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sagemaker_dpp0.py
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sagemaker_dpp0.py
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from numpy import nan
from sagemaker_sklearn_extension.externals import Header
from sagemaker_sklearn_extension.impute import RobustImputer
from sagemaker_sklearn_extension.preprocessing import NALabelEncoder
from sagemaker_sklearn_extension.preprocessing import RobustStandardScaler
from sklearn.compose import ColumnTransformer
from sklearn.pipeline import Pipeline
# Given a list of column names and target column name, Header can return the index
# for given column name
HEADER = Header(
column_names=[
'teff', 'flux0', 'flux1', 'flux2', 'flux3', 'flux4', 'flux5', 'flux6',
'flux7', 'flux8', 'flux9', 'flux10', 'flux11', 'flux12', 'flux13',
'flux14', 'flux15', 'flux16', 'flux17', 'flux18', 'flux19', 'flux20',
'flux21', 'flux22', 'flux23', 'flux24', 'flux25', 'flux26', 'flux27',
'flux28', 'flux29', 'flux30', 'flux31', 'flux32', 'flux33', 'flux34',
'flux35', 'flux36', 'flux37', 'flux38', 'flux39', 'flux40', 'flux41',
'flux42', 'flux43', 'flux44', 'flux45', 'flux46', 'flux47', 'flux48',
'flux49', 'flux50', 'flux51', 'flux52', 'flux53', 'flux54', 'flux55',
'flux56', 'flux57', 'flux58', 'flux59', 'flux60', 'flux61', 'flux62',
'flux63', 'flux64', 'flux65', 'flux66', 'flux67', 'flux68', 'flux69',
'flux70', 'flux71', 'flux72', 'flux73', 'flux74', 'flux75', 'flux76',
'flux77', 'flux78', 'flux79', 'flux80', 'flux81', 'flux82', 'flux83',
'flux84', 'flux85', 'flux86', 'flux87', 'flux88', 'flux89', 'flux90',
'flux91', 'flux92', 'flux93', 'flux94', 'flux95', 'flux96', 'flux97',
'flux98', 'flux99', 'flux100', 'flux101', 'flux102', 'flux103',
'flux104', 'flux105', 'flux106', 'flux107', 'flux108', 'flux109',
'flux110', 'flux111', 'flux112', 'flux113', 'flux114', 'flux115',
'flux116', 'flux117', 'flux118', 'flux119', 'flux120', 'flux121',
'flux122', 'flux123', 'flux124', 'flux125', 'flux126', 'flux127',
'flux128', 'flux129', 'flux130', 'flux131', 'flux132', 'flux133',
'flux134', 'flux135', 'flux136', 'flux137', 'flux138', 'flux139',
'flux140', 'flux141', 'flux142', 'flux143', 'flux144', 'flux145',
'flux146', 'flux147', 'flux148', 'flux149', 'flux150', 'flux151',
'flux152', 'flux153', 'flux154', 'flux155', 'flux156', 'flux157',
'flux158', 'flux159', 'flux160', 'flux161', 'flux162', 'flux163',
'flux164', 'flux165', 'flux166', 'flux167', 'flux168', 'flux169',
'flux170', 'flux171', 'flux172', 'flux173', 'flux174', 'flux175',
'flux176', 'flux177', 'flux178', 'flux179', 'flux180', 'flux181',
'flux182', 'flux183', 'flux184', 'flux185', 'flux186', 'flux187',
'flux188', 'flux189', 'flux190', 'flux191', 'flux192', 'flux193',
'flux194', 'flux195', 'flux196', 'flux197', 'flux198', 'flux199',
'flux200', 'flux201', 'flux202', 'flux203', 'flux204', 'flux205',
'flux206', 'flux207', 'flux208', 'flux209', 'flux210', 'flux211',
'flux212', 'flux213', 'flux214', 'flux215', 'flux216', 'flux217',
'flux218', 'flux219', 'flux220', 'flux221', 'flux222', 'flux223',
'flux224', 'flux225', 'flux226', 'flux227', 'flux228', 'flux229',
'flux230', 'flux231', 'flux232', 'flux233', 'flux234', 'flux235',
'flux236', 'flux237', 'flux238', 'flux239', 'flux240', 'flux241',
'flux242', 'flux243', 'flux244', 'flux245', 'flux246', 'flux247',
'flux248', 'flux249', 'flux250', 'flux251', 'flux252', 'flux253',
'flux254', 'flux255', 'flux256', 'flux257', 'flux258', 'flux259',
'flux260', 'flux261', 'flux262', 'flux263', 'flux264', 'flux265',
'flux266', 'flux267', 'flux268', 'flux269', 'flux270', 'flux271',
'flux272', 'flux273', 'flux274', 'flux275', 'flux276', 'flux277',
'flux278', 'flux279', 'flux280', 'flux281', 'flux282', 'flux283',
'flux284', 'flux285', 'flux286', 'flux287', 'flux288', 'flux289',
'flux290', 'flux291', 'flux292', 'flux293', 'flux294', 'flux295',
'flux296', 'flux297', 'flux298', 'flux299', 'flux300', 'flux301',
'flux302', 'flux303', 'flux304', 'flux305', 'flux306', 'flux307',
'flux308', 'flux309', 'flux310', 'flux311', 'flux312', 'flux313',
'flux314', 'flux315', 'flux316', 'flux317', 'flux318', 'flux319',
'flux320', 'flux321', 'flux322', 'flux323', 'flux324', 'flux325',
'flux326', 'flux327', 'flux328', 'flux329', 'flux330', 'flux331',
'flux332', 'flux333', 'flux334', 'flux335', 'flux336', 'flux337',
'flux338', 'flux339', 'flux340', 'flux341', 'flux342', 'flux343',
'flux344', 'flux345', 'flux346', 'flux347', 'flux348', 'flux349',
'flux350', 'flux351', 'flux352', 'flux353', 'flux354', 'flux355',
'flux356', 'flux357', 'flux358', 'flux359', 'flux360', 'flux361',
'flux362', 'flux363', 'flux364', 'flux365', 'flux366', 'flux367',
'flux368', 'flux369', 'flux370', 'flux371', 'flux372', 'flux373',
'flux374', 'flux375', 'flux376', 'flux377', 'flux378', 'flux379',
'flux380', 'flux381', 'flux382', 'flux383', 'flux384', 'flux385',
'flux386', 'flux387', 'flux388', 'flux389', 'flux390', 'flux391',
'flux392', 'flux393', 'flux394', 'flux395', 'flux396', 'flux397',
'flux398', 'flux399', 'flux400', 'flux401', 'flux402', 'flux403',
'flux404', 'flux405', 'flux406', 'flux407', 'flux408', 'flux409',
'flux410', 'flux411', 'flux412', 'flux413', 'flux414', 'flux415',
'flux416', 'flux417', 'flux418', 'flux419', 'flux420', 'flux421',
'flux422', 'flux423', 'flux424', 'flux425', 'flux426', 'flux427',
'flux428', 'flux429', 'flux430', 'flux431', 'flux432', 'flux433',
'flux434', 'flux435', 'flux436', 'flux437', 'flux438', 'flux439',
'flux440', 'flux441', 'flux442', 'flux443', 'flux444', 'flux445',
'flux446', 'flux447', 'flux448', 'flux449', 'flux450', 'flux451',
'flux452', 'flux453', 'flux454', 'flux455', 'flux456', 'flux457',
'flux458', 'flux459', 'flux460', 'flux461', 'flux462', 'flux463',
'flux464', 'flux465', 'flux466', 'flux467', 'flux468', 'flux469',
'flux470', 'flux471', 'flux472', 'flux473', 'flux474', 'flux475',
'flux476', 'flux477', 'flux478', 'flux479', 'flux480', 'flux481',
'flux482', 'flux483', 'flux484', 'flux485', 'flux486', 'flux487',
'flux488', 'flux489', 'flux490', 'flux491', 'flux492', 'flux493',
'flux494', 'flux495', 'flux496', 'flux497', 'flux498', 'flux499',
'flux500', 'flux501', 'flux502', 'flux503', 'flux504', 'flux505',
'flux506', 'flux507', 'flux508', 'flux509', 'flux510', 'flux511',
'flux512', 'flux513', 'flux514', 'flux515', 'flux516', 'flux517',
'flux518', 'flux519', 'flux520', 'flux521', 'flux522', 'flux523',
'flux524', 'flux525', 'flux526', 'flux527', 'flux528', 'flux529',
'flux530', 'flux531', 'flux532', 'flux533', 'flux534', 'flux535',
'flux536', 'flux537', 'flux538', 'flux539', 'flux540', 'flux541',
'flux542', 'flux543', 'flux544', 'flux545', 'flux546', 'flux547',
'flux548', 'flux549', 'flux550', 'flux551', 'flux552', 'flux553',
'flux554', 'flux555', 'flux556', 'flux557', 'flux558', 'flux559',
'flux560', 'flux561', 'flux562', 'flux563', 'flux564', 'flux565',
'flux566', 'flux567', 'flux568', 'flux569', 'flux570', 'flux571',
'flux572', 'flux573', 'flux574', 'flux575', 'flux576', 'flux577',
'flux578', 'flux579', 'flux580', 'flux581', 'flux582', 'flux583',
'flux584', 'flux585', 'flux586', 'flux587', 'flux588', 'flux589',
'flux590', 'flux591', 'flux592', 'flux593', 'flux594', 'flux595',
'flux596', 'flux597', 'flux598', 'flux599', 'flux600', 'flux601',
'flux602', 'flux603', 'flux604', 'flux605', 'flux606', 'flux607',
'flux608', 'flux609', 'flux610', 'flux611', 'flux612', 'flux613',
'flux614', 'flux615', 'flux616', 'flux617', 'flux618', 'flux619',
'flux620', 'flux621', 'flux622', 'flux623', 'flux624', 'flux625',
'flux626', 'flux627', 'flux628', 'flux629', 'flux630', 'flux631',
'flux632', 'flux633', 'flux634', 'flux635', 'flux636', 'flux637',
'flux638', 'flux639', 'flux640', 'flux641', 'flux642', 'flux643',
'flux644', 'flux645', 'flux646', 'flux647', 'flux648', 'flux649',
'flux650', 'flux651', 'flux652', 'flux653', 'flux654', 'flux655',
'flux656', 'flux657', 'flux658', 'flux659', 'flux660', 'flux661',
'flux662', 'flux663', 'flux664', 'flux665', 'flux666', 'flux667',
'flux668', 'flux669', 'flux670', 'flux671', 'flux672', 'flux673',
'flux674', 'flux675', 'flux676', 'flux677', 'flux678', 'flux679',
'flux680', 'flux681', 'flux682', 'flux683', 'flux684', 'flux685',
'flux686', 'flux687', 'flux688', 'flux689', 'flux690', 'flux691',
'flux692', 'flux693', 'flux694', 'flux695', 'flux696', 'flux697',
'flux698', 'flux699', 'flux700', 'flux701', 'flux702', 'flux703',
'flux704', 'flux705', 'flux706', 'flux707', 'flux708', 'flux709',
'flux710', 'flux711', 'flux712', 'flux713', 'flux714', 'flux715',
'flux716', 'flux717', 'flux718', 'flux719', 'flux720', 'flux721',
'flux722', 'flux723', 'flux724', 'flux725', 'flux726', 'flux727',
'flux728', 'flux729', 'flux730', 'flux731', 'flux732', 'flux733',
'flux734', 'flux735', 'flux736', 'flux737', 'flux738', 'flux739',
'flux740', 'flux741', 'flux742', 'flux743', 'flux744', 'flux745',
'flux746', 'flux747', 'flux748', 'flux749', 'flux750', 'flux751',
'flux752', 'flux753', 'flux754', 'flux755', 'flux756', 'flux757',
'flux758', 'flux759', 'flux760', 'flux761', 'flux762', 'flux763',
'flux764', 'flux765', 'flux766', 'flux767', 'flux768', 'flux769',
'flux770', 'flux771', 'flux772', 'flux773', 'flux774', 'flux775',
'flux776', 'flux777', 'flux778', 'flux779', 'flux780', 'flux781',
'flux782', 'flux783', 'flux784', 'flux785', 'flux786', 'flux787',
'flux788', 'flux789', 'flux790', 'flux791', 'flux792', 'flux793',
'flux794', 'flux795', 'flux796', 'flux797', 'flux798', 'flux799',
'flux800', 'flux801', 'flux802', 'flux803', 'flux804', 'flux805',
'flux806', 'flux807', 'flux808', 'flux809', 'flux810', 'flux811',
'flux812', 'flux813', 'flux814', 'flux815', 'flux816', 'flux817',
'flux818', 'flux819', 'flux820', 'flux821', 'flux822', 'flux823',
'flux824', 'flux825', 'flux826', 'flux827', 'flux828', 'flux829',
'flux830', 'flux831', 'flux832', 'flux833', 'flux834', 'flux835',
'flux836', 'flux837', 'flux838', 'flux839', 'flux840', 'flux841',
'flux842', 'flux843', 'flux844', 'flux845', 'flux846', 'flux847',
'flux848', 'flux849', 'flux850', 'flux851', 'flux852', 'flux853',
'flux854', 'flux855', 'flux856', 'flux857', 'flux858', 'flux859',
'flux860', 'flux861', 'flux862', 'flux863', 'flux864', 'flux865',
'flux866', 'flux867', 'flux868', 'flux869', 'flux870', 'flux871',
'flux872', 'flux873', 'flux874', 'flux875', 'flux876', 'flux877',
'flux878', 'flux879', 'flux880', 'flux881', 'flux882', 'flux883',
'flux884', 'flux885', 'flux886', 'flux887', 'flux888', 'flux889',
'flux890', 'flux891', 'flux892', 'flux893', 'flux894', 'flux895',
'flux896', 'flux897', 'flux898', 'flux899', 'flux900', 'flux901',
'flux902', 'flux903', 'flux904', 'flux905', 'flux906', 'flux907',
'flux908', 'flux909', 'flux910', 'flux911', 'flux912', 'flux913',
'flux914', 'flux915', 'flux916', 'flux917', 'flux918', 'flux919',
'flux920', 'flux921', 'flux922', 'flux923', 'flux924', 'flux925',
'flux926', 'flux927', 'flux928', 'flux929', 'flux930', 'flux931',
'flux932', 'flux933', 'flux934', 'flux935', 'flux936', 'flux937',
'flux938', 'flux939', 'flux940', 'flux941', 'flux942', 'flux943',
'flux944', 'flux945', 'flux946', 'flux947', 'flux948', 'flux949',
'flux950', 'flux951', 'flux952', 'flux953', 'flux954', 'flux955',
'flux956', 'flux957', 'flux958', 'flux959', 'flux960', 'flux961',
'flux962', 'flux963', 'flux964', 'flux965', 'flux966', 'flux967',
'flux968', 'flux969', 'flux970', 'flux971', 'flux972', 'flux973',
'flux974', 'flux975', 'flux976', 'flux977', 'flux978', 'flux979',
'flux980', 'flux981', 'flux982', 'flux983', 'flux984', 'flux985',
'flux986', 'flux987', 'flux988', 'flux989', 'flux990', 'flux991',
'flux992', 'flux993', 'flux994', 'flux995', 'flux996', 'flux997',
'flux998', 'flux999', 'flux1000', 'flux1001', 'flux1002', 'flux1003',
'flux1004', 'flux1005', 'flux1006', 'flux1007', 'flux1008', 'flux1009',
'flux1010', 'flux1011', 'flux1012', 'flux1013', 'flux1014', 'flux1015',
'flux1016', 'flux1017', 'flux1018', 'flux1019', 'flux1020', 'flux1021',
'flux1022', 'flux1023', 'flux1024', 'flux1025', 'flux1026', 'flux1027',
'flux1028', 'flux1029', 'flux1030', 'flux1031', 'flux1032', 'flux1033',
'flux1034', 'flux1035', 'flux1036', 'flux1037', 'flux1038', 'flux1039',
'flux1040', 'flux1041', 'flux1042', 'flux1043', 'flux1044', 'flux1045',
'flux1046', 'flux1047', 'flux1048', 'flux1049', 'flux1050', 'flux1051',
'flux1052', 'flux1053', 'flux1054', 'flux1055', 'flux1056', 'flux1057',
'flux1058', 'flux1059', 'flux1060', 'flux1061', 'flux1062', 'flux1063',
'flux1064', 'flux1065', 'flux1066', 'flux1067', 'flux1068', 'flux1069',
'flux1070', 'flux1071', 'flux1072', 'flux1073', 'flux1074', 'flux1075',
'flux1076', 'flux1077', 'flux1078', 'flux1079', 'flux1080', 'flux1081',
'flux1082', 'flux1083', 'flux1084', 'flux1085', 'flux1086', 'flux1087',
'flux1088', 'flux1089', 'flux1090', 'flux1091', 'flux1092', 'flux1093',
'flux1094', 'flux1095', 'flux1096', 'flux1097', 'flux1098', 'flux1099',
'flux1100', 'flux1101', 'flux1102', 'flux1103', 'flux1104', 'flux1105',
'flux1106', 'flux1107', 'flux1108', 'flux1109', 'flux1110', 'flux1111',
'flux1112', 'flux1113', 'flux1114', 'flux1115', 'flux1116', 'flux1117',
'flux1118', 'flux1119', 'flux1120', 'flux1121', 'flux1122', 'flux1123',
'flux1124', 'flux1125', 'flux1126', 'flux1127', 'flux1128', 'flux1129',
'flux1130', 'flux1131', 'flux1132', 'flux1133', 'flux1134', 'flux1135',
'flux1136', 'flux1137', 'flux1138', 'flux1139', 'flux1140', 'flux1141',
'flux1142', 'flux1143', 'flux1144', 'flux1145', 'flux1146', 'flux1147',
'flux1148', 'flux1149', 'flux1150', 'flux1151', 'flux1152', 'flux1153',
'flux1154', 'flux1155', 'flux1156', 'flux1157', 'flux1158', 'flux1159',
'flux1160', 'flux1161', 'flux1162', 'flux1163', 'flux1164', 'flux1165',
'flux1166', 'flux1167', 'flux1168', 'flux1169', 'flux1170', 'flux1171',
'flux1172', 'flux1173', 'flux1174', 'flux1175', 'flux1176', 'flux1177',
'flux1178', 'flux1179', 'flux1180', 'flux1181', 'flux1182', 'flux1183',
'flux1184', 'flux1185', 'flux1186', 'flux1187', 'flux1188', 'flux1189',
'flux1190', 'flux1191', 'flux1192', 'flux1193', 'flux1194', 'flux1195',
'flux1196', 'flux1197', 'flux1198', 'flux1199', 'flux1200', 'flux1201',
'flux1202', 'flux1203', 'flux1204', 'flux1205', 'flux1206', 'flux1207',
'flux1208', 'flux1209', 'flux1210', 'flux1211', 'flux1212', 'flux1213',
'flux1214', 'flux1215', 'flux1216', 'flux1217', 'flux1218', 'flux1219',
'flux1220', 'flux1221', 'flux1222', 'flux1223', 'flux1224', 'flux1225',
'flux1226', 'flux1227', 'flux1228', 'flux1229', 'flux1230', 'flux1231',
'flux1232', 'flux1233', 'flux1234', 'flux1235', 'flux1236', 'flux1237',
'flux1238', 'flux1239', 'flux1240', 'flux1241', 'flux1242', 'flux1243',
'flux1244', 'flux1245', 'flux1246', 'flux1247', 'flux1248', 'flux1249',
'flux1250', 'flux1251', 'flux1252', 'flux1253', 'flux1254', 'flux1255',
'flux1256', 'flux1257', 'flux1258', 'flux1259', 'flux1260', 'flux1261',
'flux1262', 'flux1263', 'flux1264', 'flux1265', 'flux1266', 'flux1267',
'flux1268', 'flux1269', 'flux1270', 'flux1271', 'flux1272', 'flux1273',
'flux1274', 'flux1275', 'flux1276', 'flux1277', 'flux1278', 'flux1279',
'flux1280', 'flux1281', 'flux1282', 'flux1283', 'flux1284', 'flux1285',
'flux1286', 'flux1287', 'flux1288', 'flux1289', 'flux1290', 'flux1291',
'flux1292', 'flux1293', 'flux1294', 'flux1295', 'flux1296', 'flux1297',
'flux1298', 'flux1299', 'flux1300', 'flux1301', 'flux1302', 'flux1303',
'flux1304', 'flux1305', 'flux1306', 'flux1307', 'flux1308', 'flux1309',
'flux1310', 'flux1311', 'flux1312', 'flux1313', 'flux1314', 'flux1315',
'flux1316', 'flux1317', 'flux1318', 'flux1319', 'flux1320', 'flux1321',
'flux1322', 'flux1323', 'flux1324', 'flux1325', 'flux1326', 'flux1327',
'flux1328', 'flux1329', 'flux1330', 'flux1331', 'flux1332', 'flux1333',
'flux1334', 'flux1335', 'flux1336', 'flux1337', 'flux1338', 'flux1339',
'flux1340', 'flux1341', 'flux1342', 'flux1343', 'flux1344', 'flux1345',
'flux1346', 'flux1347', 'flux1348', 'flux1349', 'flux1350', 'flux1351',
'flux1352', 'flux1353', 'flux1354', 'flux1355', 'flux1356', 'flux1357',
'flux1358', 'flux1359', 'flux1360', 'flux1361', 'flux1362', 'flux1363',
'flux1364', 'flux1365', 'flux1366', 'flux1367', 'flux1368', 'flux1369',
'flux1370', 'flux1371', 'flux1372', 'flux1373', 'flux1374', 'flux1375',
'flux1376', 'flux1377', 'flux1378', 'flux1379', 'flux1380', 'flux1381',
'flux1382', 'flux1383', 'flux1384', 'flux1385', 'flux1386', 'flux1387',
'flux1388', 'flux1389', 'flux1390', 'flux1391', 'flux1392', 'flux1393',
'flux1394', 'flux1395', 'flux1396', 'flux1397', 'flux1398', 'flux1399',
'flux1400', 'flux1401', 'flux1402', 'flux1403', 'flux1404', 'flux1405',
'flux1406', 'flux1407', 'flux1408', 'flux1409', 'flux1410', 'flux1411',
'flux1412', 'flux1413', 'flux1414', 'flux1415', 'flux1416', 'flux1417',
'flux1418', 'flux1419', 'flux1420', 'flux1421', 'flux1422', 'flux1423',
'flux1424', 'flux1425', 'flux1426', 'flux1427', 'flux1428', 'flux1429',
'flux1430', 'flux1431', 'flux1432', 'flux1433', 'flux1434', 'flux1435',
'flux1436', 'flux1437', 'flux1438', 'flux1439', 'flux1440', 'flux1441',
'flux1442', 'flux1443', 'flux1444', 'flux1445', 'flux1446', 'flux1447',
'flux1448', 'flux1449', 'flux1450', 'flux1451', 'flux1452', 'flux1453',
'flux1454', 'flux1455', 'flux1456', 'flux1457', 'flux1458', 'flux1459',
'flux1460', 'flux1461', 'flux1462', 'flux1463', 'flux1464', 'flux1465',
'flux1466', 'flux1467', 'flux1468', 'flux1469', 'flux1470', 'flux1471',
'flux1472', 'flux1473', 'flux1474', 'flux1475', 'flux1476', 'flux1477',
'flux1478', 'flux1479', 'flux1480', 'flux1481', 'flux1482', 'flux1483',
'flux1484', 'flux1485', 'flux1486', 'flux1487', 'flux1488', 'flux1489',
'flux1490', 'flux1491', 'flux1492', 'flux1493', 'flux1494', 'flux1495',
'flux1496', 'flux1497', 'flux1498', 'flux1499', 'flux1500', 'flux1501',
'flux1502', 'flux1503', 'flux1504', 'flux1505', 'flux1506', 'flux1507',
'flux1508', 'flux1509', 'flux1510', 'flux1511', 'flux1512', 'flux1513',
'flux1514', 'flux1515', 'flux1516', 'flux1517', 'flux1518', 'flux1519',
'flux1520', 'flux1521', 'flux1522', 'flux1523', 'flux1524', 'flux1525',
'flux1526', 'flux1527', 'flux1528', 'flux1529', 'flux1530', 'flux1531',
'flux1532', 'flux1533', 'flux1534', 'flux1535', 'flux1536', 'flux1537',
'flux1538', 'flux1539', 'flux1540', 'flux1541', 'flux1542', 'flux1543',
'flux1544', 'flux1545', 'flux1546', 'flux1547', 'flux1548', 'flux1549',
'flux1550', 'flux1551', 'flux1552', 'flux1553', 'flux1554', 'flux1555',
'flux1556', 'flux1557', 'flux1558', 'flux1559', 'flux1560', 'flux1561',
'flux1562', 'flux1563', 'flux1564', 'flux1565', 'flux1566', 'flux1567',
'flux1568', 'flux1569', 'flux1570', 'flux1571', 'flux1572', 'flux1573',
'flux1574', 'flux1575', 'flux1576', 'flux1577', 'flux1578', 'flux1579',
'flux1580', 'flux1581', 'flux1582', 'flux1583', 'flux1584', 'flux1585',
'flux1586', 'flux1587', 'flux1588', 'flux1589', 'flux1590', 'flux1591',
'flux1592', 'flux1593', 'flux1594', 'flux1595', 'flux1596', 'flux1597',
'flux1598', 'flux1599', 'flux1600', 'flux1601', 'flux1602', 'flux1603',
'flux1604', 'flux1605', 'flux1606', 'flux1607', 'flux1608', 'flux1609',
'flux1610', 'flux1611', 'flux1612', 'flux1613', 'flux1614', 'flux1615',
'flux1616', 'flux1617', 'flux1618', 'flux1619', 'flux1620', 'flux1621',
'flux1622', 'flux1623', 'flux1624', 'flux1625', 'flux1626', 'flux1627',
'flux1628', 'flux1629', 'flux1630', 'flux1631', 'flux1632', 'flux1633',
'flux1634', 'flux1635', 'flux1636', 'flux1637', 'flux1638', 'flux1639',
'flux1640', 'flux1641', 'flux1642', 'flux1643', 'flux1644', 'flux1645',
'flux1646', 'flux1647', 'flux1648', 'flux1649', 'flux1650', 'flux1651',
'flux1652', 'flux1653', 'flux1654', 'flux1655', 'flux1656', 'flux1657',
'flux1658', 'flux1659', 'flux1660', 'flux1661', 'flux1662', 'flux1663',
'flux1664', 'flux1665', 'flux1666', 'flux1667', 'flux1668', 'flux1669',
'flux1670', 'flux1671', 'flux1672', 'flux1673', 'flux1674', 'flux1675',
'flux1676', 'flux1677', 'flux1678', 'flux1679', 'flux1680', 'flux1681',
'flux1682', 'flux1683', 'flux1684', 'flux1685', 'flux1686', 'flux1687',
'flux1688', 'flux1689', 'flux1690', 'flux1691', 'flux1692', 'flux1693',
'flux1694', 'flux1695', 'flux1696', 'flux1697', 'flux1698', 'flux1699',
'flux1700', 'flux1701', 'flux1702', 'flux1703', 'flux1704', 'flux1705',
'flux1706', 'flux1707', 'flux1708', 'flux1709', 'flux1710', 'flux1711',
'flux1712', 'flux1713', 'flux1714', 'flux1715', 'flux1716', 'flux1717',
'flux1718', 'flux1719', 'flux1720', 'flux1721', 'flux1722', 'flux1723',
'flux1724', 'flux1725', 'flux1726', 'flux1727', 'flux1728', 'flux1729',
'flux1730', 'flux1731', 'flux1732', 'flux1733', 'flux1734', 'flux1735',
'flux1736', 'flux1737', 'flux1738', 'flux1739', 'flux1740', 'flux1741',
'flux1742', 'flux1743', 'flux1744', 'flux1745', 'flux1746', 'flux1747',
'flux1748', 'flux1749', 'flux1750', 'flux1751', 'flux1752', 'flux1753',
'flux1754', 'flux1755', 'flux1756', 'flux1757', 'flux1758', 'flux1759',
'flux1760', 'flux1761', 'flux1762', 'flux1763', 'flux1764', 'flux1765',
'flux1766', 'flux1767', 'flux1768', 'flux1769', 'flux1770', 'flux1771',
'flux1772', 'flux1773', 'flux1774', 'flux1775', 'flux1776', 'flux1777',
'flux1778', 'flux1779', 'flux1780', 'flux1781', 'flux1782', 'flux1783',
'flux1784', 'flux1785', 'flux1786', 'flux1787', 'flux1788', 'flux1789',
'flux1790', 'flux1791', 'flux1792', 'flux1793', 'flux1794', 'flux1795',
'flux1796', 'flux1797', 'flux1798', 'flux1799', 'flux1800', 'flux1801',
'flux1802', 'flux1803', 'flux1804', 'flux1805', 'flux1806', 'flux1807',
'flux1808', 'flux1809', 'flux1810', 'flux1811', 'flux1812', 'flux1813',
'flux1814', 'flux1815', 'flux1816', 'flux1817', 'flux1818', 'flux1819',
'flux1820', 'flux1821', 'flux1822', 'flux1823', 'flux1824', 'flux1825',
'flux1826', 'flux1827', 'flux1828', 'flux1829', 'flux1830', 'flux1831',
'flux1832', 'flux1833', 'flux1834', 'flux1835', 'flux1836', 'flux1837',
'flux1838', 'flux1839', 'flux1840', 'flux1841', 'flux1842', 'flux1843',
'flux1844', 'flux1845', 'flux1846', 'flux1847', 'flux1848', 'flux1849',
'flux1850', 'flux1851', 'flux1852', 'flux1853', 'flux1854', 'flux1855',
'flux1856', 'flux1857', 'flux1858', 'flux1859', 'flux1860', 'flux1861',
'flux1862', 'flux1863', 'flux1864', 'flux1865', 'flux1866', 'flux1867',
'flux1868', 'flux1869', 'flux1870', 'flux1871', 'flux1872', 'flux1873',
'flux1874', 'flux1875', 'flux1876', 'flux1877', 'flux1878', 'flux1879',
'flux1880', 'flux1881', 'flux1882', 'flux1883', 'flux1884', 'flux1885',
'flux1886', 'flux1887', 'flux1888', 'flux1889', 'flux1890', 'flux1891',
'flux1892', 'flux1893', 'flux1894', 'flux1895', 'flux1896', 'flux1897',
'flux1898', 'flux1899', 'flux1900', 'flux1901', 'flux1902', 'flux1903',
'flux1904', 'flux1905', 'flux1906', 'flux1907', 'flux1908', 'flux1909',
'flux1910', 'flux1911', 'flux1912', 'flux1913', 'flux1914', 'flux1915',
'flux1916', 'flux1917', 'flux1918', 'flux1919', 'flux1920', 'flux1921',
'flux1922', 'flux1923', 'flux1924', 'flux1925', 'flux1926', 'flux1927',
'flux1928', 'flux1929', 'flux1930', 'flux1931', 'flux1932', 'flux1933',
'flux1934', 'flux1935', 'flux1936', 'flux1937', 'flux1938', 'flux1939',
'flux1940', 'flux1941', 'flux1942', 'flux1943', 'flux1944', 'flux1945',
'flux1946', 'flux1947', 'flux1948', 'flux1949', 'flux1950', 'flux1951',
'flux1952', 'flux1953', 'flux1954', 'flux1955', 'flux1956', 'flux1957',
'flux1958', 'flux1959', 'flux1960', 'flux1961', 'flux1962', 'flux1963',
'flux1964', 'flux1965', 'flux1966', 'flux1967', 'flux1968', 'flux1969',
'flux1970', 'flux1971', 'flux1972', 'flux1973', 'flux1974', 'flux1975',
'flux1976', 'flux1977', 'flux1978', 'flux1979', 'flux1980', 'flux1981',
'flux1982', 'flux1983', 'flux1984', 'flux1985', 'flux1986', 'flux1987',
'flux1988', 'flux1989', 'flux1990', 'flux1991', 'flux1992', 'flux1993',
'flux1994', 'flux1995', 'flux1996', 'flux1997', 'flux1998', 'flux1999',
'flux2000', 'flux2001', 'flux2002', 'flux2003', 'flux2004', 'flux2005',
'flux2006', 'flux2007', 'flux2008', 'flux2009', 'flux2010', 'flux2011',
'flux2012', 'flux2013', 'flux2014', 'flux2015', 'flux2016', 'flux2017',
'flux2018', 'flux2019', 'flux2020', 'flux2021', 'flux2022', 'flux2023',
'flux2024', 'flux2025', 'flux2026', 'flux2027', 'flux2028', 'flux2029',
'flux2030', 'flux2031', 'flux2032', 'flux2033', 'flux2034', 'flux2035',
'flux2036', 'flux2037', 'flux2038', 'flux2039', 'flux2040', 'flux2041',
'flux2042', 'flux2043', 'flux2044', 'flux2045', 'flux2046', 'flux2047',
'flux2048', 'flux2049', 'flux2050', 'flux2051', 'flux2052', 'flux2053',
'flux2054', 'flux2055', 'flux2056', 'flux2057', 'flux2058', 'flux2059',
'flux2060', 'flux2061', 'flux2062', 'flux2063', 'flux2064', 'flux2065',
'flux2066', 'flux2067', 'flux2068', 'flux2069', 'flux2070', 'flux2071',
'flux2072', 'flux2073', 'flux2074', 'flux2075', 'flux2076', 'flux2077',
'flux2078', 'flux2079', 'flux2080', 'flux2081', 'flux2082', 'flux2083',
'flux2084', 'flux2085', 'flux2086', 'flux2087', 'flux2088', 'flux2089',
'flux2090', 'flux2091', 'flux2092', 'flux2093', 'flux2094', 'flux2095',
'flux2096', 'flux2097', 'flux2098', 'flux2099', 'flux2100', 'flux2101',
'flux2102', 'flux2103', 'flux2104', 'flux2105', 'flux2106', 'flux2107',
'flux2108', 'flux2109', 'flux2110', 'flux2111', 'flux2112', 'flux2113',
'flux2114', 'flux2115', 'flux2116', 'flux2117', 'flux2118', 'flux2119',
'flux2120', 'flux2121', 'flux2122', 'flux2123', 'flux2124', 'flux2125',
'flux2126', 'flux2127', 'flux2128', 'flux2129', 'flux2130', 'flux2131',
'flux2132', 'flux2133', 'flux2134', 'flux2135', 'flux2136', 'flux2137',
'flux2138', 'flux2139', 'flux2140', 'flux2141', 'flux2142', 'flux2143',
'flux2144', 'flux2145', 'flux2146', 'flux2147', 'flux2148', 'flux2149',
'flux2150', 'flux2151', 'flux2152', 'flux2153', 'flux2154', 'flux2155',
'flux2156', 'flux2157', 'flux2158', 'flux2159', 'flux2160', 'flux2161',
'flux2162', 'flux2163', 'flux2164', 'flux2165', 'flux2166', 'flux2167',
'flux2168', 'flux2169', 'flux2170', 'flux2171', 'flux2172', 'flux2173',
'flux2174', 'flux2175', 'flux2176', 'flux2177', 'flux2178', 'flux2179',
'flux2180', 'flux2181', 'flux2182', 'flux2183', 'flux2184', 'flux2185',
'flux2186', 'flux2187', 'flux2188', 'flux2189', 'flux2190', 'flux2191',
'flux2192', 'flux2193', 'flux2194', 'flux2195', 'flux2196', 'flux2197',
'flux2198', 'flux2199', 'flux2200', 'flux2201', 'flux2202', 'flux2203',
'flux2204', 'flux2205', 'flux2206', 'flux2207', 'flux2208', 'flux2209',
'flux2210', 'flux2211', 'flux2212', 'flux2213', 'flux2214', 'flux2215',
'flux2216', 'flux2217', 'flux2218', 'flux2219', 'flux2220', 'flux2221',
'flux2222', 'flux2223', 'flux2224', 'flux2225', 'flux2226', 'flux2227',
'flux2228', 'flux2229', 'flux2230', 'flux2231', 'flux2232', 'flux2233',
'flux2234', 'flux2235', 'flux2236', 'flux2237', 'flux2238', 'flux2239',
'flux2240', 'flux2241', 'flux2242', 'flux2243', 'flux2244', 'flux2245',
'flux2246', 'flux2247', 'flux2248', 'flux2249', 'flux2250', 'flux2251',
'flux2252', 'flux2253', 'flux2254', 'flux2255', 'flux2256', 'flux2257',
'flux2258', 'flux2259', 'flux2260', 'flux2261', 'flux2262', 'flux2263',
'flux2264', 'flux2265', 'flux2266', 'flux2267', 'flux2268', 'flux2269',
'flux2270', 'flux2271', 'flux2272', 'flux2273', 'flux2274', 'flux2275',
'flux2276', 'flux2277', 'flux2278', 'flux2279', 'flux2280', 'flux2281',
'flux2282', 'flux2283', 'flux2284', 'flux2285', 'flux2286', 'flux2287',
'flux2288', 'flux2289', 'flux2290', 'flux2291', 'flux2292', 'flux2293',
'flux2294', 'flux2295', 'flux2296', 'flux2297', 'flux2298', 'flux2299',
'flux2300', 'flux2301', 'flux2302', 'flux2303', 'flux2304', 'flux2305',
'flux2306', 'flux2307', 'flux2308', 'flux2309', 'flux2310', 'flux2311',
'flux2312', 'flux2313', 'flux2314', 'flux2315', 'flux2316', 'flux2317',
'flux2318', 'flux2319', 'flux2320', 'flux2321', 'flux2322', 'flux2323',
'flux2324', 'flux2325', 'flux2326', 'flux2327', 'flux2328', 'flux2329',
'flux2330', 'flux2331', 'flux2332', 'flux2333', 'flux2334', 'flux2335',
'flux2336', 'flux2337', 'flux2338', 'flux2339', 'flux2340', 'flux2341',
'flux2342', 'flux2343', 'flux2344', 'flux2345', 'flux2346', 'flux2347',
'flux2348', 'flux2349', 'flux2350', 'flux2351', 'flux2352', 'flux2353',
'flux2354', 'flux2355', 'flux2356', 'flux2357', 'flux2358', 'flux2359',
'flux2360', 'flux2361', 'flux2362', 'flux2363', 'flux2364', 'flux2365',
'flux2366', 'flux2367', 'flux2368', 'flux2369', 'flux2370', 'flux2371',
'flux2372', 'flux2373', 'flux2374', 'flux2375', 'flux2376', 'flux2377',
'flux2378', 'flux2379', 'flux2380', 'flux2381', 'flux2382', 'flux2383',
'flux2384', 'flux2385', 'flux2386', 'flux2387', 'flux2388', 'flux2389',
'flux2390', 'flux2391', 'flux2392', 'flux2393', 'flux2394', 'flux2395',
'flux2396', 'flux2397', 'flux2398', 'flux2399', 'flux2400', 'flux2401',
'flux2402', 'flux2403', 'flux2404', 'flux2405', 'flux2406', 'flux2407',
'flux2408', 'flux2409', 'flux2410', 'flux2411', 'flux2412', 'flux2413',
'flux2414', 'flux2415', 'flux2416', 'flux2417', 'flux2418', 'flux2419',
'flux2420', 'flux2421', 'flux2422', 'flux2423', 'flux2424', 'flux2425',
'flux2426', 'flux2427', 'flux2428', 'flux2429', 'flux2430', 'flux2431',
'flux2432', 'flux2433', 'flux2434', 'flux2435', 'flux2436', 'flux2437',
'flux2438', 'flux2439', 'flux2440', 'flux2441', 'flux2442', 'flux2443',
'flux2444', 'flux2445', 'flux2446', 'flux2447', 'flux2448', 'flux2449',
'flux2450', 'flux2451', 'flux2452', 'flux2453', 'flux2454', 'flux2455',
'flux2456', 'flux2457', 'flux2458', 'flux2459', 'flux2460', 'flux2461',
'flux2462', 'flux2463', 'flux2464', 'flux2465', 'flux2466', 'flux2467',
'flux2468', 'flux2469', 'flux2470', 'flux2471', 'flux2472', 'flux2473',
'flux2474', 'flux2475', 'flux2476', 'flux2477', 'flux2478', 'flux2479',
'flux2480', 'flux2481', 'flux2482', 'flux2483', 'flux2484', 'flux2485',
'flux2486', 'flux2487', 'flux2488', 'flux2489', 'flux2490', 'flux2491',
'flux2492', 'flux2493', 'flux2494', 'flux2495', 'flux2496', 'flux2497',
'flux2498', 'flux2499', 'flux2500', 'flux2501', 'flux2502', 'flux2503',
'flux2504', 'flux2505', 'flux2506', 'flux2507', 'flux2508', 'flux2509',
'flux2510', 'flux2511', 'flux2512', 'flux2513', 'flux2514', 'flux2515',
'flux2516', 'flux2517', 'flux2518', 'flux2519', 'flux2520', 'flux2521',
'flux2522', 'flux2523', 'flux2524', 'flux2525', 'flux2526', 'flux2527',
'flux2528', 'flux2529', 'flux2530', 'flux2531', 'flux2532', 'flux2533',
'flux2534', 'flux2535', 'flux2536', 'flux2537', 'flux2538', 'flux2539',
'flux2540', 'flux2541', 'flux2542', 'flux2543', 'flux2544', 'flux2545',
'flux2546', 'flux2547', 'flux2548', 'flux2549', 'flux2550', 'flux2551',
'flux2552', 'flux2553', 'flux2554', 'flux2555', 'flux2556', 'flux2557',
'flux2558', 'flux2559', 'flux2560', 'flux2561', 'flux2562', 'flux2563',
'flux2564', 'flux2565', 'flux2566', 'flux2567', 'flux2568', 'flux2569',
'flux2570', 'flux2571', 'flux2572', 'flux2573', 'flux2574', 'flux2575',
'flux2576', 'flux2577', 'flux2578', 'flux2579', 'flux2580', 'flux2581',
'flux2582', 'flux2583', 'flux2584', 'flux2585', 'flux2586', 'flux2587',
'flux2588', 'flux2589', 'flux2590', 'flux2591', 'flux2592', 'flux2593',
'flux2594', 'flux2595', 'flux2596', 'flux2597', 'flux2598', 'flux2599',
'flux2600', 'flux2601', 'flux2602', 'flux2603', 'flux2604', 'flux2605',
'flux2606', 'flux2607', 'flux2608', 'flux2609', 'flux2610', 'flux2611',
'flux2612', 'flux2613', 'flux2614', 'flux2615', 'flux2616', 'flux2617',
'flux2618', 'flux2619', 'flux2620', 'flux2621', 'flux2622', 'flux2623',
'flux2624', 'flux2625', 'flux2626', 'flux2627', 'flux2628', 'flux2629',
'flux2630', 'flux2631', 'flux2632', 'flux2633', 'flux2634', 'flux2635',
'flux2636', 'flux2637', 'flux2638', 'flux2639', 'flux2640', 'flux2641',
'flux2642', 'flux2643', 'flux2644', 'flux2645', 'flux2646', 'flux2647',
'flux2648', 'flux2649', 'flux2650', 'flux2651', 'flux2652', 'flux2653',
'flux2654', 'flux2655', 'flux2656', 'flux2657', 'flux2658', 'flux2659',
'flux2660', 'flux2661', 'flux2662', 'flux2663', 'flux2664', 'flux2665',
'flux2666', 'flux2667', 'flux2668', 'flux2669', 'flux2670', 'flux2671',
'flux2672', 'flux2673', 'flux2674', 'flux2675', 'flux2676', 'flux2677',
'flux2678', 'flux2679', 'flux2680', 'flux2681', 'flux2682', 'flux2683',
'flux2684', 'flux2685', 'flux2686', 'flux2687', 'flux2688', 'flux2689',
'flux2690', 'flux2691', 'flux2692', 'flux2693', 'flux2694', 'flux2695',
'flux2696', 'flux2697', 'flux2698', 'flux2699', 'flux2700', 'flux2701',
'flux2702', 'flux2703', 'flux2704', 'flux2705', 'flux2706', 'flux2707',
'flux2708', 'flux2709', 'flux2710', 'flux2711', 'flux2712', 'flux2713',
'flux2714', 'flux2715', 'flux2716', 'flux2717', 'flux2718', 'flux2719',
'flux2720', 'flux2721', 'flux2722', 'flux2723', 'flux2724', 'flux2725',
'flux2726', 'flux2727', 'flux2728', 'flux2729', 'flux2730', 'flux2731',
'flux2732', 'flux2733', 'flux2734', 'flux2735', 'flux2736', 'flux2737',
'flux2738', 'flux2739', 'flux2740', 'flux2741', 'flux2742', 'flux2743',
'flux2744', 'flux2745', 'flux2746', 'flux2747', 'flux2748', 'flux2749',
'flux2750', 'flux2751', 'flux2752', 'flux2753', 'flux2754', 'flux2755',
'flux2756', 'flux2757', 'flux2758', 'flux2759', 'flux2760', 'flux2761',
'flux2762', 'flux2763', 'flux2764', 'flux2765', 'flux2766', 'flux2767',
'flux2768', 'flux2769', 'flux2770', 'flux2771', 'flux2772', 'flux2773',
'flux2774', 'flux2775', 'flux2776', 'flux2777', 'flux2778', 'flux2779',
'flux2780', 'flux2781', 'flux2782', 'flux2783', 'flux2784', 'flux2785',
'flux2786', 'flux2787', 'flux2788', 'flux2789', 'flux2790', 'flux2791',
'flux2792', 'flux2793', 'flux2794', 'flux2795', 'flux2796', 'flux2797',
'flux2798', 'flux2799', 'flux2800', 'flux2801', 'flux2802', 'flux2803',
'flux2804', 'flux2805', 'flux2806', 'flux2807', 'flux2808', 'flux2809',
'flux2810', 'flux2811', 'flux2812', 'flux2813', 'flux2814', 'flux2815',
'flux2816', 'flux2817', 'flux2818', 'flux2819', 'flux2820', 'flux2821',
'flux2822', 'flux2823', 'flux2824', 'flux2825', 'flux2826', 'flux2827',
'flux2828', 'flux2829', 'flux2830', 'flux2831', 'flux2832', 'flux2833',
'flux2834', 'flux2835', 'flux2836', 'flux2837', 'flux2838', 'flux2839',
'flux2840', 'flux2841', 'flux2842', 'flux2843', 'flux2844', 'flux2845',
'flux2846', 'flux2847', 'flux2848', 'flux2849', 'flux2850', 'flux2851',
'flux2852', 'flux2853', 'flux2854', 'flux2855', 'flux2856', 'flux2857',
'flux2858', 'flux2859', 'flux2860', 'flux2861', 'flux2862', 'flux2863',
'flux2864', 'flux2865', 'flux2866', 'flux2867', 'flux2868', 'flux2869',
'flux2870', 'flux2871', 'flux2872', 'flux2873', 'flux2874', 'flux2875',
'flux2876', 'flux2877', 'flux2878', 'flux2879', 'flux2880', 'flux2881',
'flux2882', 'flux2883', 'flux2884', 'flux2885', 'flux2886', 'flux2887',
'flux2888', 'flux2889', 'flux2890', 'flux2891', 'flux2892', 'flux2893',
'flux2894', 'flux2895', 'flux2896', 'flux2897', 'flux2898', 'flux2899',
'flux2900', 'flux2901', 'flux2902', 'flux2903', 'flux2904', 'flux2905',
'flux2906', 'flux2907', 'flux2908', 'flux2909', 'flux2910', 'flux2911',
'flux2912', 'flux2913', 'flux2914', 'flux2915', 'flux2916', 'flux2917',
'flux2918', 'flux2919', 'flux2920', 'flux2921', 'flux2922', 'flux2923',
'flux2924', 'flux2925', 'flux2926', 'flux2927', 'flux2928', 'flux2929',
'flux2930', 'flux2931', 'flux2932', 'flux2933', 'flux2934', 'flux2935',
'flux2936', 'flux2937', 'flux2938', 'flux2939', 'flux2940', 'flux2941',
'flux2942', 'flux2943', 'flux2944', 'flux2945', 'flux2946', 'flux2947',
'flux2948', 'flux2949', 'flux2950', 'flux2951', 'flux2952', 'flux2953',
'flux2954', 'flux2955', 'flux2956', 'flux2957', 'flux2958', 'flux2959',
'flux2960', 'flux2961', 'flux2962', 'flux2963', 'flux2964', 'flux2965',
'flux2966', 'flux2967', 'flux2968', 'flux2969', 'flux2970', 'flux2971',
'flux2972', 'flux2973', 'flux2974', 'flux2975', 'flux2976', 'flux2977',
'flux2978', 'flux2979', 'flux2980', 'flux2981', 'flux2982', 'flux2983',
'flux2984', 'flux2985', 'flux2986', 'flux2987', 'flux2988', 'flux2989',
'flux2990', 'flux2991', 'flux2992', 'flux2993', 'flux2994', 'flux2995',
'flux2996', 'flux2997', 'flux2998', 'flux2999', 'flux3000', 'flux3001',
'flux3002', 'flux3003', 'flux3004', 'flux3005', 'flux3006', 'flux3007',
'flux3008', 'flux3009', 'flux3010', 'flux3011', 'flux3012', 'flux3013',
'flux3014', 'flux3015', 'flux3016', 'flux3017', 'flux3018', 'flux3019',
'flux3020', 'flux3021', 'flux3022', 'flux3023', 'flux3024', 'flux3025',
'flux3026', 'flux3027', 'flux3028', 'flux3029', 'flux3030', 'flux3031',
'flux3032', 'flux3033', 'flux3034', 'flux3035', 'flux3036', 'flux3037',
'flux3038', 'flux3039', 'flux3040', 'flux3041', 'flux3042', 'flux3043',
'flux3044', 'flux3045', 'flux3046', 'flux3047', 'flux3048', 'flux3049',
'flux3050', 'flux3051', 'flux3052', 'flux3053', 'flux3054', 'flux3055',
'flux3056', 'flux3057', 'flux3058', 'flux3059', 'flux3060', 'flux3061',
'flux3062', 'flux3063', 'flux3064', 'flux3065', 'flux3066', 'flux3067',
'flux3068', 'flux3069', 'flux3070', 'flux3071', 'flux3072', 'flux3073',
'flux3074', 'flux3075', 'flux3076', 'flux3077', 'flux3078', 'flux3079',
'flux3080', 'flux3081', 'flux3082', 'flux3083', 'flux3084', 'flux3085',
'flux3086', 'flux3087', 'flux3088', 'flux3089', 'flux3090', 'flux3091',
'flux3092', 'flux3093', 'flux3094', 'flux3095', 'flux3096', 'flux3097',
'flux3098', 'flux3099', 'flux3100', 'flux3101', 'flux3102', 'flux3103',
'flux3104', 'flux3105', 'flux3106', 'flux3107', 'flux3108', 'flux3109',
'flux3110', 'flux3111', 'flux3112', 'flux3113', 'flux3114', 'flux3115',
'flux3116', 'flux3117', 'flux3118', 'flux3119', 'flux3120', 'flux3121',
'flux3122', 'flux3123', 'flux3124', 'flux3125', 'flux3126', 'flux3127',
'flux3128', 'flux3129', 'flux3130', 'flux3131', 'flux3132', 'flux3133',
'flux3134', 'flux3135', 'flux3136', 'flux3137', 'flux3138', 'flux3139',
'flux3140', 'flux3141', 'flux3142', 'flux3143', 'flux3144', 'flux3145',
'flux3146', 'flux3147', 'flux3148', 'flux3149', 'flux3150', 'flux3151',
'flux3152', 'flux3153', 'flux3154', 'flux3155', 'flux3156', 'flux3157',
'flux3158', 'flux3159', 'flux3160', 'flux3161', 'flux3162', 'flux3163',
'flux3164', 'flux3165', 'flux3166', 'flux3167', 'flux3168', 'flux3169',
'flux3170', 'flux3171', 'flux3172', 'flux3173', 'flux3174', 'flux3175',
'flux3176', 'flux3177', 'flux3178', 'flux3179', 'flux3180', 'flux3181',
'flux3182', 'flux3183', 'flux3184', 'flux3185', 'flux3186', 'flux3187',
'flux3188', 'flux3189', 'flux3190', 'flux3191', 'flux3192', 'flux3193',
'flux3194', 'flux3195', 'flux3196', 'flux3197', 'flux3198', 'flux3199',
'flux3200', 'flux3201', 'flux3202', 'flux3203', 'flux3204', 'flux3205',
'flux3206', 'flux3207', 'flux3208', 'flux3209', 'flux3210', 'flux3211',
'flux3212', 'flux3213', 'flux3214', 'flux3215', 'flux3216', 'flux3217',
'flux3218', 'flux3219', 'flux3220', 'flux3221', 'flux3222', 'flux3223',
'flux3224', 'flux3225', 'flux3226', 'flux3227', 'flux3228', 'flux3229',
'flux3230', 'flux3231', 'flux3232', 'flux3233', 'flux3234', 'flux3235',
'flux3236', 'flux3237', 'flux3238', 'flux3239', 'flux3240', 'flux3241',
'flux3242', 'flux3243', 'flux3244', 'flux3245', 'flux3246', 'flux3247',
'flux3248', 'flux3249', 'flux3250', 'flux3251', 'flux3252', 'flux3253',
'flux3254', 'flux3255', 'flux3256', 'flux3257', 'flux3258', 'flux3259',
'flux3260', 'flux3261', 'flux3262', 'flux3263', 'flux3264', 'flux3265',
'flux3266', 'flux3267', 'flux3268', 'flux3269', 'flux3270', 'flux3271',
'flux3272', 'flux3273', 'flux3274', 'flux3275', 'flux3276', 'flux3277',
'flux3278', 'flux3279', 'flux3280', 'flux3281', 'flux3282', 'flux3283',
'flux3284', 'flux3285', 'flux3286', 'flux3287', 'flux3288', 'flux3289',
'flux3290', 'flux3291', 'flux3292', 'flux3293', 'flux3294', 'flux3295',
'flux3296', 'flux3297', 'flux3298', 'flux3299', 'flux3300', 'flux3301',
'flux3302', 'flux3303', 'flux3304', 'flux3305', 'flux3306', 'flux3307',
'flux3308', 'flux3309', 'flux3310', 'flux3311', 'flux3312', 'flux3313',
'flux3314', 'flux3315', 'flux3316', 'flux3317', 'flux3318', 'flux3319',
'flux3320', 'flux3321', 'flux3322', 'flux3323', 'flux3324', 'flux3325',
'flux3326', 'flux3327', 'flux3328', 'flux3329', 'flux3330', 'flux3331',
'flux3332', 'flux3333', 'flux3334', 'flux3335', 'flux3336', 'flux3337',
'flux3338', 'flux3339', 'flux3340', 'flux3341', 'flux3342', 'flux3343',
'flux3344', 'flux3345', 'flux3346', 'flux3347', 'flux3348', 'flux3349',
'flux3350', 'flux3351', 'flux3352', 'flux3353', 'flux3354', 'flux3355',
'flux3356', 'flux3357', 'flux3358', 'flux3359', 'flux3360', 'flux3361',
'flux3362', 'flux3363', 'flux3364', 'flux3365', 'flux3366', 'flux3367',
'flux3368', 'flux3369', 'flux3370', 'flux3371', 'flux3372', 'flux3373',
'flux3374', 'flux3375', 'flux3376', 'flux3377', 'flux3378', 'flux3379',
'flux3380', 'flux3381', 'flux3382', 'flux3383', 'flux3384', 'flux3385',
'flux3386', 'flux3387', 'flux3388', 'flux3389', 'flux3390', 'flux3391',
'flux3392', 'flux3393', 'flux3394', 'flux3395', 'flux3396', 'flux3397',
'flux3398', 'flux3399', 'flux3400', 'flux3401', 'flux3402', 'flux3403',
'flux3404', 'flux3405', 'flux3406', 'flux3407', 'flux3408', 'flux3409',
'flux3410', 'flux3411', 'flux3412', 'flux3413', 'flux3414', 'flux3415',
'flux3416', 'flux3417', 'flux3418', 'flux3419', 'flux3420', 'flux3421',
'flux3422', 'flux3423', 'flux3424', 'flux3425', 'flux3426', 'flux3427',
'flux3428', 'flux3429', 'flux3430', 'flux3431', 'flux3432', 'flux3433',
'flux3434', 'flux3435', 'flux3436', 'flux3437', 'flux3438', 'flux3439',
'flux3440', 'flux3441', 'flux3442', 'flux3443', 'flux3444', 'flux3445',
'flux3446', 'flux3447', 'flux3448', 'flux3449', 'flux3450', 'flux3451',
'flux3452', 'flux3453', 'flux3454', 'flux3455', 'flux3456', 'flux3457',
'flux3458', 'flux3459', 'flux3460', 'flux3461', 'flux3462', 'flux3463',
'flux3464', 'flux3465', 'flux3466', 'flux3467', 'flux3468', 'flux3469',
'flux3470', 'flux3471', 'flux3472', 'flux3473', 'flux3474', 'flux3475',
'flux3476', 'flux3477', 'flux3478', 'flux3479', 'flux3480', 'flux3481',
'flux3482', 'flux3483', 'flux3484', 'flux3485', 'flux3486', 'flux3487',
'flux3488', 'flux3489', 'flux3490', 'flux3491', 'flux3492', 'flux3493',
'flux3494', 'flux3495', 'flux3496', 'flux3497', 'flux3498', 'flux3499',
'flux3500', 'flux3501', 'flux3502', 'flux3503', 'flux3504', 'flux3505',
'flux3506', 'flux3507', 'flux3508', 'flux3509', 'flux3510', 'flux3511',
'flux3512', 'flux3513', 'flux3514', 'flux3515', 'flux3516', 'flux3517',
'flux3518', 'flux3519', 'flux3520', 'flux3521', 'flux3522', 'flux3523',
'flux3524', 'flux3525', 'flux3526', 'flux3527', 'flux3528', 'flux3529',
'flux3530', 'flux3531', 'flux3532', 'flux3533', 'flux3534', 'flux3535',
'flux3536', 'flux3537', 'flux3538', 'flux3539', 'flux3540', 'flux3541',
'flux3542', 'flux3543', 'flux3544', 'flux3545', 'flux3546', 'flux3547',
'flux3548', 'flux3549', 'flux3550', 'flux3551', 'flux3552', 'flux3553',
'flux3554', 'flux3555', 'flux3556', 'flux3557', 'flux3558', 'flux3559',
'flux3560', 'flux3561', 'flux3562', 'flux3563', 'flux3564', 'flux3565',
'flux3566', 'flux3567', 'flux3568', 'flux3569', 'flux3570', 'flux3571',
'flux3572', 'flux3573', 'flux3574', 'flux3575', 'flux3576', 'flux3577',
'flux3578', 'flux3579', 'flux3580', 'flux3581', 'flux3582', 'flux3583',
'flux3584', 'flux3585', 'flux3586', 'flux3587', 'flux3588', 'flux3589',
'flux3590', 'flux3591', 'flux3592', 'flux3593', 'flux3594', 'flux3595',
'flux3596', 'flux3597', 'flux3598', 'flux3599', 'flux3600', 'flux3601',
'flux3602', 'flux3603', 'flux3604', 'flux3605', 'flux3606', 'flux3607',
'flux3608', 'flux3609', 'flux3610', 'flux3611', 'flux3612', 'flux3613',
'flux3614', 'flux3615', 'flux3616', 'flux3617', 'flux3618', 'flux3619',
'flux3620', 'flux3621', 'flux3622', 'flux3623', 'flux3624', 'flux3625',
'flux3626', 'flux3627', 'flux3628', 'flux3629', 'flux3630', 'flux3631',
'flux3632', 'flux3633', 'flux3634', 'flux3635', 'flux3636', 'flux3637',
'flux3638', 'flux3639', 'flux3640', 'flux3641', 'flux3642', 'flux3643',
'flux3644', 'flux3645', 'flux3646', 'flux3647', 'flux3648', 'flux3649',
'flux3650', 'flux3651', 'flux3652', 'flux3653', 'flux3654', 'flux3655',
'flux3656', 'flux3657', 'flux3658', 'flux3659', 'flux3660', 'flux3661',
'flux3662', 'flux3663', 'flux3664', 'flux3665', 'flux3666', 'flux3667',
'flux3668', 'flux3669', 'flux3670', 'flux3671', 'flux3672', 'flux3673',
'flux3674', 'flux3675', 'flux3676', 'flux3677', 'flux3678', 'flux3679',
'flux3680', 'flux3681', 'flux3682', 'flux3683', 'flux3684', 'flux3685',
'flux3686', 'flux3687', 'flux3688', 'flux3689', 'flux3690', 'flux3691',
'flux3692', 'flux3693', 'flux3694', 'flux3695', 'flux3696', 'flux3697',
'flux3698', 'flux3699', 'flux3700', 'flux3701', 'flux3702', 'flux3703',
'flux3704', 'flux3705', 'flux3706', 'flux3707', 'flux3708', 'flux3709',
'flux3710', 'flux3711', 'flux3712', 'flux3713', 'flux3714', 'flux3715',
'flux3716', 'flux3717', 'flux3718', 'flux3719', 'flux3720', 'flux3721',
'flux3722', 'flux3723', 'flux3724', 'flux3725', 'flux3726', 'flux3727',
'flux3728', 'flux3729', 'flux3730', 'flux3731', 'flux3732', 'flux3733',
'flux3734', 'flux3735', 'flux3736', 'flux3737', 'flux3738', 'flux3739',
'flux3740', 'flux3741', 'flux3742', 'flux3743', 'flux3744', 'flux3745',
'flux3746', 'flux3747', 'flux3748', 'flux3749', 'flux3750', 'flux3751',
'flux3752', 'flux3753', 'flux3754', 'flux3755', 'flux3756', 'flux3757',
'flux3758', 'flux3759', 'flux3760', 'flux3761', 'flux3762', 'flux3763',
'flux3764', 'flux3765', 'flux3766', 'flux3767', 'flux3768', 'flux3769',
'flux3770', 'flux3771', 'flux3772', 'flux3773', 'flux3774', 'flux3775',
'flux3776', 'flux3777', 'flux3778', 'flux3779', 'flux3780', 'flux3781',
'flux3782', 'flux3783', 'flux3784', 'flux3785', 'flux3786', 'flux3787',
'flux3788', 'flux3789', 'flux3790', 'flux3791', 'flux3792', 'flux3793',
'flux3794', 'flux3795', 'flux3796', 'flux3797', 'flux3798', 'flux3799',
'flux3800', 'flux3801', 'flux3802', 'flux3803', 'flux3804', 'flux3805',
'flux3806', 'flux3807', 'flux3808', 'flux3809', 'flux3810', 'flux3811',
'flux3812', 'flux3813', 'flux3814', 'flux3815', 'flux3816', 'flux3817',
'flux3818', 'flux3819', 'flux3820', 'flux3821', 'flux3822', 'flux3823',
'flux3824', 'flux3825', 'flux3826', 'flux3827', 'flux3828', 'flux3829',
'flux3830', 'flux3831', 'flux3832', 'flux3833', 'flux3834', 'flux3835',
'flux3836', 'flux3837', 'flux3838', 'flux3839', 'flux3840', 'flux3841',
'flux3842', 'flux3843', 'flux3844', 'flux3845', 'flux3846', 'flux3847',
'flux3848', 'flux3849', 'flux3850', 'flux3851', 'flux3852', 'flux3853',
'flux3854', 'flux3855', 'flux3856', 'flux3857', 'flux3858', 'flux3859',
'flux3860', 'flux3861', 'flux3862', 'flux3863', 'flux3864', 'flux3865',
'flux3866', 'flux3867', 'flux3868', 'flux3869', 'flux3870', 'flux3871',
'flux3872', 'flux3873', 'flux3874', 'flux3875', 'flux3876', 'flux3877',
'flux3878', 'flux3879', 'flux3880', 'flux3881', 'flux3882', 'flux3883',
'flux3884', 'flux3885', 'flux3886', 'flux3887', 'flux3888', 'flux3889',
'flux3890', 'flux3891', 'flux3892', 'flux3893', 'flux3894', 'flux3895',
'flux3896', 'flux3897', 'flux3898', 'flux3899', 'flux3900', 'flux3901',
'flux3902', 'flux3903', 'flux3904', 'flux3905', 'flux3906', 'flux3907',
'flux3908', 'flux3909', 'flux3910', 'flux3911', 'flux3912', 'flux3913',
'flux3914', 'flux3915', 'flux3916', 'flux3917', 'flux3918', 'flux3919',
'flux3920', 'flux3921', 'flux3922', 'flux3923', 'flux3924', 'flux3925',
'flux3926', 'flux3927', 'flux3928', 'flux3929', 'flux3930', 'flux3931',
'flux3932', 'flux3933', 'flux3934', 'flux3935', 'flux3936', 'flux3937',
'flux3938', 'flux3939', 'flux3940', 'flux3941', 'flux3942', 'flux3943',
'flux3944', 'flux3945', 'flux3946', 'flux3947', 'flux3948', 'flux3949',
'flux3950', 'flux3951', 'flux3952', 'flux3953', 'flux3954', 'flux3955',
'flux3956', 'flux3957', 'flux3958', 'flux3959', 'flux3960', 'flux3961',
'flux3962', 'flux3963', 'flux3964', 'flux3965', 'flux3966', 'flux3967',
'flux3968', 'flux3969', 'flux3970', 'flux3971', 'flux3972', 'flux3973',
'flux3974', 'flux3975', 'flux3976', 'flux3977', 'flux3978', 'flux3979',
'flux3980', 'flux3981', 'flux3982', 'flux3983', 'flux3984', 'flux3985',
'flux3986', 'flux3987', 'flux3988', 'flux3989', 'flux3990', 'flux3991',
'flux3992', 'flux3993', 'flux3994', 'flux3995', 'flux3996', 'flux3997',
'flux3998', 'flux3999', 'flux4000', 'flux4001', 'flux4002', 'flux4003',
'flux4004', 'flux4005', 'flux4006', 'flux4007', 'flux4008', 'flux4009',
'flux4010', 'flux4011', 'flux4012', 'flux4013', 'flux4014', 'flux4015',
'flux4016', 'flux4017', 'flux4018', 'flux4019', 'flux4020', 'flux4021',
'flux4022', 'flux4023', 'flux4024', 'flux4025', 'flux4026', 'flux4027',
'flux4028', 'flux4029', 'flux4030', 'flux4031', 'flux4032', 'flux4033',
'flux4034', 'flux4035', 'flux4036', 'flux4037', 'flux4038', 'flux4039',
'flux4040', 'flux4041', 'flux4042', 'flux4043', 'flux4044', 'flux4045',
'flux4046', 'flux4047', 'flux4048', 'flux4049', 'flux4050', 'flux4051',
'flux4052', 'flux4053', 'flux4054', 'flux4055', 'flux4056', 'flux4057',
'flux4058', 'flux4059', 'flux4060', 'flux4061', 'flux4062', 'flux4063',
'flux4064', 'flux4065', 'flux4066', 'flux4067', 'flux4068', 'flux4069',
'flux4070', 'flux4071', 'flux4072', 'flux4073', 'flux4074', 'flux4075',
'flux4076', 'flux4077', 'flux4078', 'flux4079', 'flux4080', 'flux4081',
'flux4082', 'flux4083', 'flux4084', 'flux4085', 'flux4086', 'flux4087',
'flux4088', 'flux4089', 'flux4090', 'flux4091', 'flux4092', 'flux4093',
'flux4094', 'flux4095', 'flux4096', 'flux4097', 'flux4098', 'flux4099',
'flux4100', 'flux4101', 'flux4102', 'flux4103', 'flux4104', 'flux4105',
'flux4106', 'flux4107', 'flux4108', 'flux4109', 'flux4110', 'flux4111',
'flux4112', 'flux4113', 'flux4114', 'flux4115', 'flux4116', 'flux4117',
'flux4118', 'flux4119', 'flux4120', 'flux4121', 'flux4122', 'flux4123',
'flux4124', 'flux4125', 'flux4126', 'flux4127', 'flux4128', 'flux4129',
'flux4130', 'flux4131', 'flux4132', 'flux4133', 'flux4134', 'flux4135',
'flux4136', 'flux4137', 'flux4138', 'flux4139', 'flux4140', 'flux4141',
'flux4142', 'flux4143', 'flux4144', 'flux4145', 'flux4146', 'flux4147',
'flux4148', 'flux4149', 'flux4150', 'flux4151', 'flux4152', 'flux4153',
'flux4154', 'flux4155', 'flux4156', 'flux4157', 'flux4158', 'flux4159',
'flux4160', 'flux4161', 'flux4162', 'flux4163', 'flux4164', 'flux4165',
'flux4166', 'flux4167', 'flux4168', 'flux4169', 'flux4170', 'flux4171',
'flux4172', 'flux4173', 'flux4174', 'flux4175', 'flux4176', 'flux4177',
'flux4178', 'flux4179', 'flux4180', 'flux4181', 'flux4182', 'flux4183',
'flux4184', 'flux4185', 'flux4186', 'flux4187', 'flux4188', 'flux4189',
'flux4190', 'flux4191', 'flux4192', 'flux4193', 'flux4194', 'flux4195',
'flux4196', 'flux4197', 'flux4198', 'flux4199', 'flux4200', 'flux4201',
'flux4202', 'flux4203', 'flux4204', 'flux4205', 'flux4206', 'flux4207',
'flux4208', 'flux4209', 'flux4210', 'flux4211', 'flux4212', 'flux4213',
'flux4214', 'flux4215', 'flux4216', 'flux4217', 'flux4218', 'flux4219',
'flux4220', 'flux4221', 'flux4222', 'flux4223', 'flux4224', 'flux4225',
'flux4226', 'flux4227', 'flux4228', 'flux4229', 'flux4230', 'flux4231',
'flux4232', 'flux4233', 'flux4234', 'flux4235', 'flux4236', 'flux4237',
'flux4238', 'flux4239', 'flux4240', 'flux4241', 'flux4242', 'flux4243',
'flux4244', 'flux4245', 'flux4246', 'flux4247', 'flux4248', 'flux4249',
'flux4250', 'flux4251', 'flux4252', 'flux4253', 'flux4254', 'flux4255',
'flux4256', 'flux4257', 'flux4258', 'flux4259', 'flux4260', 'flux4261',
'flux4262', 'flux4263', 'flux4264', 'flux4265', 'flux4266', 'flux4267',
'flux4268', 'flux4269', 'flux4270', 'flux4271', 'flux4272', 'flux4273',
'flux4274', 'flux4275', 'flux4276', 'flux4277', 'flux4278', 'flux4279',
'flux4280', 'flux4281', 'flux4282', 'flux4283', 'flux4284', 'flux4285',
'flux4286', 'flux4287', 'flux4288', 'flux4289', 'flux4290', 'flux4291',
'flux4292', 'flux4293', 'flux4294', 'flux4295', 'flux4296', 'flux4297',
'flux4298', 'flux4299', 'flux4300', 'flux4301', 'flux4302', 'flux4303',
'flux4304', 'flux4305', 'flux4306', 'flux4307', 'flux4308', 'flux4309',
'flux4310', 'flux4311', 'flux4312', 'flux4313', 'flux4314', 'flux4315',
'flux4316', 'flux4317', 'flux4318', 'flux4319', 'flux4320', 'flux4321',
'flux4322', 'flux4323', 'flux4324', 'flux4325', 'flux4326', 'flux4327',
'flux4328', 'flux4329', 'flux4330', 'flux4331', 'flux4332', 'flux4333',
'flux4334', 'flux4335', 'flux4336', 'flux4337', 'flux4338', 'flux4339',
'flux4340', 'flux4341', 'flux4342', 'flux4343', 'flux4344', 'flux4345',
'flux4346', 'flux4347', 'flux4348', 'flux4349', 'flux4350', 'flux4351',
'flux4352', 'flux4353', 'flux4354', 'flux4355', 'flux4356', 'flux4357',
'flux4358', 'flux4359', 'flux4360', 'flux4361', 'flux4362', 'flux4363',
'flux4364', 'flux4365', 'flux4366', 'flux4367', 'flux4368', 'flux4369',
'flux4370', 'flux4371', 'flux4372', 'flux4373', 'flux4374', 'flux4375',
'flux4376', 'flux4377', 'flux4378', 'flux4379', 'flux4380', 'flux4381',
'flux4382', 'flux4383', 'flux4384', 'flux4385', 'flux4386', 'flux4387',
'flux4388', 'flux4389', 'flux4390', 'flux4391', 'flux4392', 'flux4393',
'flux4394', 'flux4395', 'flux4396', 'flux4397', 'flux4398', 'flux4399',
'flux4400', 'flux4401', 'flux4402', 'flux4403', 'flux4404', 'flux4405',
'flux4406', 'flux4407', 'flux4408', 'flux4409', 'flux4410', 'flux4411',
'flux4412', 'flux4413', 'flux4414', 'flux4415', 'flux4416', 'flux4417',
'flux4418', 'flux4419', 'flux4420', 'flux4421', 'flux4422', 'flux4423',
'flux4424', 'flux4425', 'flux4426', 'flux4427', 'flux4428', 'flux4429',
'flux4430', 'flux4431', 'flux4432', 'flux4433', 'flux4434', 'flux4435',
'flux4436', 'flux4437', 'flux4438', 'flux4439', 'flux4440', 'flux4441',
'flux4442', 'flux4443', 'flux4444', 'flux4445', 'flux4446', 'flux4447',
'flux4448', 'flux4449', 'flux4450', 'flux4451', 'flux4452', 'flux4453',
'flux4454', 'flux4455', 'flux4456', 'flux4457', 'flux4458', 'flux4459',
'flux4460', 'flux4461', 'flux4462', 'flux4463', 'flux4464', 'flux4465',
'flux4466', 'flux4467', 'flux4468', 'flux4469', 'flux4470', 'flux4471',
'flux4472', 'flux4473', 'flux4474', 'flux4475', 'flux4476', 'flux4477',
'flux4478', 'flux4479', 'flux4480', 'flux4481', 'flux4482', 'flux4483',
'flux4484', 'flux4485', 'flux4486', 'flux4487', 'flux4488', 'flux4489',
'flux4490', 'flux4491', 'flux4492', 'flux4493', 'flux4494', 'flux4495',
'flux4496', 'flux4497', 'flux4498', 'flux4499', 'flux4500', 'flux4501',
'flux4502', 'flux4503', 'flux4504', 'flux4505', 'flux4506', 'flux4507',
'flux4508', 'flux4509', 'flux4510', 'flux4511', 'flux4512', 'flux4513',
'flux4514', 'flux4515', 'flux4516', 'flux4517', 'flux4518', 'flux4519',
'flux4520', 'flux4521', 'flux4522', 'flux4523', 'flux4524', 'flux4525',
'flux4526', 'flux4527', 'flux4528', 'flux4529', 'flux4530', 'flux4531',
'flux4532', 'flux4533', 'flux4534', 'flux4535', 'flux4536', 'flux4537',
'flux4538', 'flux4539', 'flux4540', 'flux4541', 'flux4542', 'flux4543',
'flux4544', 'flux4545', 'flux4546', 'flux4547', 'flux4548', 'flux4549',
'flux4550', 'flux4551', 'flux4552', 'flux4553', 'flux4554', 'flux4555',
'flux4556', 'flux4557', 'flux4558', 'flux4559', 'flux4560', 'flux4561',
'flux4562'
],
target_column_name='teff'
)
def build_feature_transform():
""" Returns the model definition representing feature processing."""
# These features can be parsed as numeric.
numeric = HEADER.as_feature_indices(
[
'flux0', 'flux1', 'flux2', 'flux3', 'flux4', 'flux5', 'flux6',
'flux7', 'flux8', 'flux9', 'flux10', 'flux11', 'flux12', 'flux13',
'flux14', 'flux15', 'flux16', 'flux17', 'flux18', 'flux19',
'flux20', 'flux21', 'flux22', 'flux23', 'flux24', 'flux25',
'flux26', 'flux27', 'flux28', 'flux29', 'flux30', 'flux31',
'flux32', 'flux33', 'flux34', 'flux35', 'flux36', 'flux37',
'flux38', 'flux39', 'flux40', 'flux41', 'flux42', 'flux43',
'flux44', 'flux45', 'flux46', 'flux47', 'flux48', 'flux49',
'flux50', 'flux51', 'flux52', 'flux53', 'flux54', 'flux55',
'flux56', 'flux57', 'flux58', 'flux59', 'flux60', 'flux61',
'flux62', 'flux63', 'flux64', 'flux65', 'flux66', 'flux67',
'flux68', 'flux69', 'flux70', 'flux71', 'flux72', 'flux73',
'flux74', 'flux75', 'flux76', 'flux77', 'flux78', 'flux79',
'flux80', 'flux81', 'flux82', 'flux83', 'flux84', 'flux85',
'flux86', 'flux87', 'flux88', 'flux89', 'flux90', 'flux91',
'flux92', 'flux93', 'flux94', 'flux95', 'flux96', 'flux97',
'flux98', 'flux99', 'flux100', 'flux101', 'flux102', 'flux103',
'flux104', 'flux105', 'flux106', 'flux107', 'flux108', 'flux109',
'flux110', 'flux111', 'flux112', 'flux113', 'flux114', 'flux115',
'flux116', 'flux117', 'flux118', 'flux119', 'flux120', 'flux121',
'flux122', 'flux123', 'flux124', 'flux125', 'flux126', 'flux127',
'flux128', 'flux129', 'flux130', 'flux131', 'flux132', 'flux133',
'flux134', 'flux135', 'flux136', 'flux137', 'flux138', 'flux139',
'flux140', 'flux141', 'flux142', 'flux143', 'flux144', 'flux145',
'flux146', 'flux147', 'flux148', 'flux149', 'flux150', 'flux151',
'flux152', 'flux153', 'flux154', 'flux155', 'flux156', 'flux157',
'flux158', 'flux159', 'flux160', 'flux161', 'flux162', 'flux163',
'flux164', 'flux165', 'flux166', 'flux167', 'flux168', 'flux169',
'flux170', 'flux171', 'flux172', 'flux173', 'flux174', 'flux175',
'flux176', 'flux177', 'flux178', 'flux179', 'flux180', 'flux181',
'flux182', 'flux183', 'flux184', 'flux185', 'flux186', 'flux187',
'flux188', 'flux189', 'flux190', 'flux191', 'flux192', 'flux193',
'flux194', 'flux195', 'flux196', 'flux197', 'flux198', 'flux199',
'flux200', 'flux201', 'flux202', 'flux203', 'flux204', 'flux205',
'flux206', 'flux207', 'flux208', 'flux209', 'flux210', 'flux211',
'flux212', 'flux213', 'flux214', 'flux215', 'flux216', 'flux217',
'flux218', 'flux219', 'flux220', 'flux221', 'flux222', 'flux223',
'flux224', 'flux225', 'flux226', 'flux227', 'flux228', 'flux229',
'flux230', 'flux231', 'flux232', 'flux233', 'flux234', 'flux235',
'flux236', 'flux237', 'flux238', 'flux239', 'flux240', 'flux241',
'flux242', 'flux243', 'flux244', 'flux245', 'flux246', 'flux247',
'flux248', 'flux249', 'flux250', 'flux251', 'flux252', 'flux253',
'flux254', 'flux255', 'flux256', 'flux257', 'flux258', 'flux259',
'flux260', 'flux261', 'flux262', 'flux263', 'flux264', 'flux265',
'flux266', 'flux267', 'flux268', 'flux269', 'flux270', 'flux271',
'flux272', 'flux273', 'flux274', 'flux275', 'flux276', 'flux277',
'flux278', 'flux279', 'flux280', 'flux281', 'flux282', 'flux283',
'flux284', 'flux285', 'flux286', 'flux287', 'flux288', 'flux289',
'flux290', 'flux291', 'flux292', 'flux293', 'flux294', 'flux295',
'flux296', 'flux297', 'flux298', 'flux299', 'flux300', 'flux301',
'flux302', 'flux303', 'flux304', 'flux305', 'flux306', 'flux307',
'flux308', 'flux309', 'flux310', 'flux311', 'flux312', 'flux313',
'flux314', 'flux315', 'flux316', 'flux317', 'flux318', 'flux319',
'flux320', 'flux321', 'flux322', 'flux323', 'flux324', 'flux325',
'flux326', 'flux327', 'flux328', 'flux329', 'flux330', 'flux331',
'flux332', 'flux333', 'flux334', 'flux335', 'flux336', 'flux337',
'flux338', 'flux339', 'flux340', 'flux341', 'flux342', 'flux343',
'flux344', 'flux345', 'flux346', 'flux347', 'flux348', 'flux349',
'flux350', 'flux351', 'flux352', 'flux353', 'flux354', 'flux355',
'flux356', 'flux357', 'flux358', 'flux359', 'flux360', 'flux361',
'flux362', 'flux363', 'flux364', 'flux365', 'flux366', 'flux367',
'flux368', 'flux369', 'flux370', 'flux371', 'flux372', 'flux373',
'flux374', 'flux375', 'flux376', 'flux377', 'flux378', 'flux379',
'flux380', 'flux381', 'flux382', 'flux383', 'flux384', 'flux385',
'flux386', 'flux387', 'flux388', 'flux389', 'flux390', 'flux391',
'flux392', 'flux393', 'flux394', 'flux395', 'flux396', 'flux397',
'flux398', 'flux399', 'flux400', 'flux401', 'flux402', 'flux403',
'flux404', 'flux405', 'flux406', 'flux407', 'flux408', 'flux409',
'flux410', 'flux411', 'flux412', 'flux413', 'flux414', 'flux415',
'flux416', 'flux417', 'flux418', 'flux419', 'flux420', 'flux421',
'flux422', 'flux423', 'flux424', 'flux425', 'flux426', 'flux427',
'flux428', 'flux429', 'flux430', 'flux431', 'flux432', 'flux433',
'flux434', 'flux435', 'flux436', 'flux437', 'flux438', 'flux439',
'flux440', 'flux441', 'flux442', 'flux443', 'flux444', 'flux445',
'flux446', 'flux447', 'flux448', 'flux449', 'flux450', 'flux451',
'flux452', 'flux453', 'flux454', 'flux455', 'flux456', 'flux457',
'flux458', 'flux459', 'flux460', 'flux461', 'flux462', 'flux463',
'flux464', 'flux465', 'flux466', 'flux467', 'flux468', 'flux469',
'flux470', 'flux471', 'flux472', 'flux473', 'flux474', 'flux475',
'flux476', 'flux477', 'flux478', 'flux479', 'flux480', 'flux481',
'flux482', 'flux483', 'flux484', 'flux485', 'flux486', 'flux487',
'flux488', 'flux489', 'flux490', 'flux491', 'flux492', 'flux493',
'flux494', 'flux495', 'flux496', 'flux497', 'flux498', 'flux499',
'flux500', 'flux501', 'flux502', 'flux503', 'flux504', 'flux505',
'flux506', 'flux507', 'flux508', 'flux509', 'flux510', 'flux511',
'flux512', 'flux513', 'flux514', 'flux515', 'flux516', 'flux517',
'flux518', 'flux519', 'flux520', 'flux521', 'flux522', 'flux523',
'flux524', 'flux525', 'flux526', 'flux527', 'flux528', 'flux529',
'flux530', 'flux531', 'flux532', 'flux533', 'flux534', 'flux535',
'flux536', 'flux537', 'flux538', 'flux539', 'flux540', 'flux541',
'flux542', 'flux543', 'flux544', 'flux545', 'flux546', 'flux547',
'flux548', 'flux549', 'flux550', 'flux551', 'flux552', 'flux553',
'flux554', 'flux555', 'flux556', 'flux557', 'flux558', 'flux559',
'flux560', 'flux561', 'flux562', 'flux563', 'flux564', 'flux565',
'flux566', 'flux567', 'flux568', 'flux569', 'flux570', 'flux571',
'flux572', 'flux573', 'flux574', 'flux575', 'flux576', 'flux577',
'flux578', 'flux579', 'flux580', 'flux581', 'flux582', 'flux583',
'flux584', 'flux585', 'flux586', 'flux587', 'flux588', 'flux589',
'flux590', 'flux591', 'flux592', 'flux593', 'flux594', 'flux595',
'flux596', 'flux597', 'flux598', 'flux599', 'flux600', 'flux601',
'flux602', 'flux603', 'flux604', 'flux605', 'flux606', 'flux607',
'flux608', 'flux609', 'flux610', 'flux611', 'flux612', 'flux613',
'flux614', 'flux615', 'flux616', 'flux617', 'flux618', 'flux619',
'flux620', 'flux621', 'flux622', 'flux623', 'flux624', 'flux625',
'flux626', 'flux627', 'flux628', 'flux629', 'flux630', 'flux631',
'flux632', 'flux633', 'flux634', 'flux635', 'flux636', 'flux637',
'flux638', 'flux639', 'flux640', 'flux641', 'flux642', 'flux643',
'flux644', 'flux645', 'flux646', 'flux647', 'flux648', 'flux649',
'flux650', 'flux651', 'flux652', 'flux653', 'flux654', 'flux655',
'flux656', 'flux657', 'flux658', 'flux659', 'flux660', 'flux661',
'flux662', 'flux663', 'flux664', 'flux665', 'flux666', 'flux667',
'flux668', 'flux669', 'flux670', 'flux671', 'flux672', 'flux673',
'flux674', 'flux675', 'flux676', 'flux677', 'flux678', 'flux679',
'flux680', 'flux681', 'flux682', 'flux683', 'flux684', 'flux685',
'flux686', 'flux687', 'flux688', 'flux689', 'flux690', 'flux691',
'flux692', 'flux693', 'flux694', 'flux695', 'flux696', 'flux697',
'flux698', 'flux699', 'flux700', 'flux701', 'flux702', 'flux703',
'flux704', 'flux705', 'flux706', 'flux707', 'flux708', 'flux709',
'flux710', 'flux711', 'flux712', 'flux713', 'flux714', 'flux715',
'flux716', 'flux717', 'flux718', 'flux719', 'flux720', 'flux721',
'flux722', 'flux723', 'flux724', 'flux725', 'flux726', 'flux727',
'flux728', 'flux729', 'flux730', 'flux731', 'flux732', 'flux733',
'flux734', 'flux735', 'flux736', 'flux737', 'flux738', 'flux739',
'flux740', 'flux741', 'flux742', 'flux743', 'flux744', 'flux745',
'flux746', 'flux747', 'flux748', 'flux749', 'flux750', 'flux751',
'flux752', 'flux753', 'flux754', 'flux755', 'flux756', 'flux757',
'flux758', 'flux759', 'flux760', 'flux761', 'flux762', 'flux763',
'flux764', 'flux765', 'flux766', 'flux767', 'flux768', 'flux769',
'flux770', 'flux771', 'flux772', 'flux773', 'flux774', 'flux775',
'flux776', 'flux777', 'flux778', 'flux779', 'flux780', 'flux781',
'flux782', 'flux783', 'flux784', 'flux785', 'flux786', 'flux787',
'flux788', 'flux789', 'flux790', 'flux791', 'flux792', 'flux793',
'flux794', 'flux795', 'flux796', 'flux797', 'flux798', 'flux799',
'flux800', 'flux801', 'flux802', 'flux803', 'flux804', 'flux805',
'flux806', 'flux807', 'flux808', 'flux809', 'flux810', 'flux811',
'flux812', 'flux813', 'flux814', 'flux815', 'flux816', 'flux817',
'flux818', 'flux819', 'flux820', 'flux821', 'flux822', 'flux823',
'flux824', 'flux825', 'flux826', 'flux827', 'flux828', 'flux829',
'flux830', 'flux831', 'flux832', 'flux833', 'flux834', 'flux835',
'flux836', 'flux837', 'flux838', 'flux839', 'flux840', 'flux841',
'flux842', 'flux843', 'flux844', 'flux845', 'flux846', 'flux847',
'flux848', 'flux849', 'flux850', 'flux851', 'flux852', 'flux853',
'flux854', 'flux855', 'flux856', 'flux857', 'flux858', 'flux859',
'flux860', 'flux861', 'flux862', 'flux863', 'flux864', 'flux865',
'flux866', 'flux867', 'flux868', 'flux869', 'flux870', 'flux871',
'flux872', 'flux873', 'flux874', 'flux875', 'flux876', 'flux877',
'flux878', 'flux879', 'flux880', 'flux881', 'flux882', 'flux883',
'flux884', 'flux885', 'flux886', 'flux887', 'flux888', 'flux889',
'flux890', 'flux891', 'flux892', 'flux893', 'flux894', 'flux895',
'flux896', 'flux897', 'flux898', 'flux899', 'flux900', 'flux901',
'flux902', 'flux903', 'flux904', 'flux905', 'flux906', 'flux907',
'flux908', 'flux909', 'flux910', 'flux911', 'flux912', 'flux913',
'flux914', 'flux915', 'flux916', 'flux917', 'flux918', 'flux919',
'flux920', 'flux921', 'flux922', 'flux923', 'flux924', 'flux925',
'flux926', 'flux927', 'flux928', 'flux929', 'flux930', 'flux931',
'flux932', 'flux933', 'flux934', 'flux935', 'flux936', 'flux937',
'flux938', 'flux939', 'flux940', 'flux941', 'flux942', 'flux943',
'flux944', 'flux945', 'flux946', 'flux947', 'flux948', 'flux949',
'flux950', 'flux951', 'flux952', 'flux953', 'flux954', 'flux955',
'flux956', 'flux957', 'flux958', 'flux959', 'flux960', 'flux961',
'flux962', 'flux963', 'flux964', 'flux965', 'flux966', 'flux967',
'flux968', 'flux969', 'flux970', 'flux971', 'flux972', 'flux973',
'flux974', 'flux975', 'flux976', 'flux977', 'flux978', 'flux979',
'flux980', 'flux981', 'flux982', 'flux983', 'flux984', 'flux985',
'flux986', 'flux987', 'flux988', 'flux989', 'flux990', 'flux991',
'flux992', 'flux993', 'flux994', 'flux995', 'flux996', 'flux997',
'flux998', 'flux999', 'flux1000', 'flux1001', 'flux1002',
'flux1003', 'flux1004', 'flux1005', 'flux1006', 'flux1007',
'flux1008', 'flux1009', 'flux1010', 'flux1011', 'flux1012',
'flux1013', 'flux1014', 'flux1015', 'flux1016', 'flux1017',
'flux1018', 'flux1019', 'flux1020', 'flux1021', 'flux1022',
'flux1023', 'flux1024', 'flux1025', 'flux1026', 'flux1027',
'flux1028', 'flux1029', 'flux1030', 'flux1031', 'flux1032',
'flux1033', 'flux1034', 'flux1035', 'flux1036', 'flux1037',
'flux1038', 'flux1039', 'flux1040', 'flux1041', 'flux1042',
'flux1043', 'flux1044', 'flux1045', 'flux1046', 'flux1047',
'flux1048', 'flux1049', 'flux1050', 'flux1051', 'flux1052',
'flux1053', 'flux1054', 'flux1055', 'flux1056', 'flux1057',
'flux1058', 'flux1059', 'flux1060', 'flux1061', 'flux1062',
'flux1063', 'flux1064', 'flux1065', 'flux1066', 'flux1067',
'flux1068', 'flux1069', 'flux1070', 'flux1071', 'flux1072',
'flux1073', 'flux1074', 'flux1075', 'flux1076', 'flux1077',
'flux1078', 'flux1079', 'flux1080', 'flux1081', 'flux1082',
'flux1083', 'flux1084', 'flux1085', 'flux1086', 'flux1087',
'flux1088', 'flux1089', 'flux1090', 'flux1091', 'flux1092',
'flux1093', 'flux1094', 'flux1095', 'flux1096', 'flux1097',
'flux1098', 'flux1099', 'flux1100', 'flux1101', 'flux1102',
'flux1103', 'flux1104', 'flux1105', 'flux1106', 'flux1107',
'flux1108', 'flux1109', 'flux1110', 'flux1111', 'flux1112',
'flux1113', 'flux1114', 'flux1115', 'flux1116', 'flux1117',
'flux1118', 'flux1119', 'flux1120', 'flux1121', 'flux1122',
'flux1123', 'flux1124', 'flux1125', 'flux1126', 'flux1127',
'flux1128', 'flux1129', 'flux1130', 'flux1131', 'flux1132',
'flux1133', 'flux1134', 'flux1135', 'flux1136', 'flux1137',
'flux1138', 'flux1139', 'flux1140', 'flux1141', 'flux1142',
'flux1143', 'flux1144', 'flux1145', 'flux1146', 'flux1147',
'flux1148', 'flux1149', 'flux1150', 'flux1151', 'flux1152',
'flux1153', 'flux1154', 'flux1155', 'flux1156', 'flux1157',
'flux1158', 'flux1159', 'flux1160', 'flux1161', 'flux1162',
'flux1163', 'flux1164', 'flux1165', 'flux1166', 'flux1167',
'flux1168', 'flux1169', 'flux1170', 'flux1171', 'flux1172',
'flux1173', 'flux1174', 'flux1175', 'flux1176', 'flux1177',
'flux1178', 'flux1179', 'flux1180', 'flux1181', 'flux1182',
'flux1183', 'flux1184', 'flux1185', 'flux1186', 'flux1187',
'flux1188', 'flux1189', 'flux1190', 'flux1191', 'flux1192',
'flux1193', 'flux1194', 'flux1195', 'flux1196', 'flux1197',
'flux1198', 'flux1199', 'flux1200', 'flux1201', 'flux1202',
'flux1203', 'flux1204', 'flux1205', 'flux1206', 'flux1207',
'flux1208', 'flux1209', 'flux1210', 'flux1211', 'flux1212',
'flux1213', 'flux1214', 'flux1215', 'flux1216', 'flux1217',
'flux1218', 'flux1219', 'flux1220', 'flux1221', 'flux1222',
'flux1223', 'flux1224', 'flux1225', 'flux1226', 'flux1227',
'flux1228', 'flux1229', 'flux1230', 'flux1231', 'flux1232',
'flux1233', 'flux1234', 'flux1235', 'flux1236', 'flux1237',
'flux1238', 'flux1239', 'flux1240', 'flux1241', 'flux1242',
'flux1243', 'flux1244', 'flux1245', 'flux1246', 'flux1247',
'flux1248', 'flux1249', 'flux1250', 'flux1251', 'flux1252',