 |-- L0_S21_F527: double (nullable = true)
 |-- L0_S21_F532: double (nullable = true)
 |-- L0_S21_F537: double (nullable = true)
 |-- L0_S22_F546: double (nullable = true)
 |-- L0_S22_F551: double (nullable = true)
 |-- L0_S22_F556: double (nullable = true)
 |-- L0_S22_F561: double (nullable = true)
 |-- L0_S22_F566: double (nullable = true)
 |-- L0_S22_F571: double (nullable = true)
 |-- L0_S22_F576: double (nullable = true)
 |-- L0_S22_F581: double (nullable = true)
 |-- L0_S22_F586: double (nullable = true)
 |-- L0_S22_F591: double (nullable = true)
 |-- L0_S22_F596: double (nullable = true)
 |-- L0_S22_F601: double (nullable = true)
 |-- L0_S22_F606: double (nullable = true)
 |-- L0_S22_F611: double (nullable = true)
 |-- L0_S23_F619: double (nullable = true)
 |-- L0_S23_F623: double (nullable = true)
 |-- L0_S23_F627: double (nullable = true)
 |-- L0_S23_F631: double (nullable = true)
 |-- L0_S23_F635: double (nullable = true)
 |-- L0_S23_F639: double (nullable = true)
 |-- L0_S23_F643: double (nullable = true)
 |-- L0_S23_F647: double (nullable = true)
 |-- L0_S23_F651: double (nullable = true)
 |-- L0_S23_F655: double (nullable = true)
 |-- L0_S23_F659: double (nullable = true)
 |-- L0_S23_F663: double (nullable = true)
 |-- L0_S23_F667: double (nullable = true)
 |-- L0_S23_F671: double (nullable = true)
 |-- L1_S24_F679: double (nullable = true)
 |-- L1_S24_F683: double (nullable = true)
 |-- L1_S24_F687: double (nullable = true)
 |-- L1_S24_F691: double (nullable = true)
 |-- L1_S24_F700: double (nullable = true)
 |-- L1_S24_F719: double (nullable = true)
 |-- L1_S24_F728: double (nullable = true)
 |-- L1_S24_F733: double (nullable = true)
 |-- L1_S24_F746: double (nullable = true)
 |-- L1_S24_F751: integer (nullable = true)
 |-- L1_S24_F756: double (nullable = true)
 |-- L1_S24_F761: integer (nullable = true)
 |-- L1_S24_F766: double (nullable = true)
 |-- L1_S24_F775: double (nullable = true)
 |-- L1_S24_F780: double (nullable = true)
 |-- L1_S24_F785: double (nullable = true)
 |-- L1_S24_F790: double (nullable = true)
 |-- L1_S24_F795: double (nullable = true)
 |-- L1_S24_F800: double (nullable = true)
 |-- L1_S24_F802: double (nullable = true)
 |-- L1_S24_F806: double (nullable = true)
 |-- L1_S24_F808: double (nullable = true)
 |-- L1_S24_F810: double (nullable = true)
 |-- L1_S24_F812: double (nullable = true)
 |-- L1_S24_F814: double (nullable = true)
 |-- L1_S24_F816: double (nullable = true)
 |-- L1_S24_F829: double (nullable = true)
 |-- L1_S24_F834: double (nullable = true)
 |-- L1_S24_F839: double (nullable = true)
 |-- L1_S24_F844: double (nullable = true)
 |-- L1_S24_F857: double (nullable = true)
 |-- L1_S24_F862: double (nullable = true)
 |-- L1_S24_F867: double (nullable = true)
 |-- L1_S24_F872: double (nullable = true)
 |-- L1_S24_F877: double (nullable = true)
 |-- L1_S24_F882: double (nullable = true)
 |-- L1_S24_F887: double (nullable = true)
 |-- L1_S24_F892: double (nullable = true)
 |-- L1_S24_F897: double (nullable = true)
 |-- L1_S24_F902: double (nullable = true)
 |-- L1_S24_F907: double (nullable = true)
 |-- L1_S24_F920: double (nullable = true)
 |-- L1_S24_F925: double (nullable = true)
 |-- L1_S24_F930: double (nullable = true)
 |-- L1_S24_F935: double (nullable = true)
 |-- L1_S24_F948: double (nullable = true)
 |-- L1_S24_F953: double (nullable = true)
 |-- L1_S24_F958: double (nullable = true)
 |-- L1_S24_F963: double (nullable = true)
 |-- L1_S24_F968: double (nullable = true)
 |-- L1_S24_F973: double (nullable = true)
 |-- L1_S24_F978: double (nullable = true)
 |-- L1_S24_F983: double (nullable = true)
 |-- L1_S24_F988: double (nullable = true)
 |-- L1_S24_F993: double (nullable = true)
 |-- L1_S24_F998: double (nullable = true)
 |-- L1_S24_F1000: double (nullable = true)
 |-- L1_S24_F1002: double (nullable = true)
 |-- L1_S24_F1004: double (nullable = true)
 |-- L1_S24_F1006: double (nullable = true)
 |-- L1_S24_F1008: double (nullable = true)
 |-- L1_S24_F1010: double (nullable = true)
 |-- L1_S24_F1012: double (nullable = true)
 |-- L1_S24_F1014: double (nullable = true)
 |-- L1_S24_F1016: double (nullable = true)
 |-- L1_S24_F1021: double (nullable = true)
 |-- L1_S24_F1026: double (nullable = true)
 |-- L1_S24_F1031: double (nullable = true)
 |-- L1_S24_F1036: double (nullable = true)
 |-- L1_S24_F1041: double (nullable = true)
 |-- L1_S24_F1046: double (nullable = true)
 |-- L1_S24_F1051: double (nullable = true)
 |-- L1_S24_F1056: double (nullable = true)
 |-- L1_S24_F1068: double (nullable = true)
 |-- L1_S24_F1072: double (nullable = true)
 |-- L1_S24_F1079: double (nullable = true)
 |-- L1_S24_F1083: double (nullable = true)
 |-- L1_S24_F1087: double (nullable = true)
 |-- L1_S24_F1094: double (nullable = true)
 |-- L1_S24_F1098: double (nullable = true)
 |-- L1_S24_F1102: double (nullable = true)
 |-- L1_S24_F1106: double (nullable = true)
 |-- L1_S24_F1110: double (nullable = true)
 |-- L1_S24_F1118: double (nullable = true)
 |-- L1_S24_F1122: double (nullable = true)
 |-- L1_S24_F1126: double (nullable = true)
 |-- L1_S24_F1130: double (nullable = true)
 |-- L1_S24_F1134: double (nullable = true)
 |-- L1_S24_F1145: double (nullable = true)
 |-- L1_S24_F1148: double (nullable = true)
 |-- L1_S24_F1161: double (nullable = true)
 |-- L1_S24_F1166: double (nullable = true)
 |-- L1_S24_F1170: double (nullable = true)
 |-- L1_S24_F1172: double (nullable = true)
 |-- L1_S24_F1174: double (nullable = true)
 |-- L1_S24_F1176: double (nullable = true)
 |-- L1_S24_F1180: double (nullable = true)
 |-- L1_S24_F1184: double (nullable = true)
 |-- L1_S24_F1197: double (nullable = true)
 |-- L1_S24_F1202: double (nullable = true)
 |-- L1_S24_F1207: double (nullable = true)
 |-- L1_S24_F1212: double (nullable = true)
 |-- L1_S24_F1225: double (nullable = true)
 |-- L1_S24_F1230: double (nullable = true)
 |-- L1_S24_F1235: double (nullable = true)
 |-- L1_S24_F1240: double (nullable = true)
 |-- L1_S24_F1245: double (nullable = true)
 |-- L1_S24_F1250: double (nullable = true)
 |-- L1_S24_F1255: double (nullable = true)
 |-- L1_S24_F1260: double (nullable = true)
 |-- L1_S24_F1265: double (nullable = true)
 |-- L1_S24_F1270: double (nullable = true)
 |-- L1_S24_F1275: double (nullable = true)
 |-- L1_S24_F1288: double (nullable = true)
 |-- L1_S24_F1293: double (nullable = true)
 |-- L1_S24_F1298: double (nullable = true)
 |-- L1_S24_F1303: double (nullable = true)
 |-- L1_S24_F1316: double (nullable = true)
 |-- L1_S24_F1321: double (nullable = true)
 |-- L1_S24_F1326: double (nullable = true)
 |-- L1_S24_F1331: double (nullable = true)
 |-- L1_S24_F1336: double (nullable = true)
 |-- L1_S24_F1341: double (nullable = true)
 |-- L1_S24_F1346: double (nullable = true)
 |-- L1_S24_F1351: double (nullable = true)
 |-- L1_S24_F1356: double (nullable = true)
 |-- L1_S24_F1361: double (nullable = true)
 |-- L1_S24_F1366: double (nullable = true)
 |-- L1_S24_F1371: double (nullable = true)
 |-- L1_S24_F1376: double (nullable = true)
 |-- L1_S24_F1381: double (nullable = true)
 |-- L1_S24_F1386: double (nullable = true)
 |-- L1_S24_F1391: double (nullable = true)
 |-- L1_S24_F1396: double (nullable = true)
 |-- L1_S24_F1401: double (nullable = true)
 |-- L1_S24_F1406: double (nullable = true)
 |-- L1_S24_F1411: double (nullable = true)
 |-- L1_S24_F1416: double (nullable = true)
 |-- L1_S24_F1421: double (nullable = true)
 |-- L1_S24_F1426: double (nullable = true)
 |-- L1_S24_F1431: double (nullable = true)
 |-- L1_S24_F1436: double (nullable = true)
 |-- L1_S24_F1441: double (nullable = true)
 |-- L1_S24_F1446: double (nullable = true)
 |-- L1_S24_F1451: double (nullable = true)
 |-- L1_S24_F1463: double (nullable = true)
 |-- L1_S24_F1467: double (nullable = true)
 |-- L1_S24_F1474: double (nullable = true)
 |-- L1_S24_F1478: double (nullable = true)
 |-- L1_S24_F1482: double (nullable = true)
 |-- L1_S24_F1486: double (nullable = true)
 |-- L1_S24_F1490: double (nullable = true)
 |-- L1_S24_F1494: double (nullable = true)
 |-- L1_S24_F1498: double (nullable = true)
 |-- L1_S24_F1502: double (nullable = true)
 |-- L1_S24_F1506: double (nullable = true)
 |-- L1_S24_F1512: double (nullable = true)
 |-- L1_S24_F1514: double (nullable = true)
 |-- L1_S24_F1516: double (nullable = true)
 |-- L1_S24_F1518: double (nullable = true)
 |-- L1_S24_F1520: double (nullable = true)
 |-- L1_S24_F1539: double (nullable = true)
 |-- L1_S24_F1544: double (nullable = true)
 |-- L1_S24_F1565: double (nullable = true)
 |-- L1_S24_F1567: double (nullable = true)
 |-- L1_S24_F1569: double (nullable = true)
 |-- L1_S24_F1571: double (nullable = true)
 |-- L1_S24_F1573: double (nullable = true)
 |-- L1_S24_F1575: double (nullable = true)
 |-- L1_S24_F1578: double (nullable = true)
 |-- L1_S24_F1581: double (nullable = true)
 |-- L1_S24_F1594: double (nullable = true)
 |-- L1_S24_F1599: double (nullable = true)
 |-- L1_S24_F1604: double (nullable = true)
 |-- L1_S24_F1609: double (nullable = true)
 |-- L1_S24_F1622: double (nullable = true)
 |-- L1_S24_F1627: double (nullable = true)
 |-- L1_S24_F1632: double (nullable = true)
 |-- L1_S24_F1637: double (nullable = true)
 |-- L1_S24_F1642: double (nullable = true)
 |-- L1_S24_F1647: double (nullable = true)
 |-- L1_S24_F1652: double (nullable = true)
 |-- L1_S24_F1657: double (nullable = true)
 |-- L1_S24_F1662: double (nullable = true)
 |-- L1_S24_F1667: double (nullable = true)
 |-- L1_S24_F1672: double (nullable = true)
 |-- L1_S24_F1685: double (nullable = true)
 |-- L1_S24_F1690: double (nullable = true)
 |-- L1_S24_F1695: double (nullable = true)
 |-- L1_S24_F1700: double (nullable = true)
 |-- L1_S24_F1713: double (nullable = true)
 |-- L1_S24_F1718: double (nullable = true)
 |-- L1_S24_F1723: double (nullable = true)
 |-- L1_S24_F1728: double (nullable = true)
 |-- L1_S24_F1733: double (nullable = true)
 |-- L1_S24_F1738: double (nullable = true)
 |-- L1_S24_F1743: double (nullable = true)
 |-- L1_S24_F1748: double (nullable = true)
 |-- L1_S24_F1753: double (nullable = true)
 |-- L1_S24_F1758: double (nullable = true)
 |-- L1_S24_F1763: double (nullable = true)
 |-- L1_S24_F1768: double (nullable = true)
 |-- L1_S24_F1773: double (nullable = true)
 |-- L1_S24_F1778: double (nullable = true)
 |-- L1_S24_F1783: double (nullable = true)
 |-- L1_S24_F1788: double (nullable = true)
 |-- L1_S24_F1793: double (nullable = true)
 |-- L1_S24_F1798: double (nullable = true)
 |-- L1_S24_F1803: double (nullable = true)
 |-- L1_S24_F1808: double (nullable = true)
 |-- L1_S24_F1810: double (nullable = true)
 |-- L1_S24_F1812: double (nullable = true)
 |-- L1_S24_F1814: double (nullable = true)
 |-- L1_S24_F1816: double (nullable = true)
 |-- L1_S24_F1818: double (nullable = true)
 |-- L1_S24_F1820: double (nullable = true)
 |-- L1_S24_F1822: double (nullable = true)
 |-- L1_S24_F1824: double (nullable = true)
 |-- L1_S24_F1829: double (nullable = true)
 |-- L1_S24_F1831: double (nullable = true)
 |-- L1_S24_F1834: double (nullable = true)
 |-- L1_S24_F1836: double (nullable = true)
 |-- L1_S24_F1838: double (nullable = true)
 |-- L1_S24_F1840: double (nullable = true)
 |-- L1_S24_F1842: double (nullable = true)
 |-- L1_S24_F1844: double (nullable = true)
 |-- L1_S24_F1846: double (nullable = true)
 |-- L1_S24_F1848: double (nullable = true)
 |-- L1_S24_F1850: double (nullable = true)
 |-- L1_S25_F1855: double (nullable = true)
 |-- L1_S25_F1858: double (nullable = true)
 |-- L1_S25_F1865: double (nullable = true)
 |-- L1_S25_F1869: double (nullable = true)
 |-- L1_S25_F1873: double (nullable = true)
 |-- L1_S25_F1877: double (nullable = true)
 |-- L1_S25_F1881: double (nullable = true)
 |-- L1_S25_F1885: double (nullable = true)
 |-- L1_S25_F1890: double (nullable = true)
 |-- L1_S25_F1892: double (nullable = true)
 |-- L1_S25_F1894: double (nullable = true)
 |-- L1_S25_F1896: double (nullable = true)
 |-- L1_S25_F1900: double (nullable = true)
 |-- L1_S25_F1909: double (nullable = true)
 |-- L1_S25_F1914: double (nullable = true)
 |-- L1_S25_F1919: double (nullable = true)
 |-- L1_S25_F1924: double (nullable = true)
 |-- L1_S25_F1929: double (nullable = true)
 |-- L1_S25_F1938: double (nullable = true)
 |-- L1_S25_F1943: double (nullable = true)
 |-- L1_S25_F1948: double (nullable = true)
 |-- L1_S25_F1953: double (nullable = true)
 |-- L1_S25_F1958: double (nullable = true)
 |-- L1_S25_F1963: double (nullable = true)
 |-- L1_S25_F1968: double (nullable = true)
 |-- L1_S25_F1973: double (nullable = true)
 |-- L1_S25_F1978: double (nullable = true)
 |-- L1_S25_F1987: double (nullable = true)
 |-- L1_S25_F1992: double (nullable = true)
 |-- L1_S25_F1997: double (nullable = true)
 |-- L1_S25_F2002: double (nullable = true)
 |-- L1_S25_F2007: double (nullable = true)
 |-- L1_S25_F2016: double (nullable = true)
 |-- L1_S25_F2021: double (nullable = true)
 |-- L1_S25_F2026: double (nullable = true)
 |-- L1_S25_F2031: double (nullable = true)
 |-- L1_S25_F2036: double (nullable = true)
 |-- L1_S25_F2041: double (nullable = true)
 |-- L1_S25_F2046: double (nullable = true)
 |-- L1_S25_F2051: double (nullable = true)
 |-- L1_S25_F2056: double (nullable = true)
 |-- L1_S25_F2061: double (nullable = true)
 |-- L1_S25_F2066: double (nullable = true)
 |-- L1_S25_F2071: double (nullable = true)
 |-- L1_S25_F2076: double (nullable = true)
 |-- L1_S25_F2081: double (nullable = true)
 |-- L1_S25_F2086: double (nullable = true)
 |-- L1_S25_F2091: double (nullable = true)
 |-- L1_S25_F2096: double (nullable = true)
 |-- L1_S25_F2101: double (nullable = true)
 |-- L1_S25_F2106: double (nullable = true)
 |-- L1_S25_F2111: double (nullable = true)
 |-- L1_S25_F2116: double (nullable = true)
 |-- L1_S25_F2121: double (nullable = true)
 |-- L1_S25_F2126: double (nullable = true)
 |-- L1_S25_F2131: double (nullable = true)
 |-- L1_S25_F2136: double (nullable = true)
 |-- L1_S25_F2144: double (nullable = true)
 |-- L1_S25_F2147: double (nullable = true)
 |-- L1_S25_F2152: double (nullable = true)
 |-- L1_S25_F2155: double (nullable = true)
 |-- L1_S25_F2158: double (nullable = true)
 |-- L1_S25_F2161: double (nullable = true)
 |-- L1_S25_F2164: double (nullable = true)
 |-- L1_S25_F2167: double (nullable = true)
 |-- L1_S25_F2170: double (nullable = true)
 |-- L1_S25_F2173: double (nullable = true)
 |-- L1_S25_F2176: double (nullable = true)
 |-- L1_S25_F2181: double (nullable = true)
 |-- L1_S25_F2184: double (nullable = true)
 |-- L1_S25_F2187: double (nullable = true)
 |-- L1_S25_F2190: double (nullable = true)
 |-- L1_S25_F2193: double (nullable = true)
 |-- L1_S25_F2196: double (nullable = true)
 |-- L1_S25_F2199: double (nullable = true)
 |-- L1_S25_F2202: double (nullable = true)
 |-- L1_S25_F2207: double (nullable = true)
 |-- L1_S25_F2210: double (nullable = true)
 |-- L1_S25_F2217: double (nullable = true)
 |-- L1_S25_F2220: double (nullable = true)
 |-- L1_S25_F2223: double (nullable = true)
 |-- L1_S25_F2226: double (nullable = true)
 |-- L1_S25_F2231: double (nullable = true)
 |-- L1_S25_F2233: double (nullable = true)
 |-- L1_S25_F2237: double (nullable = true)
 |-- L1_S25_F2239: double (nullable = true)
 |-- L1_S25_F2241: double (nullable = true)
 |-- L1_S25_F2243: double (nullable = true)
 |-- L1_S25_F2245: double (nullable = true)
 |-- L1_S25_F2247: double (nullable = true)
 |-- L1_S25_F2249: double (nullable = true)
 |-- L1_S25_F2258: double (nullable = true)
 |-- L1_S25_F2263: double (nullable = true)
 |-- L1_S25_F2268: double (nullable = true)
 |-- L1_S25_F2273: double (nullable = true)
 |-- L1_S25_F2278: double (nullable = true)
 |-- L1_S25_F2287: double (nullable = true)
 |-- L1_S25_F2292: double (nullable = true)
 |-- L1_S25_F2297: double (nullable = true)
 |-- L1_S25_F2302: double (nullable = true)
 |-- L1_S25_F2307: double (nullable = true)
 |-- L1_S25_F2312: double (nullable = true)
 |-- L1_S25_F2317: double (nullable = true)
 |-- L1_S25_F2322: double (nullable = true)
 |-- L1_S25_F2327: double (nullable = true)
 |-- L1_S25_F2336: double (nullable = true)
 |-- L1_S25_F2341: double (nullable = true)
 |-- L1_S25_F2346: double (nullable = true)
 |-- L1_S25_F2351: double (nullable = true)
 |-- L1_S25_F2356: double (nullable = true)
 |-- L1_S25_F2365: double (nullable = true)
 |-- L1_S25_F2370: double (nullable = true)
 |-- L1_S25_F2375: double (nullable = true)
 |-- L1_S25_F2380: double (nullable = true)
 |-- L1_S25_F2385: double (nullable = true)
 |-- L1_S25_F2390: double (nullable = true)
 |-- L1_S25_F2395: double (nullable = true)
 |-- L1_S25_F2400: double (nullable = true)
 |-- L1_S25_F2405: double (nullable = true)
 |-- L1_S25_F2408: double (nullable = true)
 |-- L1_S25_F2411: double (nullable = true)
 |-- L1_S25_F2414: double (nullable = true)
 |-- L1_S25_F2417: double (nullable = true)
 |-- L1_S25_F2420: double (nullable = true)
 |-- L1_S25_F2423: double (nullable = true)
 |-- L1_S25_F2426: double (nullable = true)
 |-- L1_S25_F2429: double (nullable = true)
 |-- L1_S25_F2431: double (nullable = true)
 |-- L1_S25_F2433: double (nullable = true)
 |-- L1_S25_F2435: double (nullable = true)
 |-- L1_S25_F2437: double (nullable = true)
 |-- L1_S25_F2439: double (nullable = true)
 |-- L1_S25_F2441: double (nullable = true)
 |-- L1_S25_F2443: double (nullable = true)
 |-- L1_S25_F2449: double (nullable = true)
 |-- L1_S25_F2451: double (nullable = true)
 |-- L1_S25_F2454: double (nullable = true)
 |-- L1_S25_F2456: double (nullable = true)
 |-- L1_S25_F2458: double (nullable = true)
 |-- L1_S25_F2460: double (nullable = true)
 |-- L1_S25_F2462: double (nullable = true)
 |-- L1_S25_F2464: double (nullable = true)
 |-- L1_S25_F2466: double (nullable = true)
 |-- L1_S25_F2468: double (nullable = true)
 |-- L1_S25_F2472: double (nullable = true)
 |-- L1_S25_F2475: double (nullable = true)
 |-- L1_S25_F2478: double (nullable = true)
 |-- L1_S25_F2481: double (nullable = true)
 |-- L1_S25_F2484: double (nullable = true)
 |-- L1_S25_F2487: double (nullable = true)
 |-- L1_S25_F2490: double (nullable = true)
 |-- L1_S25_F2493: double (nullable = true)
 |-- L1_S25_F2498: double (nullable = true)
 |-- L1_S25_F2500: double (nullable = true)
 |-- L1_S25_F2504: double (nullable = true)
 |-- L1_S25_F2506: double (nullable = true)
 |-- L1_S25_F2508: double (nullable = true)
 |-- L1_S25_F2510: double (nullable = true)
 |-- L1_S25_F2512: double (nullable = true)
 |-- L1_S25_F2514: double (nullable = true)
 |-- L1_S25_F2516: double (nullable = true)
 |-- L1_S25_F2525: double (nullable = true)
 |-- L1_S25_F2530: double (nullable = true)
 |-- L1_S25_F2535: double (nullable = true)
 |-- L1_S25_F2540: double (nullable = true)
 |-- L1_S25_F2545: double (nullable = true)
 |-- L1_S25_F2554: double (nullable = true)
 |-- L1_S25_F2559: double (nullable = true)
 |-- L1_S25_F2564: double (nullable = true)
 |-- L1_S25_F2569: double (nullable = true)
 |-- L1_S25_F2574: double (nullable = true)
 |-- L1_S25_F2579: double (nullable = true)
 |-- L1_S25_F2584: double (nullable = true)
 |-- L1_S25_F2589: double (nullable = true)
 |-- L1_S25_F2594: double (nullable = true)
 |-- L1_S25_F2603: double (nullable = true)
 |-- L1_S25_F2608: double (nullable = true)
 |-- L1_S25_F2613: double (nullable = true)
 |-- L1_S25_F2618: double (nullable = true)
 |-- L1_S25_F2623: double (nullable = true)
 |-- L1_S25_F2632: double (nullable = true)
 |-- L1_S25_F2637: double (nullable = true)
 |-- L1_S25_F2642: double (nullable = true)
 |-- L1_S25_F2647: double (nullable = true)
 |-- L1_S25_F2652: double (nullable = true)
 |-- L1_S25_F2657: double (nullable = true)
 |-- L1_S25_F2662: double (nullable = true)
 |-- L1_S25_F2667: double (nullable = true)
 |-- L1_S25_F2672: double (nullable = true)
 |-- L1_S25_F2677: double (nullable = true)
 |-- L1_S25_F2682: double (nullable = true)
 |-- L1_S25_F2687: double (nullable = true)
 |-- L1_S25_F2692: double (nullable = true)
 |-- L1_S25_F2697: double (nullable = true)
 |-- L1_S25_F2702: double (nullable = true)
 |-- L1_S25_F2707: double (nullable = true)
 |-- L1_S25_F2712: double (nullable = true)
 |-- L1_S25_F2714: double (nullable = true)
 |-- L1_S25_F2716: double (nullable = true)
 |-- L1_S25_F2718: double (nullable = true)
 |-- L1_S25_F2720: double (nullable = true)
 |-- L1_S25_F2722: double (nullable = true)
 |-- L1_S25_F2724: double (nullable = true)
 |-- L1_S25_F2726: double (nullable = true)
 |-- L1_S25_F2732: double (nullable = true)
 |-- L1_S25_F2734: double (nullable = true)
 |-- L1_S25_F2737: double (nullable = true)
 |-- L1_S25_F2739: double (nullable = true)
 |-- L1_S25_F2741: double (nullable = true)
 |-- L1_S25_F2743: double (nullable = true)
 |-- L1_S25_F2745: double (nullable = true)
 |-- L1_S25_F2747: double (nullable = true)
 |-- L1_S25_F2749: double (nullable = true)
 |-- L1_S25_F2751: double (nullable = true)
 |-- L1_S25_F2755: double (nullable = true)
 |-- L1_S25_F2758: double (nullable = true)
 |-- L1_S25_F2761: double (nullable = true)
 |-- L1_S25_F2764: double (nullable = true)
 |-- L1_S25_F2767: double (nullable = true)
 |-- L1_S25_F2770: double (nullable = true)
 |-- L1_S25_F2773: double (nullable = true)
 |-- L1_S25_F2776: double (nullable = true)
 |-- L1_S25_F2781: double (nullable = true)
 |-- L1_S25_F2783: double (nullable = true)
 |-- L1_S25_F2787: double (nullable = true)
 |-- L1_S25_F2789: double (nullable = true)
 |-- L1_S25_F2791: double (nullable = true)
 |-- L1_S25_F2793: double (nullable = true)
 |-- L1_S25_F2795: double (nullable = true)
 |-- L1_S25_F2797: double (nullable = true)
 |-- L1_S25_F2799: double (nullable = true)
 |-- L1_S25_F2808: double (nullable = true)
 |-- L1_S25_F2813: double (nullable = true)
 |-- L1_S25_F2818: double (nullable = true)
 |-- L1_S25_F2823: double (nullable = true)
 |-- L1_S25_F2828: double (nullable = true)
 |-- L1_S25_F2837: double (nullable = true)
 |-- L1_S25_F2842: double (nullable = true)
 |-- L1_S25_F2847: double (nullable = true)
 |-- L1_S25_F2852: double (nullable = true)
 |-- L1_S25_F2857: double (nullable = true)
 |-- L1_S25_F2862: double (nullable = true)
 |-- L1_S25_F2867: double (nullable = true)
 |-- L1_S25_F2872: double (nullable = true)
 |-- L1_S25_F2877: double (nullable = true)
 |-- L1_S25_F2886: double (nullable = true)
 |-- L1_S25_F2891: double (nullable = true)
 |-- L1_S25_F2896: double (nullable = true)
 |-- L1_S25_F2901: double (nullable = true)
 |-- L1_S25_F2906: double (nullable = true)
 |-- L1_S25_F2915: double (nullable = true)
 |-- L1_S25_F2920: double (nullable = true)
 |-- L1_S25_F2925: double (nullable = true)
 |-- L1_S25_F2930: double (nullable = true)
 |-- L1_S25_F2935: double (nullable = true)
 |-- L1_S25_F2940: double (nullable = true)
 |-- L1_S25_F2945: double (nullable = true)
 |-- L1_S25_F2950: double (nullable = true)
 |-- L1_S25_F2955: double (nullable = true)
 |-- L1_S25_F2960: double (nullable = true)
 |-- L1_S25_F2965: double (nullable = true)
 |-- L1_S25_F2970: double (nullable = true)
 |-- L1_S25_F2975: double (nullable = true)
 |-- L1_S25_F2980: double (nullable = true)
 |-- L1_S25_F2985: double (nullable = true)
 |-- L1_S25_F2990: double (nullable = true)
 |-- L1_S25_F2995: double (nullable = true)
 |-- L1_S25_F2997: double (nullable = true)
 |-- L1_S25_F2999: double (nullable = true)
 |-- L1_S25_F3001: double (nullable = true)
 |-- L1_S25_F3003: double (nullable = true)
 |-- L1_S25_F3005: double (nullable = true)
 |-- L1_S25_F3007: double (nullable = true)
 |-- L1_S25_F3009: double (nullable = true)
 |-- L1_S25_F3015: double (nullable = true)
 |-- L1_S25_F3017: double (nullable = true)
 |-- L1_S25_F3020: double (nullable = true)
 |-- L1_S25_F3022: double (nullable = true)
 |-- L1_S25_F3024: double (nullable = true)
 |-- L1_S25_F3026: double (nullable = true)
 |-- L1_S25_F3028: double (nullable = true)
 |-- L1_S25_F3030: double (nullable = true)
 |-- L1_S25_F3032: double (nullable = true)
 |-- L1_S25_F3034: double (nullable = true)
 |-- L2_S26_F3036: double (nullable = true)
 |-- L2_S26_F3040: double (nullable = true)
 |-- L2_S26_F3047: double (nullable = true)
 |-- L2_S26_F3051: double (nullable = true)
 |-- L2_S26_F3055: double (nullable = true)
 |-- L2_S26_F3062: double (nullable = true)
 |-- L2_S26_F3069: double (nullable = true)
 |-- L2_S26_F3073: double (nullable = true)
 |-- L2_S26_F3077: double (nullable = true)
 |-- L2_S26_F3106: double (nullable = true)
 |-- L2_S26_F3113: double (nullable = true)
 |-- L2_S26_F3117: double (nullable = true)
 |-- L2_S26_F3121: double (nullable = true)
 |-- L2_S26_F3125: double (nullable = true)
 |-- L2_S27_F3129: double (nullable = true)
 |-- L2_S27_F3133: double (nullable = true)
 |-- L2_S27_F3140: double (nullable = true)
 |-- L2_S27_F3144: double (nullable = true)
 |-- L2_S27_F3148: double (nullable = true)
 |-- L2_S27_F3155: double (nullable = true)
 |-- L2_S27_F3162: double (nullable = true)
 |-- L2_S27_F3166: double (nullable = true)
 |-- L2_S27_F3170: double (nullable = true)
 |-- L2_S27_F3199: double (nullable = true)
 |-- L2_S27_F3206: double (nullable = true)
 |-- L2_S27_F3210: double (nullable = true)
 |-- L2_S27_F3214: double (nullable = true)
 |-- L2_S27_F3218: double (nullable = true)
 |-- L2_S28_F3222: double (nullable = true)
 |-- L2_S28_F3226: double (nullable = true)
 |-- L2_S28_F3233: double (nullable = true)
 |-- L2_S28_F3237: double (nullable = true)
 |-- L2_S28_F3241: double (nullable = true)
 |-- L2_S28_F3248: double (nullable = true)
 |-- L2_S28_F3255: double (nullable = true)
 |-- L2_S28_F3259: double (nullable = true)
 |-- L2_S28_F3263: double (nullable = true)
 |-- L2_S28_F3292: double (nullable = true)
 |-- L2_S28_F3299: double (nullable = true)
 |-- L2_S28_F3303: double (nullable = true)
 |-- L2_S28_F3307: double (nullable = true)
 |-- L2_S28_F3311: double (nullable = true)
 |-- L3_S29_F3315: double (nullable = true)
 |-- L3_S29_F3318: double (nullable = true)
 |-- L3_S29_F3321: double (nullable = true)
 |-- L3_S29_F3324: double (nullable = true)
 |-- L3_S29_F3327: double (nullable = true)
 |-- L3_S29_F3330: double (nullable = true)
 |-- L3_S29_F3333: double (nullable = true)
 |-- L3_S29_F3336: double (nullable = true)
 |-- L3_S29_F3339: double (nullable = true)
 |-- L3_S29_F3342: double (nullable = true)
 |-- L3_S29_F3345: double (nullable = true)
 |-- L3_S29_F3348: double (nullable = true)
 |-- L3_S29_F3351: double (nullable = true)
 |-- L3_S29_F3354: double (nullable = true)
 |-- L3_S29_F3357: double (nullable = true)
 |-- L3_S29_F3360: double (nullable = true)
 |-- L3_S29_F3367: double (nullable = true)
 |-- L3_S29_F3370: double (nullable = true)
 |-- L3_S29_F3373: double (nullable = true)
 |-- L3_S29_F3376: double (nullable = true)
 |-- L3_S29_F3379: double (nullable = true)
 |-- L3_S29_F3382: double (nullable = true)
 |-- L3_S29_F3385: double (nullable = true)
 |-- L3_S29_F3388: double (nullable = true)
 |-- L3_S29_F3395: double (nullable = true)
 |-- L3_S29_F3398: double (nullable = true)
 |-- L3_S29_F3401: double (nullable = true)
 |-- L3_S29_F3404: double (nullable = true)
 |-- L3_S29_F3407: double (nullable = true)
 |-- L3_S29_F3412: double (nullable = true)
 |-- L3_S29_F3421: double (nullable = true)
 |-- L3_S29_F3424: double (nullable = true)
 |-- L3_S29_F3427: double (nullable = true)
 |-- L3_S29_F3430: double (nullable = true)
 |-- L3_S29_F3433: double (nullable = true)
 |-- L3_S29_F3436: double (nullable = true)
 |-- L3_S29_F3439: double (nullable = true)
 |-- L3_S29_F3442: double (nullable = true)
 |-- L3_S29_F3449: double (nullable = true)
 |-- L3_S29_F3452: double (nullable = true)
 |-- L3_S29_F3455: double (nullable = true)
 |-- L3_S29_F3458: double (nullable = true)
 |-- L3_S29_F3461: double (nullable = true)
 |-- L3_S29_F3464: double (nullable = true)
 |-- L3_S29_F3467: double (nullable = true)
 |-- L3_S29_F3470: double (nullable = true)
 |-- L3_S29_F3473: double (nullable = true)
 |-- L3_S29_F3476: double (nullable = true)
 |-- L3_S29_F3479: double (nullable = true)
 |-- L3_S29_F3482: double (nullable = true)
 |-- L3_S29_F3485: double (nullable = true)
 |-- L3_S29_F3488: double (nullable = true)
 |-- L3_S29_F3491: double (nullable = true)
 |-- L3_S30_F3494: double (nullable = true)
 |-- L3_S30_F3499: double (nullable = true)
 |-- L3_S30_F3504: double (nullable = true)
 |-- L3_S30_F3509: double (nullable = true)
 |-- L3_S30_F3514: double (nullable = true)
 |-- L3_S30_F3519: double (nullable = true)
 |-- L3_S30_F3524: double (nullable = true)
 |-- L3_S30_F3529: double (nullable = true)
 |-- L3_S30_F3534: double (nullable = true)
 |-- L3_S30_F3539: double (nullable = true)
 |-- L3_S30_F3544: double (nullable = true)
 |-- L3_S30_F3549: double (nullable = true)
 |-- L3_S30_F3554: double (nullable = true)
 |-- L3_S30_F3559: double (nullable = true)
 |-- L3_S30_F3564: double (nullable = true)
 |-- L3_S30_F3569: double (nullable = true)
 |-- L3_S30_F3574: double (nullable = true)
 |-- L3_S30_F3579: double (nullable = true)
 |-- L3_S30_F3584: double (nullable = true)
 |-- L3_S30_F3589: double (nullable = true)
 |-- L3_S30_F3594: integer (nullable = true)
 |-- L3_S30_F3599: integer (nullable = true)
 |-- L3_S30_F3604: double (nullable = true)
 |-- L3_S30_F3609: double (nullable = true)
 |-- L3_S30_F3614: integer (nullable = true)
 |-- L3_S30_F3619: integer (nullable = true)
 |-- L3_S30_F3624: double (nullable = true)
 |-- L3_S30_F3629: double (nullable = true)
 |-- L3_S30_F3634: double (nullable = true)
 |-- L3_S30_F3639: double (nullable = true)
 |-- L3_S30_F3644: double (nullable = true)
 |-- L3_S30_F3649: double (nullable = true)
 |-- L3_S30_F3654: integer (nullable = true)
 |-- L3_S30_F3659: integer (nullable = true)
 |-- L3_S30_F3664: double (nullable = true)
 |-- L3_S30_F3669: double (nullable = true)
 |-- L3_S30_F3674: double (nullable = true)
 |-- L3_S30_F3679: double (nullable = true)
 |-- L3_S30_F3684: double (nullable = true)
 |-- L3_S30_F3689: double (nullable = true)
 |-- L3_S30_F3694: integer (nullable = true)
 |-- L3_S30_F3699: integer (nullable = true)
 |-- L3_S30_F3704: double (nullable = true)
 |-- L3_S30_F3709: double (nullable = true)
 |-- L3_S30_F3714: integer (nullable = true)
 |-- L3_S30_F3719: integer (nullable = true)
 |-- L3_S30_F3724: double (nullable = true)
 |-- L3_S30_F3729: double (nullable = true)
 |-- L3_S30_F3734: double (nullable = true)
 |-- L3_S30_F3739: double (nullable = true)
 |-- L3_S30_F3744: double (nullable = true)
 |-- L3_S30_F3749: double (nullable = true)
 |-- L3_S30_F3754: double (nullable = true)
 |-- L3_S30_F3759: double (nullable = true)
 |-- L3_S30_F3764: double (nullable = true)
 |-- L3_S30_F3769: double (nullable = true)
 |-- L3_S30_F3774: double (nullable = true)
 |-- L3_S30_F3779: double (nullable = true)
 |-- L3_S30_F3784: double (nullable = true)
 |-- L3_S30_F3789: double (nullable = true)
 |-- L3_S30_F3794: double (nullable = true)
 |-- L3_S30_F3799: double (nullable = true)
 |-- L3_S30_F3804: double (nullable = true)
 |-- L3_S30_F3809: double (nullable = true)
 |-- L3_S30_F3814: double (nullable = true)
 |-- L3_S30_F3819: double (nullable = true)
 |-- L3_S30_F3824: double (nullable = true)
 |-- L3_S30_F3829: double (nullable = true)
 |-- L3_S31_F3834: double (nullable = true)
 |-- L3_S31_F3838: double (nullable = true)
 |-- L3_S31_F3842: double (nullable = true)
 |-- L3_S31_F3846: double (nullable = true)
 |-- L3_S32_F3850: double (nullable = true)
 |-- L3_S33_F3855: double (nullable = true)
 |-- L3_S33_F3857: double (nullable = true)
 |-- L3_S33_F3859: double (nullable = true)
 |-- L3_S33_F3861: double (nullable = true)
 |-- L3_S33_F3863: double (nullable = true)
 |-- L3_S33_F3865: double (nullable = true)
 |-- L3_S33_F3867: double (nullable = true)
 |-- L3_S33_F3869: double (nullable = true)
 |-- L3_S33_F3871: double (nullable = true)
 |-- L3_S33_F3873: double (nullable = true)
 |-- L3_S34_F3876: double (nullable = true)
 |-- L3_S34_F3878: double (nullable = true)
 |-- L3_S34_F3880: double (nullable = true)
 |-- L3_S34_F3882: double (nullable = true)
 |-- L3_S35_F3884: double (nullable = true)
 |-- L3_S35_F3889: double (nullable = true)
 |-- L3_S35_F3894: double (nullable = true)
 |-- L3_S35_F3896: double (nullable = true)
 |-- L3_S35_F3898: double (nullable = true)
 |-- L3_S35_F3903: double (nullable = true)
 |-- L3_S35_F3908: double (nullable = true)
 |-- L3_S35_F3913: double (nullable = true)
 |-- L3_S36_F3918: double (nullable = true)
 |-- L3_S36_F3920: double (nullable = true)
 |-- L3_S36_F3922: double (nullable = true)
 |-- L3_S36_F3924: double (nullable = true)
 |-- L3_S36_F3926: double (nullable = true)
 |-- L3_S36_F3930: double (nullable = true)
 |-- L3_S36_F3934: double (nullable = true)
 |-- L3_S36_F3938: double (nullable = true)
 |-- L3_S37_F3944: double (nullable = true)
 |-- L3_S37_F3946: double (nullable = true)
 |-- L3_S37_F3948: double (nullable = true)
 |-- L3_S37_F3950: double (nullable = true)
 |-- L3_S38_F3952: double (nullable = true)
 |-- L3_S38_F3956: double (nullable = true)
 |-- L3_S38_F3960: double (nullable = true)
 |-- L3_S39_F3964: double (nullable = true)
 |-- L3_S39_F3968: double (nullable = true)
 |-- L3_S39_F3972: double (nullable = true)
 |-- L3_S39_F3976: double (nullable = true)
 |-- L3_S40_F3980: double (nullable = true)
 |-- L3_S40_F3982: double (nullable = true)
 |-- L3_S40_F3984: double (nullable = true)
 |-- L3_S40_F3986: double (nullable = true)
 |-- L3_S40_F3988: double (nullable = true)
 |-- L3_S40_F3990: double (nullable = true)
 |-- L3_S40_F3992: double (nullable = true)
 |-- L3_S40_F3994: double (nullable = true)
 |-- L3_S41_F3996: double (nullable = true)
 |-- L3_S41_F3998: double (nullable = true)
 |-- L3_S41_F4000: double (nullable = true)
 |-- L3_S41_F4002: double (nullable = true)
 |-- L3_S41_F4004: double (nullable = true)
 |-- L3_S41_F4006: double (nullable = true)
 |-- L3_S41_F4008: double (nullable = true)
 |-- L3_S41_F4011: double (nullable = true)
 |-- L3_S41_F4014: double (nullable = true)
 |-- L3_S41_F4016: double (nullable = true)
 |-- L3_S41_F4018: double (nullable = true)
 |-- L3_S41_F4020: double (nullable = true)
 |-- L3_S41_F4023: double (nullable = true)
 |-- L3_S41_F4026: double (nullable = true)
 |-- L3_S43_F4060: double (nullable = true)
 |-- L3_S43_F4065: double (nullable = true)
 |-- L3_S43_F4070: double (nullable = true)
 |-- L3_S43_F4075: double (nullable = true)
 |-- L3_S43_F4080: double (nullable = true)
 |-- L3_S43_F4085: double (nullable = true)
 |-- L3_S43_F4090: double (nullable = true)
 |-- L3_S43_F4095: double (nullable = true)
 |-- L3_S44_F4100: double (nullable = true)
 |-- L3_S44_F4103: double (nullable = true)
 |-- L3_S44_F4106: double (nullable = true)
 |-- L3_S44_F4109: double (nullable = true)
 |-- L3_S44_F4112: double (nullable = true)
 |-- L3_S44_F4115: double (nullable = true)
 |-- L3_S44_F4118: double (nullable = true)
 |-- L3_S44_F4121: double (nullable = true)
 |-- L3_S45_F4124: double (nullable = true)
 |-- L3_S45_F4126: double (nullable = true)
 |-- L3_S45_F4128: double (nullable = true)
 |-- L3_S45_F4130: double (nullable = true)
 |-- L3_S45_F4132: double (nullable = true)
 |-- L3_S47_F4138: double (nullable = true)
 |-- L3_S47_F4143: double (nullable = true)
 |-- L3_S47_F4148: double (nullable = true)
 |-- L3_S47_F4153: double (nullable = true)
 |-- L3_S47_F4158: double (nullable = true)
 |-- L3_S47_F4163: double (nullable = true)
 |-- L3_S47_F4168: double (nullable = true)
 |-- L3_S47_F4173: double (nullable = true)
 |-- L3_S47_F4178: double (nullable = true)
 |-- L3_S47_F4183: double (nullable = true)
 |-- L3_S47_F4188: double (nullable = true)
 |-- L3_S48_F4193: double (nullable = true)
 |-- L3_S48_F4196: double (nullable = true)
 |-- L3_S48_F4198: double (nullable = true)
 |-- L3_S48_F4200: double (nullable = true)
 |-- L3_S48_F4202: double (nullable = true)
 |-- L3_S48_F4204: double (nullable = true)
 |-- L3_S49_F4206: double (nullable = true)
 |-- L3_S49_F4211: double (nullable = true)
 |-- L3_S49_F4216: double (nullable = true)
 |-- L3_S49_F4221: double (nullable = true)
 |-- L3_S49_F4226: double (nullable = true)
 |-- L3_S49_F4231: double (nullable = true)
 |-- L3_S49_F4236: double (nullable = true)
 |-- L3_S50_F4241: double (nullable = true)
 |-- L3_S50_F4243: double (nullable = true)
 |-- L3_S50_F4245: double (nullable = true)
 |-- L3_S50_F4247: double (nullable = true)
 |-- L3_S50_F4249: double (nullable = true)
 |-- L3_S50_F4251: double (nullable = true)
 |-- L3_S50_F4253: double (nullable = true)
 |-- L3_S51_F4256: double (nullable = true)
 |-- L3_S51_F4258: double (nullable = true)
 |-- L3_S51_F4260: double (nullable = true)
 |-- L3_S51_F4262: double (nullable = true)
 |-- Response: integer (nullable = true)

In [4]:

    

df_numeric.first


    

    
Out[4]:





[4,0.03,-0.034,-0.197,-0.179,0.118,0.116,-0.015,-0.032,0.02,0.083,-0.273,-0.273,-0.271,0.167,-0.213,-0.023,-0.192,-0.088,0.001,0,0.01,-0.223,-0.03,null,null,null,null,null,null,null,null,null,-0.001,-0.004,null,null,null,null,null,-0.164,-0.077,0.06,-0.157,0.0,0.001,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.018,-0.136,-0.013,0.106,-0.112,-0.131,-0.021,-0.097,0.26,0.012,-0.115,0.113,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,nul...

In [5]:

    

df_categorical.createOrReplaceTempView("dfcat")
var dfcat = spark.sql("select Id, L0_S22_F545 from dfcat")


    

In [6]:

    

df_numeric.createOrReplaceTempView("dfnum")
var dfnum = spark.sql("select Id,L0_S0_F0,L0_S0_F2,L0_S0_F4,Response from dfnum")


    

In [18]:

    

var df = dfcat.join(dfnum,"Id")
df.createOrReplaceTempView("df")

var df_notnull = spark.sql("""
select
    Response as label,
    case 
       when L0_S22_F545 is null then 'NA'
       when L0_S22_F545 = '' then 'NA' 
       else L0_S22_F545 end as L0_S22_F545, 
    case
       when L0_S0_F0 is null then 0.0 
       else L0_S0_F0 end as L0_S0_F0, 
    case
       when L0_S0_F2 is null then 0.0 
       else L0_S0_F2 end as L0_S0_F2,
    case
       when L0_S0_F4 is null then 0.0 
       else L0_S0_F4 end as L0_S0_F4
from df
""")


    

In [19]:

    

import org.apache.spark.ml.feature.{OneHotEncoder, StringIndexer}

val indexer = new StringIndexer(). 
  setInputCol("L0_S22_F545"). 
  setOutputCol("L0_S22_F545Index")

val indexed = indexer.setHandleInvalid("skip").fit(df_notnull).transform(df_notnull)


    

In [20]:

    

indexed.printSchema


    

    




root
 |-- label: integer (nullable = true)
 |-- L0_S22_F545: string (nullable = true)
 |-- L0_S0_F0: double (nullable = true)
 |-- L0_S0_F2: double (nullable = true)
 |-- L0_S0_F4: double (nullable = true)
 |-- L0_S22_F545Index: double (nullable = true)

In [21]:

    

indexed.first


    

    
Out[21]:





[0,NA,0.03,-0.034,-0.197,0.0]

In [22]:

    

indexed.select("L0_S22_F545Index").show


    

    




+----------------+
|L0_S22_F545Index|
+----------------+
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
|             0.0|
+----------------+
only showing top 20 rows

In [27]:

    

var encoder = new OneHotEncoder().setInputCol("L0_S22_F545Index").setOutputCol("L0_S22_F545Vec")
val encoded = encoder.transform(indexed)


    

In [29]:

    

encoded.printSchema


    

    




root
 |-- label: integer (nullable = true)
 |-- L0_S22_F545: string (nullable = true)
 |-- L0_S0_F0: double (nullable = true)
 |-- L0_S0_F2: double (nullable = true)
 |-- L0_S0_F4: double (nullable = true)
 |-- L0_S22_F545Index: double (nullable = true)
 |-- L0_S22_F545Vec: vector (nullable = true)

In [30]:

    

encoded.first


    

    
Out[30]:





[0,NA,0.03,-0.034,-0.197,0.0,(13,[0],[1.0])]

In [31]:

    

import org.apache.spark.ml.Pipeline
import org.apache.spark.ml.feature.VectorAssembler
import org.apache.spark.ml.linalg.Vectors

val transformers = Array(
    indexer,
    encoder,
    new VectorAssembler()
        .setInputCols(Array("L0_S22_F545Vec", "L0_S0_F0", "L0_S0_F2","L0_S0_F4"))
        .setOutputCol("features")
)


    

In [32]:

    

var pipeline = new Pipeline().setStages(transformers).fit(df_notnull)

var transformed = pipeline.transform(df_notnull)


    

In [33]:

    

transformed.printSchema


    

    




root
 |-- label: integer (nullable = true)
 |-- L0_S22_F545: string (nullable = true)
 |-- L0_S0_F0: double (nullable = true)
 |-- L0_S0_F2: double (nullable = true)
 |-- L0_S0_F4: double (nullable = true)
 |-- L0_S22_F545Index: double (nullable = true)
 |-- L0_S22_F545Vec: vector (nullable = true)
 |-- features: vector (nullable = true)

In [34]:

    

transformed.first


    

    
Out[34]:





[0,NA,0.03,-0.034,-0.197,0.0,(13,[0],[1.0]),(16,[0,13,14,15],[1.0,0.03,-0.034,-0.197])]

In [35]:

    

import org.apache.spark.ml.classification.RandomForestClassifier
val rf = new RandomForestClassifier(). 
  setLabelCol("label").
  setFeaturesCol("features")

val model = new Pipeline().setStages(transformers :+ rf).fit(df_notnull)

val result = model.transform(df_notnull)


    

In [36]:

    

import org.apache.spark.ml.evaluation.BinaryClassificationEvaluator
val evaluator = new BinaryClassificationEvaluator()

import org.apache.spark.ml.param.ParamMap
var evaluatorParamMap = ParamMap(evaluator.metricName -> "areaUnderROC")
var aucTraining = evaluator.evaluate(result, evaluatorParamMap)


    

In [39]:

    

print(aucTraining)


    

    




0.5442689365296324

In [41]:

    

import org.apache.spark.ml.tuning.{CrossValidator, ParamGridBuilder}
/**var paramGrid = new ParamGridBuilder()
    .addGrid(rf.numTrees, 3 :: 5 :: 10 :: 30 :: 50 :: 70 :: 100 :: 150 :: Nil)
    .addGrid(rf.featureSubsetStrategy, "auto" :: "all" :: "sqrt" :: "log2" :: "onethird" :: Nil)
    .addGrid(rf.impurity, "gini" :: "entropy" :: Nil)    
    .addGrid(rf.maxBins, 2 :: 5 :: 10 :: 15 :: 20 :: 25 :: 30 :: Nil)
    .addGrid(rf.maxDepth, 3 :: 5 :: 10 :: 15 :: 20 :: 25 :: 30 :: Nil)
    .build()*/

var paramGrid = new ParamGridBuilder().
    addGrid(rf.numTrees, 3 :: 5 :: 10 :: Nil).
    addGrid(rf.featureSubsetStrategy, "auto" :: "all" :: Nil).
    addGrid(rf.impurity, "gini" :: "entropy" :: Nil).    
    addGrid(rf.maxBins, 2 :: 5 :: Nil).
    addGrid(rf.maxDepth, 3 :: 5 :: Nil).
    build()


    

In [43]:

    

var crossValidator = new CrossValidator().
      setEstimator(new Pipeline().setStages(transformers :+ rf)).
      setEstimatorParamMaps(paramGrid).
      setNumFolds(5).
      setEvaluator(evaluator)


    

In [ ]:

    

//Model is created
    var crossValidatorModel = crossValidator.fit(df_notnull)
    //Model used to Predict
    var newPredictions = crossValidatorModel.transform(df_notnull)


    var newAucTest = evaluator.evaluate(newPredictions, evaluatorParamMap)
    println("new AUC (with Cross Validation) " + newAucTest)
    var bestModel = crossValidatorModel.bestModel

    //Understand the Model selected
    println()
    println("Parameters for Best Model:")

    var bestPipelineModel = crossValidatorModel.bestModel.asInstanceOf[PipelineModel]
    var stages = bestPipelineModel.stages


    

In [ ]:

    

import org.apache.spark.ml.classification.RandomForestClassificationModel
    val rfStage = stages(stages.length-1).asInstanceOf[RandomForestClassificationModel]
rfStage.getNumTrees
rfStage.getFeatureSubsetStrategy
rfStage.getImpurity
rfStage.getMaxBins
rfStage.getMaxDepth


    

In [ ]: