Datasets:

jeyanthiii
/

sample_ev_data_csv

+session_id,station_id,district,start_time,end_time,energy_kwh_source_analog,power_kw_analog,soc_start_pct,soc_end_pct,battery_kwh,vehicle_model,station_temp_c,status
+1400,ST-002,Downtown,2026-10-24 18:14,2026-10-24 19:18,23410.0,21900.0,31,61,77,HYUNDAI IONIQ 5,11.0,OK
+1222,ST-005,Industrial,2026-10-21 17:42,,35430.0,20600.0,16,62,77,HYUNDAI IONIQ 5,12.9,OK
+1155,ST-001,Downtown,2026-10-21 20:49,2026-10-22 00:42,24640.0,6300.0,11,58,52,RENAULT ZOE,14.2,OK
+1393,ST-001,Downtown,2026-10-24 09:51,2026-10-24 10:26,12440.0,21300.0,52,61,131,FORD F-150 LIGHTNING,15.3,OK
+1228,ST-001,Downtown,2026-10-22 19:51,2026-10-22 20:49,24820.0,25700.0,54,87,75,TESLA MODEL 3,18.8,OK
+1248,ST-001,Downtown,2026-10-22 17:51,2026-10-22 19:49,40380.0,20500.0,12,66,75,TESLA MODEL 3,15.0,OK
+1340,ST-001,Downtown,2026-10-23 20:15,2026-10-23 21:38,11020.0,8000.0,10,31,52,RENAULT ZOE,15.2,OK
+1416,ST-004,University,2026-10-24 08:24,2026-10-24 10:08,44050.0,25400.0,40,94,82,VW ID.4,9.3,OK
+1069,ST-001,Downtown,2026-10-20 14:57,2026-10-20 15:21,12010.0,30000.0,55,69,83,BMW I4,9.8,OK
+1204,ST-004,University,2026-10-21 07:01,2026-10-21 12:57,137640.0,23200.0,18,100,131,FORD F-150 LIGHTNING,11.0,OK
+1064,ST-005,Industrial,2026-10-19 18:12,2026-10-19 18:45,12580.0,22900.0,35,45,131,FORD F-150 LIGHTNING,,OK
+1062,ST-005,Industrial,2026-10-19 19:27,2026-10-19 19:50,8110.0,21200.0,40,50,82,VW ID.4,14.3,OK
+1225,ST-001,Downtown,2026-10-22 08:13,2026-10-22 09:53,33440.0,20100.0,39,65,131,FORD F-150 LIGHTNING,15.4,OK
+1282,ST-003,Harbor,2026-10-22 13:09,2026-10-22 13:47,4780.0,7500.0,11,23,40,NISSAN LEAF,15.5,OK
+1392,ST-005,Industrial,2026-10-23 16:34,2026-10-23 17:58,43260.0,30900.0,51,100,75,TESLA MODEL 3,13.0,OK
+1311,ST-005,Industrial,2026-10-22 10:18,2026-10-22 13:10,24570.0,8600.0,11,58,52,RENAULT ZOE,10.7,OK
+1349,ST-002,Downtown,2026-10-23 07:46,2026-10-23 07:55,3920.0,26100.0,20,25,83,BMW I4,13.3,OK
+1154,ST-001,Downtown,2026-10-21 11:18,2026-10-21 11:26,830.0,6200.0,26,28,52,RENAULT ZOE,13.7,OK
+1279,ST-003,Harbor,2026-10-22 10:04,2026-10-22 10:40,4480.0,7500.0,11,20,52,RENAULT ZOE,11.3,OK
+1004,ST-001,Downtown,2026-10-19 10:55,2026-10-19 12:24,11230.0,7600.0,18,46,40,NISSAN LEAF,18.2,OK
+1170,ST-002,Downtown,2026-10-21 10:44,2026-10-21 14:29,76430.0,20400.0,21,79,131,FORD F-150 LIGHTNING,9.3,OK
+1131,ST-005,Industrial,2026-10-20 09:08,2026-10-20 15:17,151230.0,24600.0,36,100,131,FORD F-150 LIGHTNING,18.2,OK
+1093,ST-002,Downtown,2026-10-20 21:36,2026-10-20 23:17,10870.0,6500.0,32,53,52,RENAULT ZOE,17.7,OK
+1080,ST-001,Downtown,2026-10-20 09:44,2026-10-20 10:13,12310.0,25500.0,53,69,75,TESLA MODEL 3,13.6,OK
+1014,ST-001,Downtown,2026-10-19 20:41,2026-10-19 21:15,15970.0,28200.0,17,38,77,HYUNDAI IONIQ 5,11.8,OK
+1468,ST-005,Industrial,2026-10-25 13:23,2026-10-25 14:34,31870.0,26900.0,26,68,75,TESLA MODEL 3,11.6,OK
+1099,ST-003,Harbor,2026-10-20 16:20,2026-10-20 18:15,57290.0,29900.0,23,92,83,BMW I4,15.7,OK
+1265,ST-002,Downtown,2026-10-22 18:35,2026-10-22 21:25,59970.0,21200.0,26,99,82,VW ID.4,13.6,OK
+1427,ST-001,Downtown,2026-10-25 05:17,2026-10-25 05:42,9080.0,21800.0,49,60,83,BMW I4,10.9,OK
+1348,ST-002,Downtown,2026-10-23 09:21,2026-10-23 13:26,24960.0,6100.0,13,61,52,RENAULT ZOE,13.4,OK
+1119,ST-004,University,2026-10-20 17:59,2026-10-20 18:13,6770.0,29000.0,35,44,75,TESLA MODEL 3,9.9,OK
+1005,ST-001,Downtown,2026-10-19 11:05,2026-10-19 11:54,21510.0,26300.0,14,42,77,HYUNDAI IONIQ 5,20.2,OK
+1337,ST-001,Downtown,2026-10-23 09:22,2026-10-23 09:53,10890.0,21100.0,25,40,75,TESLA MODEL 3,12.9,OK
+1434,ST-001,Downtown,2026-10-25 15:31,2026-10-25 18:20,61640.0,21900.0,29,100,83,BMW I4,18.0,OK
+1423,ST-005,Industrial,2026-10-24 19:13,2026-10-24 20:46,40660.0,26200.0,55,100,83,BMW I4,13.0,ERROR_E201
+1052,ST-005,Industrial,2026-10-19 12:35,2026-10-19 12:51,7470.0,28000.0,35,45,75,TESLA MODEL 3,18.3,OK
+1016,ST-001,Downtown,2026-10-19 07:31,2026-10-19 09:10,13800.0,8400.0,11,46,40,NISSAN LEAF,16.4,OK
+1280,ST-003,Harbor,2026-10-22 07:55,2026-10-22 11:12,19920.0,6100.0,28,66,52,RENAULT ZOE,14.6,OK
+1315,ST-001,Downtown,2026-10-23 23:34,2026-10-24 01:37,59840.0,29200.0,39,100,82,VW ID.4,13.7,OK
+1161,ST-001,Downtown,2026-10-21 22:51,2026-10-22 05:47,149450.0,21600.0,55,100,131,FORD F-150 LIGHTNING,19.7,OK
+1474,ST-005,Industrial,2026-10-25 13:47,2026-10-25 13:59,1700.0,8500.0,45,49,40,NISSAN LEAF,14.5,OK
+1175,ST-002,Downtown,2026-10-21 19:50,2026-10-21 20:46,18920.0,20300.0,8,31,82,VW ID.4,17.7,OK
+1120,ST-004,University,2026-10-20 08:17,2026-10-20 08:28,5280.0,28800.0,17,23,83,BMW I4,12.2,OK
+1436,ST-002,Downtown,2026-10-25 18:08,2026-10-25 18:53,4500.0,6000.0,27,36,52,RENAULT ZOE,13.5,OK
+1046,ST-004,University,2026-10-19 16:51,2026-10-19 16:56,450.0,5400.0,41,42,52,RENAULT ZOE,10.0,OK
+1358,ST-002,Downtown,2026-10-23 11:48,2026-10-23 14:42,66600.0,23000.0,39,100,83,BMW I4,11.8,OK
+1185,ST-003,Harbor,2026-10-21 18:20,2026-10-21 19:51,39550.0,26100.0,28,79,77,HYUNDAI IONIQ 5,11.3,OK
+1253,ST-001,Downtown,2026-10-22 14:59,2026-10-22 15:36,18660.0,30300.0,41,63,83,BMW I4,11.2,OK
+1010,ST-001,Downtown,2026-10-19 09:59,2026-10-19 10:18,2160.0,6800.0,49,53,52,RENAULT ZOE,11.8,OK
+1226,ST-001,Downtown,2026-10-22 19:32,2026-10-22 22:17,57600.0,20900.0,42,100,83,BMW I4,16.1,OK
+1395,ST-001,Downtown,2026-10-24 19:04,2026-10-24 20:11,28600.0,25600.0,46,83,77,HYUNDAI IONIQ 5,7.3,OK
+1304,ST-005,Industrial,2026-10-22 15:59,2026-10-22 16:38,19120.0,29400.0,54,77,83,BMW I4,14.2,OK
+1205,ST-004,University,2026-10-21 19:58,2026-10-21 22:31,75290.0,29500.0,13,70,131,FORD F-150 LIGHTNING,11.2,OK
+1360,ST-003,Harbor,2026-10-23 15:41,2026-10-23 15:48,720.0,6200.0,41,43,40,NISSAN LEAF,18.2,OK
+1109,ST-003,Harbor,2026-10-20 12:19,2026-10-20 13:25,8630.0,7800.0,53,75,40,NISSAN LEAF,17.8,OK
+1462,ST-004,University,2026-10-25 19:57,,48710.0,27800.0,51,100,82,VW ID.4,15.5,OK
+1424,ST-005,Industrial,2026-10-24 08:08,2026-10-24 10:44,56120.0,21600.0,21,89,83,BMW I4,9.9,OK
+1359,ST-002,Downtown,2026-10-23 14:10,2026-10-23 14:54,4780.0,6500.0,30,39,52,RENAULT ZOE,,OK
+1351,ST-002,Downtown,2026-10-23 14:55,2026-10-23 20:13,164260.0,31000.0,27,100,131,FORD F-150 LIGHTNING,21.1,OK
+1413,ST-004,University,2026-10-24 13:08,2026-10-24 14:18,28670.0,24600.0,32,67,82,VW ID.4,10.6,OK
+1020,ST-001,Downtown,2026-10-19 18:46,2026-10-20 00:09,130910.0,-32000.0,40,100,131,FORD F-150 LIGHTNING,17.3,OK
+1065,ST-005,Industrial,2026-10-19 20:46,2026-10-19 22:52,53500.0,25500.0,40,81,131,FORD F-150 LIGHTNING,16.3,OK
+1158,ST-001,Downtown,2026-10-21 07:40,2026-10-21 08:50,8520.0,7300.0,10,26,52,RENAULT ZOE,9.7,OK
+1132,ST-005,Industrial,2026-10-20 19:45,2026-10-20 21:03,31140.0,24000.0,27,69,75,TESLA MODEL 3,14.8,OK
+1126,ST-005,Industrial,2026-10-20 14:05,2026-10-20 15:00,24420.0,26600.0,30,62,77,HYUNDAI IONIQ 5,11.8,OK
+1156,ST-001,Downtown,2026-10-21 19:57,,104420.0,26100.0,22,100,131,FORD F-150 LIGHTNING,11.3,OK
+1263,ST-002,Downtown,2026-10-22 18:31,2026-10-22 18:46,7940.0,31800.0,15,26,75,TESLA MODEL 3,18.0,OK
+1163,ST-001,Downtown,2026-10-21 19:23,2026-10-21 19:28,410.0,4900.0,33,34,40,NISSAN LEAF,,OK
+1026,ST-002,Downtown,2026-10-19 18:44,2026-10-19 19:37,17770.0,20100.0,53,77,75,TESLA MODEL 3,12.5,OK
+1316,ST-001,Downtown,2026-10-23 14:17,2026-10-23 15:08,18840.0,22200.0,15,40,75,TESLA MODEL 3,11.2,OK
+1291,ST-004,University,2026-10-22 12:02,2026-10-22 12:20,2350.0,7800.0,10,16,40,NISSAN LEAF,17.2,OK
+1129,ST-005,Industrial,2026-10-20 19:55,2026-10-20 21:46,44350.0,24000.0,8,62,82,VW ID.4,12.3,OK
+1469,ST-005,Industrial,2026-10-25 16:31,2026-10-25 18:37,50560.0,24100.0,20,81,83,BMW I4,11.7,ERROR_E201
+1335,ST-001,Downtown,2026-10-23 23:25,2026-10-24 01:10,49050.0,28000.0,16,76,82,VW ID.4,12.8,OK
+1186,ST-003,Harbor,2026-10-21 08:59,2026-10-21 09:10,5740.0,31300.0,12,19,77,HYUNDAI IONIQ 5,9.5,OK
+1345,ST-002,Downtown,2026-10-23 17:24,2026-10-23 18:16,22220.0,25600.0,41,68,83,BMW I4,15.7,OK
+1153,ST-001,Downtown,2026-10-21 10:24,2026-10-21 10:41,7690.0,27100.0,38,47,83,BMW I4,10.9,OK
+1402,ST-002,Downtown,2026-10-24 06:53,2026-10-24 08:09,9580.0,7600.0,17,35,52,RENAULT ZOE,14.8,OK
+1180,ST-002,Downtown,2026-10-21 22:03,2026-10-21 22:54,25480.0,30000.0,33,66,77,HYUNDAI IONIQ 5,13.6,OK
+1250,ST-001,Downtown,2026-10-22 19:30,2026-10-23 00:05,129420.0,28200.0,10,100,131,FORD F-150 LIGHTNING,16.8,OK
+1371,ST-003,Harbor,2026-10-23 15:17,2026-10-23 16:41,11010.0,7900.0,12,40,40,NISSAN LEAF,11.3,OK
+1261,ST-002,Downtown,2026-10-22 17:15,2026-10-22 18:55,11820.0,7100.0,9,39,40,NISSAN LEAF,13.4,OK
+1196,ST-003,Harbor,2026-10-21 10:20,2026-10-21 12:18,41230.0,21000.0,44,94,83,BMW I4,16.8,OK
+1039,ST-003,Harbor,2026-10-19 10:03,2026-10-19 11:39,34000.0,21200.0,38,79,82,VW ID.4,12.9,OK
+1346,ST-002,Downtown,2026-10-23 18:30,2026-10-23 19:16,17160.0,22400.0,22,45,75,TESLA MODEL 3,16.4,OK
+1162,ST-001,Downtown,2026-10-21 13:04,2026-10-21 15:14,48430.0,22400.0,22,87,75,TESLA MODEL 3,21.8,OK
+1169,ST-002,Downtown,2026-10-21 16:46,2026-10-21 18:30,36960.0,21300.0,34,83,75,TESLA MODEL 3,8.7,OK
+1394,ST-001,Downtown,2026-10-24 07:19,2026-10-24 08:59,37170.0,22300.0,24,74,75,TESLA MODEL 3,9.7,OK
+1160,ST-001,Downtown,2026-10-21 19:56,2026-10-21 23:07,86420.0,27100.0,41,100,131,FORD F-150 LIGHTNING,17.4,OK
+1385,ST-005,Industrial,2026-10-23 14:04,2026-10-23 14:39,15780.0,27100.0,35,56,75,TESLA MODEL 3,15.9,OK
+1200,ST-004,University,2026-10-21 10:13,2026-10-21 12:10,52730.0,27000.0,16,80,83,BMW I4,13.8,ERROR_E201
+1370,ST-003,Harbor,2026-10-23 11:54,2026-10-23 13:44,14720.0,8000.0,41,78,40,NISSAN LEAF,17.7,OK
+1319,ST-001,Downtown,2026-10-23 08:08,2026-10-23 09:54,55510.0,31400.0,28,100,77,HYUNDAI IONIQ 5,16.3,OK
+1365,ST-003,Harbor,2026-10-23 21:06,2026-10-23 21:24,2540.0,8500.0,41,47,40,NISSAN LEAF,9.2,OK
+1098,ST-003,Harbor,2026-10-20 10:51,2026-10-20 12:19,31460.0,21400.0,38,76,82,VW ID.4,6.3,OK
+1054,ST-005,Industrial,2026-10-19 11:35,2026-10-19 14:38,67100.0,22000.0,34,100,83,BMW I4,16.0,OK
+1320,ST-001,Downtown,2026-10-23 12:28,2026-10-23 14:55,65740.0,26800.0,25,100,83,BMW I4,13.9,OK
+1283,ST-003,Harbor,2026-10-22 16:15,2026-10-22 18:59,56110.0,20500.0,18,86,83,BMW I4,13.6,OK
+1094,ST-002,Downtown,2026-10-20 06:44,2026-10-20 07:29,17020.0,22700.0,48,187,83,BMW I4,12.5,OK
+1417,ST-004,University,2026-10-24 13:10,2026-10-24 13:16,670.0,6700.0,44,187,40,NISSAN LEAF,14.2,OK
+1420,ST-005,Industrial,2026-10-24 19:02,2026-10-24 20:08,30620.0,27800.0,54,91,83,BMW I4,11.4,OK
+1362,ST-003,Harbor,2026-10-23 00:32,2026-10-23 00:42,3920.0,23500.0,31,36,77,HYUNDAI IONIQ 5,20.1,OK
+1269,ST-002,Downtown,2026-10-22 18:33,2026-10-22 20:10,48880.0,30200.0,34,97,77,HYUNDAI IONIQ 5,25.0,OK
+1302,ST-005,Industrial,2026-10-22 19:16,2026-10-22 19:44,13240.0,28400.0,38,54,82,VW ID.4,10.6,OK
+1247,ST-001,Downtown,2026-10-22 03:34,2026-10-22 04:58,30550.0,21800.0,49,72,131,FORD F-150 LIGHTNING,9.5,OK
+1121,ST-004,University,2026-10-20 16:18,2026-10-20 17:20,27980.0,27100.0,15,51,77,HYUNDAI IONIQ 5,18.7,OK
+1361,ST-003,Harbor,2026-10-23 18:26,2026-10-23 19:01,13290.0,22800.0,48,66,75,TESLA MODEL 3,12.5,OK
+1164,ST-001,Downtown,2026-10-21 13:43,2026-10-21 14:41,7270.0,7500.0,51,65,52,RENAULT ZOE,12.1,OK
+1410,ST-003,Harbor,2026-10-24 17:38,2026-10-24 18:25,23490.0,30000.0,47,187,77,HYUNDAI IONIQ 5,11.2,OK
+1174,ST-002,Downtown,2026-10-21 19:13,2026-10-21 21:11,54740.0,27800.0,21,88,82,VW ID.4,13.6,OK
+1326,ST-001,Downtown,2026-10-23 13:45,2026-10-23 19:06,157460.0,29400.0,12,100,131,FORD F-150 LIGHTNING,17.1,OK
+1055,ST-005,Industrial,2026-10-19 08:51,2026-10-19 10:49,60770.0,30900.0,19,92,83,BMW I4,13.0,OK
+1110,ST-003,Harbor,2026-10-20 18:08,2026-10-20 18:28,2990.0,9000.0,39,45,52,RENAULT ZOE,13.4,OK
+1230,ST-001,Downtown,2026-10-22 10:51,2026-10-22 13:03,62310.0,28300.0,38,100,83,BMW I4,15.2,OK
+1019,ST-001,Downtown,2026-10-19 17:07,2026-10-19 18:00,27660.0,31300.0,35,56,131,FORD F-150 LIGHTNING,13.5,OK
+1133,ST-005,Industrial,2026-10-20 07:53,2026-10-20 10:10,15160.0,6600.0,37,75,40,NISSAN LEAF,18.0,OK
+1221,ST-005,Industrial,2026-10-21 11:37,2026-10-21 14:51,24810.0,7700.0,17,65,52,RENAULT ZOE,10.6,OK
+1244,ST-001,Downtown,2026-10-22 15:32,2026-10-22 17:01,38350.0,25900.0,40,86,83,BMW I4,13.8,OK
+1210,ST-005,Industrial,2026-10-21 13:36,2026-10-21 15:06,31140.0,20800.0,45,83,83,BMW I4,10.1,OK
+1422,ST-005,Industrial,2026-10-24 11:52,2026-10-24 13:30,13870.0,8500.0,36,71,40,NISSAN LEAF,14.0,OK
+1121,ST-004,University,2026-10-20 16:18,2026-10-20 17:20,27980.0,27100.0,15,51,77,HYUNDAI IONIQ 5,18.7,OK
+1440,ST-002,Downtown,2026-10-25 18:52,2026-10-25 20:26,11160.0,7100.0,35,63,40,NISSAN LEAF,,OK
+1384,ST-005,Industrial,2026-10-23 15:15,2026-10-23 15:42,11720.0,26000.0,41,55,82,VW ID.4,15.6,OK
+1173,ST-002,Downtown,2026-10-21 17:01,2026-10-21 17:29,4040.0,8700.0,29,39,40,NISSAN LEAF,13.0,OK
+1041,ST-003,Harbor,2026-10-19 22:36,2026-10-20 00:02,33580.0,23400.0,45,90%,75,TESLA MODEL 3,11.7,OK
+1454,ST-003,Harbor,2026-10-25 06:05,2026-10-25 08:21,65520.0,28900.0,21,100,82,VW ID.4,12.2,OK
+1025,ST-002,Downtown,2026-10-19 14:35,2026-10-19 15:51,29850.0,23600.0,24,64,75,TESLA MODEL 3,20.7,OK
+1101,ST-003,Harbor,2026-10-20 11:31,2026-10-20 13:13,44950.0,26400.0,30,90,75,TESLA MODEL 3,17.4,OK
+1428,ST-001,Downtown,2026-10-25 09:45,2026-10-25 15:31,130820.0,22700.0,23,100,131,FORD F-150 LIGHTNING,10.1,OK
+1450,ST-003,Harbor,2026-10-25 20:00,2026-10-25 21:06,23180.0,21100.0,28,46%,131,FORD F-150 LIGHTNING,11.4,OK
+1022,ST-002,Downtown,2026-10-19 15:00,2026-10-19 16:07,33050.0,29600.0,28,68,82,VW ID.4,,OK
+1252,ST-001,Downtown,2026-10-22 18:57,2026-10-22 21:18,57740.0,24600.0,29,100,77,HYUNDAI IONIQ 5,18.6,OK
+1379,ST-004,University,2026-10-23 16:51,2026-10-23 17:00,4460.0,29700.0,53,59,75,TESLA MODEL 3,10.2,OK
+1072,ST-001,Downtown,2026-10-20 20:36,2026-10-20 22:12,39280.0,24600.0,53,100,75,TESLA MODEL 3,10.7,OK
+1406,ST-003,Harbor,2026-10-24 09:25,2026-10-24 10:12,5240.0,6700.0,19,29,52,RENAULT ZOE,11.2,OK
+1135,ST-005,Industrial,2026-10-20 09:35,2026-10-20 10:03,11010.0,23600.0,32,47,75,TESLA MODEL 3,14.0,OK
+1050,ST-004,University,2026-10-19 19:40,2026-10-20 01:00,127360.0,23900.0,18,100,131,FORD F-150 LIGHTNING,14.2,OK
+1015,ST-001,Downtown,2026-10-19 16:57,2026-10-19 18:10,24580.0,20200.0,33,63,82,VW ID.4,,OK
+1421,ST-005,Industrial,2026-10-24 13:47,2026-10-24 15:43,51860.0,26800.0,49,100,83,BMW I4,17.3,OK
+1024,ST-002,Downtown,2026-10-19 18:52,2026-10-19 20:19,12300.0,8500.0,42,73,40,NISSAN LEAF,13.5,OK
+1275,ST-003,Harbor,2026-10-22 16:10,2026-10-22 19:04,19550.0,6700.0,47,85,52,RENAULT ZOE,16.1,OK
+1380,ST-004,University,2026-10-23 08:24,2026-10-23 09:00,18830.0,31400.0,31,45,131,FORD F-150 LIGHTNING,17.6,OK
+1445,ST-002,Downtown,2026-10-25 07:48,2026-10-25 09:21,11730.0,7600.0,45,74,40,NISSAN LEAF,9.2,OK
+1467,ST-004,University,2026-10-25 23:25,2026-10-26 01:37,13880.0,6300.0,37,72,40,NISSAN LEAF,13.5,OK
+1368,ST-003,Harbor,2026-10-23 17:54,2026-10-23 18:16,2750.0,7500.0,10,15,52,RENAULT ZOE,13.0,OK
+1398,ST-002,Downtown,2026-10-24 03:41,2026-10-24 05:24,10950.0,6400.0,49,70,52,RENAULT ZOE,17.1,OK
+1195,ST-003,Harbor,2026-10-21 18:13,2026-10-21 19:09,27090.0,29000.0,34,69,77,HYUNDAI IONIQ 5,13.4,OK
+1289,ST-004,University,2026-10-22 15:52,2026-10-22 17:16,41240.0,29500.0,51,100,82,VW ID.4,16.1,OK
+1036,ST-003,Harbor,2026-10-19 09:25,2026-10-19 10:29,6180.0,5800.0,18,33,40,NISSAN LEAF,,OK
+1194,ST-003,Harbor,2026-10-21 08:09,2026-10-21 09:05,27180.0,29100.0,50,83,82,VW ID.4,13.5,OK
+1309,ST-005,Industrial,2026-10-22 13:45,2026-10-22 15:08,40500.0,29300.0,14,67,77,HYUNDAI IONIQ 5,22.1,OK
+1328,ST-001,Downtown,2026-10-23 07:13,2026-10-23 09:26,13340.0,6000.0,45,71,52,RENAULT ZOE,13.0,OK
+1087,ST-002,Downtown,2026-10-20 12:13,2026-10-20 13:11,20250.0,20900.0,28,54,77,HYUNDAI IONIQ 5,14.2,OK
+1229,ST-001,Downtown,2026-10-22 17:15,2026-10-22 18:01,17150.0,22400.0,47,69,77,HYUNDAI IONIQ 5,10.5,OK
+1145,ST-001,Downtown,2026-10-21 11:45,2026-10-21 13:42,60150.0,30800.0,39,100,83,BMW I4,11.7,OK
+1240,ST-001,Downtown,2026-10-22 07:18,2026-10-22 07:33,7160.0,28600.0,27,37,75,TESLA MODEL 3,10.4,OK
+1147,ST-001,Downtown,2026-10-21 17:55,2026-10-21 18:16,2820.0,8100.0,36,43,40,NISSAN LEAF,14.6,OK
+1267,ST-002,Downtown,2026-10-22 19:15,2026-10-22 19:20,2190.0,26300.0,39,42,83,BMW I4,22.6,OK
+1471,ST-005,Industrial,2026-10-25 00:21,2026-10-25 01:18,6140.0,6500.0,50,65,40,NISSAN LEAF,10.5,OK
+1412,ST-004,University,2026-10-24 17:20,2026-10-24 17:56,5020.0,8400.0,23,36,40,NISSAN LEAF,12.8,OK
+1271,ST-003,Harbor,2026-10-22 15:37,2026-10-22 16:48,24530.0,20700.0,16,187,75,TESLA MODEL 3,15.5,OK
+1130,ST-005,Industrial,2026-10-20 12:48,2026-10-20 13:40,26410.0,30500.0,48,82,77,HYUNDAI IONIQ 5,15.0,OK
+1140,ST-001,Downtown,2026-10-21 12:20,2026-10-21 15:25,19140.0,6200.0,38,75,52,RENAULT ZOE,10.7,OK
+1002,ST-001,Downtown,2026-10-19 15:37,2026-10-19 15:42,2120.0,25400.0,10,13,77,HYUNDAI IONIQ 5,13.3,OK
+1430,ST-001,Downtown,2026-10-25 19:25,2026-10-25 20:20,18980.0,20700.0,55,78,82,VW ID.4,9.0,OK
+1301,ST-005,Industrial,2026-10-22 08:58,2026-10-22 10:35,36910.0,22800.0,29,74%,82,VW ID.4,17.1,ERROR_E201
+1290,ST-004,University,2026-10-22 07:23,2026-10-22 08:52,38600.0,26000.0,29,187,83,BMW I4,16.5,OK
+1354,ST-002,Downtown,2026-10-23 09:32,2026-10-23 09:50,6170.0,20600.0,37,45,77,HYUNDAI IONIQ 5,13.4,OK
+1128,ST-005,Industrial,2026-10-20 15:29,2026-10-20 15:58,4180.0,8600.0,28,38,40,NISSAN LEAF,12.1,OK
+1442,ST-002,Downtown,2026-10-25 19:55,2026-10-25 21:50,55860.0,29100.0,49,100,75,TESLA MODEL 3,16.8,OK
+1373,ST-003,Harbor,2026-10-23 18:45,2026-10-23 21:08,64020.0,26900.0,33,100,83,BMW I4,13.0,OK
+1032,ST-003,Harbor,2026-10-19 05:41,2026-10-19 05:58,1870.0,6600.0,14,187,52,RENAULT ZOE,14.5,OK
+1227,ST-001,Downtown,2026-10-22 02:21,2026-10-22 02:42,9360.0,26700.0,47,58,83,BMW I4,17.0,OK
+1461,ST-004,University,2026-10-25 06:29,2026-10-25 06:40,4090.0,22300.0,31,36,82,VW ID.4,,OK
+1323,ST-001,Downtown,2026-10-23 12:14,2026-10-23 13:19,27080.0,25000.0,16,52,75,TESLA MODEL 3,8.5,OK
+1336,ST-001,Downtown,2026-10-23 00:01,,115780.0,24000.0,37,100,131,FORD F-150 LIGHTNING,8.5,OK
+1115,ST-004,University,2026-10-20 16:03,2026-10-20 16:22,7020.0,22200.0,55,64,82,VW ID.4,12.3,OK
+1305,ST-005,Industrial,2026-10-22 17:24,2026-10-22 20:01,56620.0,21600.0,30,100,77,HYUNDAI IONIQ 5,13.4,OK
+1213,ST-005,Industrial,2026-10-21 02:23,2026-10-21 02:39,5640.0,21100.0,26,33,83,BMW I4,15.5,OK
+1089,ST-002,Downtown,2026-10-20 22:14,2026-10-21 01:26,21180.0,6600.0,12,53%,52,RENAULT ZOE,13.0,OK
+1466,ST-004,University,2026-10-25 12:32,2026-10-25 13:20,5050.0,6300.0,11,21,52,RENAULT ZOE,15.2,OK
+1451,ST-003,Harbor,2026-10-25 17:48,2026-10-25 17:53,1340.0,16100.0,12,14,77,HYUNDAI IONIQ 5,12.8,OK
+1363,ST-003,Harbor,2026-10-23 17:01,2026-10-23 18:00,8910.0,9100.0,42,64,40,NISSAN LEAF,11.3,OK
+1276,ST-003,Harbor,2026-10-22 19:01,2026-10-22 21:26,15190.0,6300.0,10,48,40,NISSAN LEAF,,OK
+1435,ST-001,Downtown,2026-10-25 20:01,2026-10-25 20:48,7160.0,9100.0,18,36,40,NISSAN LEAF,15.2,OK
+1053,ST-005,Industrial,2026-10-19 20:57,2026-10-20 02:06,117240.0,22800.0,21,100%,131,FORD F-150 LIGHTNING,10.8,OK
+1048,ST-004,University,2026-10-19 10:13,2026-10-19 11:04,5700.0,6700.0,29,40,52,RENAULT ZOE,12.3,OK
+1350,ST-002,Downtown,2026-10-23 06:51,2026-10-23 08:57,50000.0,23800.0,45,100,83,BMW I4,13.5,OK
+1403,ST-002,Downtown,2026-10-24 11:06,2026-10-24 12:39,41420.0,26700.0,54,100,77,HYUNDAI IONIQ 5,10.4,OK
+1426,ST-001,Downtown,2026-10-25 09:54,2026-10-25 11:47,54880.0,29100.0,51,100,82,VW ID.4,,OK
+1333,ST-001,Downtown,2026-10-23 18:26,2026-10-23 22:11,77310.0,20600.0,32,91,131,FORD F-150 LIGHTNING,17.2,OK
+1274,ST-003,Harbor,2026-10-22 10:34,2026-10-22 12:05,10320.0,6800.0,40,66,40,NISSAN LEAF,13.5,OK
+1082,ST-001,Downtown,2026-10-20 18:54,2026-10-20 19:44,26440.0,31700.0,44,76,83,BMW I4,11.8,OK
+1256,ST-002,Downtown,2026-10-22 18:58,2026-10-23 01:17,171290.0,27100.0,47,100,131,FORD F-150 LIGHTNING,21.2,OK
+1030,ST-003,Harbor,2026-10-19 07:59,2026-10-19 09:27,31980.0,21800.0,44,83,82,VW ID.4,14.7,OK
+1061,ST-005,Industrial,2026-10-19 16:16,2026-10-19 17:32,9620.0,7600.0,14,38,40,NISSAN LEAF,12.4,OK
+1207,ST-004,University,2026-10-21 08:32,2026-10-21 10:18,14460.0,8200.0,15,43,52,RENAULT ZOE,14.5,ERROR_E201
+1285,ST-003,Harbor,2026-10-22 06:25,2026-10-22 08:44,65010.0,28100.0,37,100,82,VW ID.4,13.4,OK
+1234,ST-001,Downtown,2026-10-22 06:10,2026-10-22 11:33,155420.0,28900.0,36,100,131,FORD F-150 LIGHTNING,13.8,OK
+1386,ST-005,Industrial,2026-10-23 19:23,2026-10-24 00:27,123880.0,24400.0,23,100,131,FORD F-150 LIGHTNING,11.5,OK
+1182,ST-003,Harbor,2026-10-21 16:45,2026-10-21 23:50,170690.0,24100.0,32,100,131,FORD F-150 LIGHTNING,10.1,OK
+1334,ST-001,Downtown,2026-10-23 12:05,2026-10-23 14:54,23680.0,8400.0,50,96,52,RENAULT ZOE,15.0,OK
+1364,ST-003,Harbor,2026-10-23 15:17,2026-10-23 15:22,1530.0,18400.0,26,28,82,VW ID.4,11.5,OK
+1231,ST-001,Downtown,2026-10-22 17:36,2026-10-22 19:42,45700.0,21800.0,37,96,77,HYUNDAI IONIQ 5,10.9,OK
+1138,ST-005,Industrial,2026-10-20 08:34,2026-10-20 09:28,19950.0,22200.0,30,56,77,HYUNDAI IONIQ 5,14.0,OK
+1183,ST-003,Harbor,2026-10-21 07:44,,10480.0,6300.0,49,75,40,NISSAN LEAF,15.2,OK
+1308,ST-005,Industrial,2026-10-22 09:42,2026-10-22 11:07,43030.0,30400.0,22,74,82,VW ID.4,11.3,OK
+1159,ST-001,Downtown,2026-10-21 06:18,2026-10-21 08:51,71660.0,28100.0,55,100,131,FORD F-150 LIGHTNING,11.7,OK
+1375,ST-004,University,2026-10-23 19:44,2026-10-23 22:04,13660.0,5900.0,13,39,52,RENAULT ZOE,17.0,OK
+1473,ST-005,Industrial,2026-10-25 10:02,2026-10-25 11:09,23440.0,21000.0,41,72,75,TESLA MODEL 3,13.7,OK
+1073,ST-001,Downtown,2026-10-20 09:41,2026-10-20 13:40,24160.0,6100.0,8,54,52,RENAULT ZOE,17.9,OK
+1091,ST-002,Downtown,2026-10-20 22:29,2026-10-21 01:00,20790.0,8300.0,24,64,52,RENAULT ZOE,14.2,OK
+1463,ST-004,University,2026-10-25 14:02,2026-10-25 14:43,17140.0,25100.0,8,29,83,BMW I4,12.7,OK
+1372,ST-003,Harbor,2026-10-23 15:42,2026-10-23 17:38,14870.0,7700.0,19,56,40,NISSAN LEAF,17.9,OK
+1342,ST-002,Downtown,2026-10-23 17:20,2026-10-23 19:47,49330.0,20100.0,27,93,75,TESLA MODEL 3,17.7,OK
+1074,ST-001,Downtown,2026-10-20 09:51,2026-10-20 11:42,12690.0,6900.0,41,65,52,RENAULT ZOE,10.6,OK
+1096,ST-002,Downtown,2026-10-20 12:32,2026-10-20 12:37,580.0,7000.0,29,30,52,RENAULT ZOE,10.8,OK
+1387,ST-005,Industrial,2026-10-23 07:00,,49960.0,25800.0,29,94,77,HYUNDAI IONIQ 5,11.8,OK
+1307,ST-005,Industrial,2026-10-22 08:34,2026-10-22 12:41,119660.0,29100.0,43,100,131,FORD F-150 LIGHTNING,11.0,OK
+1067,ST-001,Downtown,2026-10-20 16:19,2026-10-20 18:10,49490.0,26800.0,43,100,77,HYUNDAI IONIQ 5,15.3,OK
+1411,ST-004,University,2026-10-24 08:43,2026-10-24 12:23,24860.0,6800.0,27,75,52,RENAULT ZOE,16.7,OK
+1044,ST-004,University,2026-10-19 13:36,2026-10-19 14:50,8690.0,7000.0,12,34,40,NISSAN LEAF,12.8,OK
+1079,ST-001,Downtown,2026-10-20 13:45,2026-10-20 15:31,47070.0,26600.0,23,59,131,FORD F-150 LIGHTNING,12.4,OK
+1203,ST-004,University,2026-10-21 13:29,2026-10-21 14:50,9290.0,6900.0,28,51,40,NISSAN LEAF,13.2,OK
+1281,ST-003,Harbor,2026-10-22 23:08,,35660.0,29700.0,31,74,83,BMW I4,14.1,OK
+1146,ST-001,Downtown,2026-10-21 06:40,2026-10-21 10:55,26970.0,6300.0,26,78,52,RENAULT ZOE,12.8,OK
+1266,ST-002,Downtown,2026-10-22 18:59,2026-10-22 19:38,4910.0,7600.0,48,57,52,RENAULT ZOE,15.4,OK
+1415,ST-004,University,2026-10-24 13:03,2026-10-24 15:43,65590.0,24600.0,30,100,83,BMW I4,16.0,OK
+1396,ST-002,Downtown,2026-10-24 18:34,2026-10-24 20:23,11280.0,6200.0,31,59,40,NISSAN LEAF,8.5,OK
+1141,ST-001,Downtown,2026-10-21 19:09,2026-10-21 19:32,7800.0,20300.0,10,20,77,HYUNDAI IONIQ 5,16.9,OK
+1356,ST-002,Downtown,2026-10-23 08:16,2026-10-23 09:48,39100.0,25500.0,45,93,82,VW ID.4,13.2,OK
+1136,ST-005,Industrial,2026-10-20 06:49,2026-10-20 07:54,23670.0,21800.0,34,63,83,BMW I4,12.4,OK
+1179,ST-002,Downtown,2026-10-21 14:39,2026-10-21 16:43,12570.0,6100.0,54,85,40,NISSAN LEAF,10.7,OK
+1341,ST-002,Downtown,2026-10-23 05:32,2026-10-23 11:51,140110.0,22200.0,22,100,131,FORD F-150 LIGHTNING,12.3,OK
+1338,ST-001,Downtown,2026-10-23 19:02,,29110.0,22100.0,50,85,83,BMW I4,14.4,OK
+1125,ST-005,Industrial,2026-10-20 08:33,2026-10-20 11:35,24790.0,8200.0,36,84,52,RENAULT ZOE,10.3,OK
+1084,ST-001,Downtown,2026-10-20 14:17,2026-10-20 14:22,2070.0,24800.0,39,42,77,HYUNDAI IONIQ 5,7.9,OK
+1382,ST-004,University,2026-10-23 14:06,2026-10-23 14:46,5780.0,8700.0,13,27,40,NISSAN LEAF,15.6,OK
+1306,ST-005,Industrial,2026-10-22 18:22,2026-10-22 18:59,15470.0,25100.0,49,69,77,HYUNDAI IONIQ 5,16.4,OK
+1476,ST-005,Industrial,2026-10-25 11:51,2026-10-25 13:43,49380.0,26500.0,52,100,77,HYUNDAI IONIQ 5,11.9,OK
+1418,ST-005,Industrial,2026-10-24 15:10,2026-10-24 16:57,39140.0,21900.0,37,84,83,BMW I4,16.3,OK
+1149,ST-001,Downtown,2026-10-21 15:50,2026-10-21 16:16,10140.0,23400.0,18,32,75,TESLA MODEL 3,16.9,OK
+1106,ST-003,Harbor,2026-10-20 10:14,2026-10-20 10:36,3230.0,8800.0,54,62,40,NISSAN LEAF,16.6,OK
+1086,ST-002,Downtown,2026-10-20 16:42,2026-10-20 17:56,10350.0,8400.0,13,39,40,NISSAN LEAF,13.1,OK
+1166,ST-001,Downtown,2026-10-21 21:14,2026-10-21 23:39,17270.0,7100.0,12,45,52,RENAULT ZOE,12.7,OK
+1134,ST-005,Industrial,2026-10-20 10:45,2026-10-20 17:51,143350.0,20200.0,34,100,131,FORD F-150 LIGHTNING,19.7,OK
+1260,ST-002,Downtown,2026-10-22 13:23,,131100.0,23700.0,36,100,131,FORD F-150 LIGHTNING,11.0,OK
+1262,ST-002,Downtown,2026-10-22 12:35,2026-10-22 14:30,12440.0,6500.0,24,55,40,NISSAN LEAF,14.9,OK
+1060,ST-005,Industrial,2026-10-19 17:25,2026-10-19 18:26,9120.0,9000.0,42,60,52,RENAULT ZOE,15.7,OK
+1206,ST-004,University,2026-10-21 06:55,2026-10-21 09:08,58670.0,26500.0,55,187,131,FORD F-150 LIGHTNING,15.2,OK
+1465,ST-004,University,2026-10-25 17:14,2026-10-25 20:27,71790.0,22300.0,23,78,131,FORD F-150 LIGHTNING,13.8,OK
+1006,ST-001,Downtown,2026-10-19 09:02,2026-10-19 11:32,14610.0,5800.0,37,65,52,RENAULT ZOE,11.3,OK
+1339,ST-001,Downtown,2026-10-23 08:06,2026-10-23 09:25,30230.0,23000.0,10,47,82,VW ID.4,,OK
+1049,ST-004,University,2026-10-19 09:31,2026-10-19 10:09,16390.0,25900.0,11,24,131,FORD F-150 LIGHTNING,14.0,OK
+1458,ST-004,University,2026-10-25 08:22,2026-10-25 10:44,52730.0,22300.0,41,187,82,VW ID.4,9.5,OK
+1011,ST-001,Downtown,2026-10-19 13:17,2026-10-19 15:37,15170.0,6500.0,52,81,52,RENAULT ZOE,13.5,OK
+1228,ST-001,Downtown,2026-10-22 19:51,2026-10-22 20:49,24820.0,25700.0,54,87,75,TESLA MODEL 3,18.8,OK
+1216,ST-005,Industrial,2026-10-21 14:09,2026-10-21 14:27,1820.0,6100.0,36,41,40,NISSAN LEAF,11.4,OK
+1178,ST-002,Downtown,2026-10-21 18:30,2026-10-21 19:32,30600.0,29600.0,31,71,77,HYUNDAI IONIQ 5,10.3,OK
+1408,ST-003,Harbor,2026-10-24 10:45,2026-10-24 12:36,39940.0,21600.0,12,60,83,BMW I4,14.1,OK
+1447,ST-003,Harbor,2026-10-25 18:54,2026-10-25 21:03,60380.0,28100.0,50,100,83,BMW I4,10.7,OK
+1391,ST-005,Industrial,2026-10-23 10:50,2026-10-23 11:07,7070.0,25000.0,31,40,77,HYUNDAI IONIQ 5,11.4,OK
+1151,ST-001,Downtown,2026-10-21 09:00,2026-10-21 11:44,62120.0,22700.0,37,100,83,BMW I4,14.6,OK
+1012,ST-001,Downtown,2026-10-19 20:49,2026-10-19 22:56,13180.0,6200.0,22,55,40,NISSAN LEAF,13.1,OK
+1312,ST-005,Industrial,2026-10-22 18:59,2026-10-22 20:05,6790.0,6200.0,19,36,40,NISSAN LEAF,12.3,OK
+1078,ST-001,Downtown,2026-10-20 09:40,2026-10-20 12:41,83480.0,27700.0,41,100,131,FORD F-150 LIGHTNING,14.4,OK
+1255,ST-001,Downtown,2026-10-22 17:19,2026-10-22 18:48,42650.0,28800.0,46,100,77,HYUNDAI IONIQ 5,10.9,OK
+1076,ST-001,Downtown,2026-10-20 22:57,2026-10-21 01:16,48390.0,20900.0,47,100,77,HYUNDAI IONIQ 5,13.7,OK
+1058,ST-005,Industrial,2026-10-19 19:29,2026-10-20 02:12,140920.0,21000.0,27,100,131,FORD F-150 LIGHTNING,14.7,OK
+1397,ST-002,Downtown,2026-10-24 07:15,2026-10-24 08:43,9760.0,6700.0,50,69,52,RENAULT ZOE,10.3,OK
+1085,ST-002,Downtown,2026-10-20 08:29,2026-10-20 09:56,30210.0,20800.0,47,87,75,TESLA MODEL 3,11.2,OK
+1056,ST-005,Industrial,2026-10-19 18:21,2026-10-19 20:58,55340.0,21100.0,34,100,83,BMW I4,14.9,OK
+1040,ST-003,Harbor,2026-10-19 08:32,2026-10-19 08:40,1270.0,9500.0,19,22,40,NISSAN LEAF,16.0,OK
+1148,ST-001,Downtown,2026-10-21 01:20,2026-10-21 02:07,20480.0,26100.0,11,187,83,BMW I4,16.3,OK
+1452,ST-003,Harbor,2026-10-25 09:02,2026-10-25 10:15,8200.0,6700.0,33,54,40,NISSAN LEAF,10.9,OK
+1201,ST-004,University,2026-10-21 07:31,2026-10-21 08:11,4950.0,7400.0,35,45,52,RENAULT ZOE,13.0,OK
+1331,ST-001,Downtown,2026-10-23 13:44,2026-10-23 16:25,15910.0,5900.0,42,82,40,NISSAN LEAF,15.1,OK
+1414,ST-004,University,2026-10-24 15:58,2026-10-24 18:06,15110.0,7100.0,19,48,52,RENAULT ZOE,,OK
+1431,ST-001,Downtown,2026-10-25 11:00,2026-10-25 11:20,6770.0,20300.0,54,62,83,BMW I4,19.4,OK
+1097,ST-003,Harbor,2026-10-20 12:57,2026-10-20 14:53,48840.0,25300.0,37,96,83,BMW I4,13.2,OK
+1034,ST-003,Harbor,2026-10-19 09:59,2026-10-19 12:06,12960.0,6100.0,36,68,40,NISSAN LEAF,17.6,OK
+1189,ST-003,Harbor,2026-10-21 04:18,2026-10-21 05:18,23890.0,23900.0,27,56,82,VW ID.4,17.1,OK
+1437,ST-002,Downtown,2026-10-25 10:41,2026-10-25 11:19,14710.0,23200.0,24,35,131,FORD F-150 LIGHTNING,13.4,OK
+1150,ST-001,Downtown,2026-10-21 12:43,2026-10-21 14:29,51380.0,29100.0,39,100,75,TESLA MODEL 3,11.8,OK
+1404,ST-003,Harbor,2026-10-24 07:54,2026-10-24 08:47,19310.0,21900.0,49,64,131,FORD F-150 LIGHTNING,19.2,OK
+1273,ST-003,Harbor,2026-10-22 22:33,2026-10-23 00:26,43460.0,23100.0,13,46,131,FORD F-150 LIGHTNING,12.5,OK
+1388,ST-005,Industrial,2026-10-23 20:28,2026-10-24 03:06,140060.0,21100.0,35,100,131,FORD F-150 LIGHTNING,15.6,OK
+1063,ST-005,Industrial,2026-10-19 13:33,2026-10-19 15:52,47440.0,20500.0,42,99,83,BMW I4,14.8,OK
+1270,ST-002,Downtown,2026-10-22 22:41,2026-10-22 23:45,7550.0,7100.0,36,55,40,NISSAN LEAF,17.9,OK
+1257,ST-002,Downtown,2026-10-22 06:40,2026-10-22 08:03,30600.0,22100.0,31,71,77,HYUNDAI IONIQ 5,13.1,OK
+1459,ST-004,University,2026-10-25 08:08,2026-10-25 10:29,19880.0,8500.0,25,63,52,RENAULT ZOE,16.2,OK
+1470,ST-005,Industrial,2026-10-25 19:09,2026-10-25 19:14,560.0,6700.0,34,35,40,NISSAN LEAF,11.0,OK
+1177,ST-002,Downtown,2026-10-21 19:37,2026-10-21 20:37,30410.0,30400.0,9,32,131,FORD F-150 LIGHTNING,13.8,OK
+1191,ST-003,Harbor,2026-10-21 10:14,2026-10-21 13:07,58280.0,20200.0,35,100,83,BMW I4,13.5,ERROR_E201
+1033,ST-003,Harbor,2026-10-19 08:34,2026-10-19 09:30,25220.0,27000.0,16,49,77,HYUNDAI IONIQ 5,12.6,OK
+1459,ST-004,University,2026-10-25 08:08,2026-10-25 10:29,19880.0,8500.0,25,63,52,RENAULT ZOE,16.2,OK
+1142,ST-001,Downtown,2026-10-21 11:06,2026-10-21 11:26,7220.0,21700.0,36,45,83,BMW I4,15.7,OK
+1217,ST-005,Industrial,2026-10-21 14:11,2026-10-21 16:09,11380.0,5800.0,23,51,40,NISSAN LEAF,18.0,OK
+1258,ST-002,Downtown,2026-10-22 08:01,2026-10-22 09:32,38260.0,25200.0,46,97,75,TESLA MODEL 3,15.5,OK
+1137,ST-005,Industrial,2026-10-20 09:00,2026-10-20 11:11,51660.0,23700.0,54,93,131,FORD F-150 LIGHTNING,17.5,OK
+1181,ST-002,Downtown,2026-10-21 18:28,2026-10-21 19:06,5280.0,8300.0,13,26,40,NISSAN LEAF,16.9,OK
+1165,ST-001,Downtown,2026-10-21 17:30,2026-10-21 19:34,14170.0,6900.0,47,82,40,NISSAN LEAF,11.8,OK
+1116,ST-004,University,2026-10-20 17:16,2026-10-20 17:48,4450.0,8300.0,13,22,52,RENAULT ZOE,14.2,OK
+1108,ST-003,Harbor,2026-10-20 18:38,2026-10-20 23:58,142990.0,26800.0,14,100,131,FORD F-150 LIGHTNING,17.9,OK
+1298,ST-004,University,2026-10-22 01:44,2026-10-22 01:49,490.0,5900.0,20,21,40,NISSAN LEAF,16.7,OK
+1245,ST-001,Downtown,2026-10-22 13:40,2026-10-22 14:09,15310.0,31700.0,31,51,77,HYUNDAI IONIQ 5,14.7,OK
+1059,ST-005,Industrial,2026-10-19 12:17,2026-10-19 14:44,66620.0,27200.0,12,92,83,BMW I4,18.3,OK
+1277,ST-003,Harbor,2026-10-22 09:13,2026-10-22 10:28,28920.0,23100.0,44,79,83,BMW I4,9.8,OK
+1366,ST-003,Harbor,2026-10-23 15:52,2026-10-23 20:25,136540.0,30000.0,25,100,131,FORD F-150 LIGHTNING,17.2,OK
+1329,ST-001,Downtown,2026-10-23 07:26,2026-10-23 07:35,3760.0,25100.0,44,49,77,HYUNDAI IONIQ 5,14.3,OK
+1352,ST-002,Downtown,2026-10-23 07:48,2026-10-23 09:38,41350.0,22600.0,23,77,77,HYUNDAI IONIQ 5,11.0,OK
+1105,ST-003,Harbor,2026-10-20 14:33,2026-10-20 21:43,171030.0,23900.0,35,100,131,FORD F-150 LIGHTNING,12.0,OK
+1288,ST-003,Harbor,2026-10-22 12:36,2026-10-22 13:30,24620.0,27400.0,20,50,82,VW ID.4,11.1,OK
+1035,ST-003,Harbor,2026-10-19 15:00,2026-10-19 15:23,2820.0,7400.0,23,30,40,NISSAN LEAF,16.5,OK
+1287,ST-003,Harbor,2026-10-22 00:06,2026-10-22 02:27,52360.0,22300.0,16,84,77,HYUNDAI IONIQ 5,14.2,OK
+1090,ST-002,Downtown,2026-10-20 18:15,2026-10-20 19:31,35080.0,27700.0,9,187,75,TESLA MODEL 3,12.5,OK
+1330,ST-001,Downtown,2026-10-23 19:46,2026-10-23 20:14,4210.0,9000.0,33,44,40,NISSAN LEAF,14.2,OK
+1344,ST-002,Downtown,2026-10-23 17:27,2026-10-23 17:35,3520.0,26400.0,39,43,82,VW ID.4,9.5,OK
+1389,ST-005,Industrial,2026-10-23 11:44,2026-10-23 12:37,17910.0,20300.0,38,62,75,TESLA MODEL 3,13.7,OK
+1317,ST-001,Downtown,2026-10-23 00:21,2026-10-23 02:08,39280.0,22000.0,26,73,83,BMW I4,10.2,OK
+1432,ST-001,Downtown,2026-10-25 17:44,2026-10-25 23:05,136670.0,25500.0,12,100,131,FORD F-150 LIGHTNING,19.5,OK
+1188,ST-003,Harbor,2026-10-21 11:07,2026-10-21 13:39,51840.0,20500.0,30,97,77,HYUNDAI IONIQ 5,8.1,OK
+1197,ST-003,Harbor,2026-10-21 04:05,2026-10-21 08:43,113800.0,24600.0,36,100,131,FORD F-150 LIGHTNING,18.2,OK
+1433,ST-001,Downtown,2026-10-25 14:20,2026-10-25 15:19,23520.0,23900.0,26,54,83,BMW I4,12.9,OK
+1027,ST-002,Downtown,2026-10-19 17:28,2026-10-19 17:46,8470.0,28200.0,36,46,82,VW ID.4,11.9,OK
+1187,ST-003,Harbor,2026-10-21 12:08,2026-10-21 13:48,39590.0,23800.0,11,59,82,VW ID.4,,OK
+1264,ST-002,Downtown,2026-10-22 08:45,2026-10-22 11:07,48120.0,20300.0,13,75,77,HYUNDAI IONIQ 5,18.4,OK
+1029,ST-002,Downtown,2026-10-19 06:02,2026-10-19 06:13,5240.0,28600.0,29,35,83,BMW I4,13.0,OK
+1441,ST-002,Downtown,2026-10-25 09:05,2026-10-25 09:29,3010.0,7500.0,14,20,52,RENAULT ZOE,13.1,OK
+1318,ST-001,Downtown,2026-10-23 08:54,2026-10-23 12:06,22400.0,7000.0,33,76,52,RENAULT ZOE,17.8,OK
+1042,ST-004,University,2026-10-19 14:59,2026-10-19 19:19,115130.0,26600.0,21,100,131,FORD F-150 LIGHTNING,15.9,OK
+1107,ST-003,Harbor,2026-10-20 15:48,2026-10-20 16:38,5380.0,6500.0,19,29,52,RENAULT ZOE,13.3,ERROR_E201
+1295,ST-004,University,2026-10-22 23:37,2026-10-23 06:06,149740.0,23100.0,54,100,131,FORD F-150 LIGHTNING,17.3,OK
+1278,ST-003,Harbor,2026-10-22 10:19,2026-10-22 12:26,47780.0,22600.0,23,85,77,HYUNDAI IONIQ 5,14.1,OK
+1419,ST-005,Industrial,2026-10-24 14:32,2026-10-24 14:51,1990.0,6300.0,44,49,40,NISSAN LEAF,15.3,OK
+1443,ST-002,Downtown,2026-10-25 15:00,2026-10-25 15:26,11360.0,26200.0,49,63,82,VW ID.4,15.1,OK
+1219,ST-005,Industrial,2026-10-21 16:50,2026-10-21 18:02,9210.0,7700.0,49,67,52,RENAULT ZOE,15.5,OK
+1367,ST-003,Harbor,2026-10-23 09:44,2026-10-23 11:33,38590.0,21200.0,27,78,75,TESLA MODEL 3,13.2,OK
+1439,ST-002,Downtown,2026-10-25 07:13,2026-10-25 07:30,8180.0,28900.0,12,23,77,HYUNDAI IONIQ 5,13.8,ERROR_E201
+1370,ST-003,Harbor,2026-10-23 11:54,2026-10-23 13:44,14720.0,8000.0,41,78,40,NISSAN LEAF,17.7,OK
+1171,ST-002,Downtown,2026-10-21 20:06,2026-10-21 22:39,14830.0,5800.0,31,60,52,RENAULT ZOE,12.1,OK
+1198,ST-004,University,2026-10-21 18:07,2026-10-21 18:58,19570.0,23000.0,35,50,131,FORD F-150 LIGHTNING,14.9,OK
+1037,ST-003,Harbor,2026-10-19 13:27,2026-10-19 17:22,26920.0,6900.0,54,100,52,RENAULT ZOE,19.2,OK
+1322,ST-001,Downtown,2026-10-23 08:43,2026-10-23 11:01,51850.0,22500.0,53,100,82,VW ID.4,9.4,OK
+1001,ST-001,Downtown,2026-10-19 10:14,2026-10-19 10:30,6080.0,22800.0,55,63,75,TESLA MODEL 3,13.5,OK
+1325,ST-001,Downtown,2026-10-23 09:15,2026-10-23 11:59,23640.0,8600.0,46,91,52,RENAULT ZOE,13.0,OK
+1353,ST-002,Downtown,2026-10-23 12:15,2026-10-23 14:16,52230.0,25900.0,28,92,82,VW ID.4,11.2,OK
+1321,ST-001,Downtown,2026-10-23 17:44,2026-10-23 19:15,37680.0,24800.0,11,61,75,TESLA MODEL 3,13.6,OK
+1190,ST-003,Harbor,2026-10-21 09:42,2026-10-21 11:37,50290.0,26200.0,22,87,77,HYUNDAI IONIQ 5,12.6,OK
+1095,ST-002,Downtown,2026-10-20 19:50,2026-10-20 20:46,23600.0,25300.0,10,39,82,VW ID.4,,OK
+1208,ST-004,University,2026-10-21 22:41,2026-10-21 23:15,16570.0,29200.0,17,37,83,BMW I4,11.2,OK
+1071,ST-001,Downtown,2026-10-20 08:01,2026-10-20 10:22,15750.0,6700.0,23,62,40,NISSAN LEAF,14.4,OK
+1238,ST-001,Downtown,2026-10-22 18:08,2026-10-22 19:32,32520.0,23200.0,53,92,83,BMW I4,19.5,OK
+1453,ST-003,Harbor,2026-10-25 18:05,2026-10-25 19:51,14650.0,8300.0,42,70,52,RENAULT ZOE,14.0,OK
+1013,ST-001,Downtown,2026-10-19 21:36,2026-10-19 22:26,5940.0,7100.0,28,39,52,RENAULT ZOE,14.6,OK
+1299,ST-004,University,2026-10-22 12:49,2026-10-22 15:28,58740.0,22200.0,38,100,82,VW ID.4,17.7,OK
+1293,ST-004,University,2026-10-22 12:39,2026-10-22 14:57,16150.0,7000.0,27,58,52,RENAULT ZOE,12.9,OK
+1236,ST-001,Downtown,2026-10-22 12:24,2026-10-22 12:53,3740.0,7700.0,31,40%,40,NISSAN LEAF,15.5,OK
+1083,ST-001,Downtown,2026-10-20 11:48,2026-10-20 13:15,32080.0,22100.0,34,76,77,HYUNDAI IONIQ 5,16.0,OK
+1157,ST-001,Downtown,2026-10-21 17:46,2026-10-21 19:23,47030.0,29100.0,50,100,83,BMW I4,10.8,OK
+1343,ST-002,Downtown,2026-10-23 14:26,2026-10-23 14:58,11040.0,20700.0,25,33,131,FORD F-150 LIGHTNING,18.8,OK
+1381,ST-004,University,2026-10-23 10:23,2026-10-23 10:37,7390.0,31700.0,25,34,83,BMW I4,10.5,OK
+1009,ST-001,Downtown,2026-10-19 13:53,2026-10-19 16:10,63910.0,28000.0,18,67,131,FORD F-150 LIGHTNING,11.8,OK
+1047,ST-004,University,2026-10-19 10:42,2026-10-19 11:25,4370.0,6100.0,16,27,40,NISSAN LEAF,13.9,OK
+1332,ST-001,Downtown,2026-10-23 06:59,2026-10-23 07:35,17280.0,28800.0,10,32,77,HYUNDAI IONIQ 5,16.8,OK
+1123,ST-004,University,2026-10-20 11:16,2026-10-20 11:51,3810.0,6500.0,13,23,40,NISSAN LEAF,14.8,OK
+1425,ST-005,Industrial,2026-10-24 16:34,2026-10-24 20:04,92740.0,26500.0,46,100,131,FORD F-150 LIGHTNING,13.3,OK
+1444,ST-002,Downtown,2026-10-25 21:39,2026-10-26 00:21,23290.0,8600.0,36,81,52,RENAULT ZOE,18.8,OK
+1068,ST-001,Downtown,2026-10-20 16:20,2026-10-20 17:16,26420.0,28300.0,36,70,77,HYUNDAI IONIQ 5,19.1,OK
+1112,ST-004,University,2026-10-20 14:36,2026-10-20 14:48,1680.0,8400.0,51,54,52,RENAULT ZOE,11.6,OK
+1209,ST-005,Industrial,2026-10-21 18:41,2026-10-21 20:58,15230.0,6700.0,19,57,40,NISSAN LEAF,17.9,OK
+1438,ST-002,Downtown,2026-10-25 17:46,2026-10-25 19:08,11740.0,8600.0,22,45,52,RENAULT ZOE,13.2,OK
+1007,ST-001,Downtown,2026-10-19 19:39,2026-10-19 21:26,39940.0,22400.0,31,79,83,BMW I4,16.6,OK
+1286,ST-003,Harbor,2026-10-22 14:56,2026-10-22 16:39,46460.0,27100.0,49,100,83,BMW I4,14.8,OK
+1043,ST-004,University,2026-10-19 09:08,2026-10-19 10:13,8280.0,7600.0,49,65,52,RENAULT ZOE,14.0,OK
+1124,ST-005,Industrial,2026-10-20 01:48,2026-10-20 04:17,15680.0,6300.0,25,55,52,RENAULT ZOE,10.9,OK
+1254,ST-001,Downtown,2026-10-22 23:11,2026-10-22 23:54,21860.0,30500.0,26,53,82,VW ID.4,15.5,OK
+1232,ST-001,Downtown,2026-10-22 08:12,2026-10-22 08:33,9870.0,28200.0,46,58,83,BMW I4,13.9,ERROR_E201
+1472,ST-005,Industrial,2026-10-25 10:13,2026-10-25 11:37,28450.0,20300.0,23,58,82,VW ID.4,15.6,OK
+1357,ST-002,Downtown,2026-10-23 08:21,,32200.0,27600.0,32,75%,75,TESLA MODEL 3,7.2,OK
+1246,ST-001,Downtown,2026-10-22 18:40,2026-10-22 20:13,11810.0,7600.0,45,75,40,NISSAN LEAF,11.3,OK
+1202,ST-004,University,2026-10-21 19:51,2026-10-21 22:57,68510.0,22100.0,12,187,131,FORD F-150 LIGHTNING,10.6,OK
+1272,ST-003,Harbor,2026-10-22 08:10,2026-10-22 10:03,52600.0,27900.0,28,98,75,TESLA MODEL 3,14.5,OK
+1218,ST-005,Industrial,2026-10-21 15:39,2026-10-21 16:26,21190.0,27100.0,31,59,75,TESLA MODEL 3,11.7,OK
+1018,ST-001,Downtown,2026-10-19 22:55,2026-10-20 00:41,11580.0,6600.0,51,80,40,NISSAN LEAF,11.7,OK
+1259,ST-002,Downtown,2026-10-22 17:23,2026-10-22 17:28,2270.0,27200.0,44,47,77,HYUNDAI IONIQ 5,15.6,OK
+1376,ST-004,University,2026-10-23 20:21,2026-10-23 22:51,64220.0,25700.0,47,100,82,VW ID.4,15.1,OK
+1241,ST-001,Downtown,2026-10-22 17:39,2026-10-22 17:58,6890.0,21800.0,12,21%,77,HYUNDAI IONIQ 5,13.6,OK
+1021,ST-001,Downtown,2026-10-19 20:32,2026-10-19 21:01,10600.0,21900.0,20,33,82,VW ID.4,16.6,OK
+1023,ST-002,Downtown,2026-10-19 12:53,2026-10-19 13:29,16790.0,28000.0,27,47,83,BMW I4,12.9,OK
+1214,ST-005,Industrial,2026-10-21 20:39,2026-10-21 21:45,26090.0,23700.0,40,72,82,VW ID.4,18.7,OK
+1003,ST-001,Downtown,2026-10-19 08:41,2026-10-19 10:16,11480.0,7300.0,42,64,52,RENAULT ZOE,14.0,OK
+1294,ST-004,University,2026-10-22 14:31,2026-10-22 15:51,8280.0,6200.0,44,60,52,RENAULT ZOE,11.0,OK
+1077,ST-001,Downtown,2026-10-20 13:58,2026-10-20 16:42,60370.0,22100.0,36,100,82,VW ID.4,11.7,OK
+1409,ST-003,Harbor,2026-10-24 15:23,2026-10-24 18:16,78850.0,27300.0,20,80,131,FORD F-150 LIGHTNING,16.4,OK
+1114,ST-004,University,2026-10-20 09:33,2026-10-20 11:33,53900.0,26900.0,36,100,77,HYUNDAI IONIQ 5,11.3,OK
+1297,ST-004,University,2026-10-22 17:39,2026-10-22 18:06,10510.0,23400.0,32,45,83,BMW I4,13.1,OK
+1223,ST-005,Industrial,2026-10-21 19:52,2026-10-21 21:48,39640.0,20500.0,50,100,75,TESLA MODEL 3,16.7,OK
+1168,ST-002,Downtown,2026-10-21 12:23,,18910.0,6900.0,55,91,52,RENAULT ZOE,17.7,OK
+1401,ST-002,Downtown,2026-10-24 11:01,2026-10-24 11:52,17770.0,20900.0,14,37,77,HYUNDAI IONIQ 5,12.1,OK
+1127,ST-005,Industrial,2026-10-20 07:10,2026-10-20 11:36,119230.0,26900.0,34,100,131,FORD F-150 LIGHTNING,19.2,OK
+1377,ST-004,University,2026-10-23 19:01,2026-10-23 21:58,21240.0,7200.0,25,66,52,RENAULT ZOE,,OK
+1220,ST-005,Industrial,2026-10-21 15:24,2026-10-21 20:50,124370.0,22900.0,24,100,131,FORD F-150 LIGHTNING,19.1,ERROR_E201
+1374,ST-004,University,2026-10-23 20:43,2026-10-23 21:53,26050.0,22300.0,29,61,82,VW ID.4,12.5,OK
+1008,ST-001,Downtown,2026-10-19 04:14,2026-10-19 07:27,999999.9,21100.0,26,100,83,BMW I4,16.0,OK
+1143,ST-001,Downtown,2026-10-21 20:09,2026-10-21 21:45,12550.0,7800.0,38,69,40,NISSAN LEAF,14.2,OK
+1237,ST-001,Downtown,2026-10-22 07:45,2026-10-22 10:19,21450.0,8400.0,29,70,52,RENAULT ZOE,12.7,OK
+1243,ST-001,Downtown,2026-10-22 11:36,2026-10-22 12:55,39510.0,30000.0,19,70,77,HYUNDAI IONIQ 5,15.1,OK
+1303,ST-005,Industrial,2026-10-22 15:14,2026-10-22 20:36,121150.0,22600.0,26,100,131,FORD F-150 LIGHTNING,10.6,OK
+1455,ST-003,Harbor,2026-10-25 18:41,2026-10-25 18:59,2010.0,6700.0,49,53,52,RENAULT ZOE,17.5,OK
+1251,ST-001,Downtown,2026-10-22 11:49,2026-10-22 12:27,5440.0,8600.0,49,63,40,NISSAN LEAF,9.7,OK
+1268,ST-002,Downtown,2026-10-22 12:51,2026-10-22 14:14,41300.0,29900.0,16,187,82,VW ID.4,,OK
+1211,ST-005,Industrial,2026-10-21 17:55,2026-10-21 18:24,4290.0,8900.0,28,36,52,RENAULT ZOE,12.3,OK
+1045,ST-004,University,2026-10-19 07:22,2026-10-19 08:05,6030.0,8400.0,23,38,40,NISSAN LEAF,16.3,OK
+1477,ST-005,Industrial,2026-10-25 22:08,2026-10-25 22:23,7850.0,31400.0,45,54,83,BMW I4,14.6,OK
+1284,ST-003,Harbor,2026-10-22 08:32,2026-10-22 10:40,52160.0,24400.0,39,100,77,HYUNDAI IONIQ 5,12.1,OK
+1296,ST-004,University,2026-10-22 16:16,2026-10-22 18:43,15720.0,6400.0,45,75,52,RENAULT ZOE,12.4,OK
+1429,ST-001,Downtown,2026-10-25 10:26,2026-10-25 10:39,4810.0,22200.0,36,42,77,HYUNDAI IONIQ 5,14.3,OK
+1314,ST-005,Industrial,2026-10-22 10:02,2026-10-22 11:06,9170.0,8600.0,27,50,40,NISSAN LEAF,7.9,OK
+1327,ST-001,Downtown,2026-10-23 08:34,2026-10-23 09:20,18690.0,24400.0,18,43,75,TESLA MODEL 3,8.3,OK
+1407,ST-003,Harbor,2026-10-24 12:47,2026-10-24 13:59,30440.0,25400.0,20,57,82,VW ID.4,16.1,OK
+1405,ST-003,Harbor,2026-10-24 21:47,2026-10-24 22:08,10100.0,28900.0,41,54,75,TESLA MODEL 3,7.0,OK
+1081,ST-001,Downtown,2026-10-20 11:29,2026-10-20 11:58,12550.0,26000.0,11,27,77,HYUNDAI IONIQ 5,17.3,OK
+1310,ST-005,Industrial,2026-10-22 08:41,2026-10-22 10:26,38700.0,22100.0,38,88,77,HYUNDAI IONIQ 5,12.2,OK
+1152,ST-001,Downtown,2026-10-21 08:28,2026-10-21 11:01,51770.0,20300.0,45,85,131,FORD F-150 LIGHTNING,12.8,OK
+1464,ST-004,University,2026-10-25 21:54,2026-10-25 23:54,12890.0,6400.0,43,75,40,NISSAN LEAF,15.1,OK
+1176,ST-002,Downtown,2026-10-21 19:07,2026-10-21 19:37,3770.0,7500.0,9,16,52,RENAULT ZOE,13.7,OK
+1390,ST-005,Industrial,2026-10-23 22:18,2026-10-24 01:15,17200.0,5800.0,52,85,52,RENAULT ZOE,14.5,OK
+1088,ST-002,Downtown,2026-10-20 10:53,2026-10-20 12:53,49560.0,24800.0,24,88,77,HYUNDAI IONIQ 5,14.0,OK
+1304,ST-005,Industrial,2026-10-22 15:59,2026-10-22 16:38,19120.0,29400.0,54,77,83,BMW I4,14.2,OK
+1448,ST-003,Harbor,2026-10-25 16:12,2026-10-25 17:08,8160.0,8700.0,33,49,52,RENAULT ZOE,,OK
+1239,ST-001,Downtown,2026-10-22 21:01,2026-10-23 03:01,143390.0,23900.0,21,100,131,FORD F-150 LIGHTNING,13.5,OK
+1475,ST-005,Industrial,2026-10-25 15:27,2026-10-25 16:17,6590.0,7900.0,16,29,52,RENAULT ZOE,12.9,OK
+1449,ST-003,Harbor,2026-10-25 14:07,2026-10-25 15:18,36020.0,30400.0,39,87%,75,TESLA MODEL 3,9.5,ERROR_E201
+1144,ST-001,Downtown,2026-10-21 17:25,2026-10-21 21:12,23070.0,6100.0,13,57,52,RENAULT ZOE,15.9,OK
+1031,ST-003,Harbor,2026-10-19 07:27,2026-10-19 10:49,70910.0,21100.0,35,89,131,FORD F-150 LIGHTNING,12.2,OK
+1292,ST-004,University,2026-10-22 14:29,2026-10-22 16:13,50280.0,29000.0,46,100,75,TESLA MODEL 3,16.4,OK
+1355,ST-002,Downtown,2026-10-23 13:53,2026-10-23 16:24,64000.0,25400.0,21,70,131,FORD F-150 LIGHTNING,12.0,OK
+1017,ST-001,Downtown,2026-10-19 16:24,2026-10-19 18:51,59060.0,24100.0,46,100,77,HYUNDAI IONIQ 5,17.8,OK
+1066,ST-001,Downtown,2026-10-20 07:26,2026-10-20 10:30,18390.0,6000.0,32,67,52,RENAULT ZOE,15.4,OK
+1172,ST-002,Downtown,2026-10-21 08:07,2026-10-21 08:21,6670.0,28600.0,37,45,83,BMW I4,16.3,OK
+1104,ST-003,Harbor,2026-10-20 10:25,2026-10-20 11:39,8450.0,6900.0,23,39,52,RENAULT ZOE,14.2,OK
+1139,ST-005,Industrial,2026-10-20 12:59,2026-10-20 19:05,168320.0,27600.0,20,100,131,FORD F-150 LIGHTNING,9.6,ERROR_E201
+1184,ST-003,Harbor,2026-10-21 18:13,2026-10-21 20:17,52700.0,25500.0,36,100,77,HYUNDAI IONIQ 5,15.4,OK
+1324,ST-001,Downtown,2026-10-23 23:23,2026-10-24 00:42,32730.0,24900.0,52,95,77,HYUNDAI IONIQ 5,9.7,OK
+1100,ST-003,Harbor,2026-10-20 13:39,2026-10-20 14:57,9260.0,7100.0,32,50,52,RENAULT ZOE,12.5,OK
+1369,ST-003,Harbor,2026-10-23 00:10,2026-10-23 02:13,13550.0,6600.0,39,73,40,NISSAN LEAF,13.7,OK
+1235,ST-001,Downtown,2026-10-22 13:58,2026-10-22 16:23,49800.0,20600.0,36,100,75,TESLA MODEL 3,11.4,OK
+1070,ST-001,Downtown,2026-10-20 11:52,2026-10-20 13:32,46480.0,27900.0,23,79,83,BMW I4,13.6,OK
+1192,ST-003,Harbor,2026-10-21 19:39,2026-10-21 21:54,15160.0,6700.0,49,78,52,RENAULT ZOE,11.5,OK
+1199,ST-004,University,2026-10-21 16:33,2026-10-21 16:44,1460.0,8000.0,27,30,52,RENAULT ZOE,13.7,OK
+1092,ST-002,Downtown,2026-10-20 16:47,2026-10-20 19:20,21090.0,8300.0,15,56,52,RENAULT ZOE,12.5,OK
+1233,ST-001,Downtown,2026-10-22 17:55,2026-10-23 01:06,160370.0,22300.0,43,100,131,FORD F-150 LIGHTNING,12.5,OK
+1313,ST-005,Industrial,2026-10-22 21:02,2026-10-22 22:57,54360.0,28400.0,33,98,83,BMW I4,14.0,OK
+1111,ST-004,University,2026-10-20 11:03,2026-10-20 11:43,20120.0,30200.0,38,53,131,FORD F-150 LIGHTNING,17.3,OK
+1075,ST-001,Downtown,2026-10-20 21:07,2026-10-20 23:12,47590.0,22800.0,16,78,77,HYUNDAI IONIQ 5,18.0,OK
+1224,ST-001,Downtown,2026-10-22 07:42,2026-10-22 08:32,21680.0,26000.0,40,68,77,HYUNDAI IONIQ 5,13.9,OK
+1456,ST-003,Harbor,2026-10-25 18:54,2026-10-25 19:34,14020.0,21000.0,11,30,75,TESLA MODEL 3,17.1,OK
+1028,ST-002,Downtown,2026-10-19 09:14,2026-10-19 10:32,11380.0,8800.0,12,40,40,NISSAN LEAF,17.4,OK
+1249,ST-001,Downtown,2026-10-22 02:12,2026-10-22 04:03,14190.0,7700.0,20,55,40,NISSAN LEAF,12.9,OK
+1300,ST-005,Industrial,2026-10-22 08:20,2026-10-22 10:12,14320.0,7700.0,38,66%,52,RENAULT ZOE,14.6,OK
+1242,ST-001,Downtown,2026-10-22 14:15,2026-10-22 15:08,8050.0,9100.0,17,32,52,RENAULT ZOE,13.7,OK
+1038,ST-003,Harbor,2026-10-19 18:09,2026-10-19 18:33,12520.0,31300.0,26,43,75,TESLA MODEL 3,13.9,OK
+1113,ST-004,University,2026-10-20 23:07,2026-10-21 01:00,40920.0,21700.0,34,84,82,VW ID.4,13.0,OK
+1457,ST-004,University,2026-10-25 05:42,2026-10-25 08:04,20090.0,8500.0,50,89,52,RENAULT ZOE,12.8,OK
+1193,ST-003,Harbor,2026-10-21 01:17,2026-10-21 04:36,24940.0,7500.0,27,75,52,RENAULT ZOE,10.1,OK
+1103,ST-003,Harbor,2026-10-20 14:48,2026-10-20 16:00,26960.0,22500.0,52,88,75,TESLA MODEL 3,13.5,ERROR_E201
+1446,ST-003,Harbor,2026-10-25 09:41,2026-10-25 11:00,8940.0,6800.0,23,45,40,NISSAN LEAF,9.9,OK
+1212,ST-005,Industrial,2026-10-21 13:19,2026-10-21 14:53,40900.0,26100.0,25,74,83,BMW I4,17.0,OK
+1378,ST-004,University,2026-10-23 12:11,2026-10-23 14:16,17950.0,8600.0,45,80,52,RENAULT ZOE,17.8,OK
+1122,ST-004,University,2026-10-20 12:17,2026-10-20 13:24,33400.0,29900.0,42,83,82,VW ID.4,17.1,OK
+1051,ST-004,University,2026-10-19 13:00,2026-10-19 15:20,15130.0,6500.0,12,50,40,NISSAN LEAF,14.5,OK
+1117,ST-004,University,2026-10-20 13:38,,2280.0,27400.0,26,29,77,HYUNDAI IONIQ 5,14.1,OK
+1037,ST-003,Harbor,2026-10-19 13:27,2026-10-19 17:22,26920.0,6900.0,54,100,52,RENAULT ZOE,19.2,OK
+1057,ST-005,Industrial,2026-10-19 19:06,2026-10-19 20:56,50960.0,27800.0,10,76,77,HYUNDAI IONIQ 5,11.8,OK
+1399,ST-002,Downtown,2026-10-24 00:16,2026-10-24 02:02,42100.0,23800.0,40,96,75,TESLA MODEL 3,13.3,OK
+1118,ST-004,University,2026-10-20 10:55,2026-10-20 12:54,40870.0,20600.0,12,65,77,HYUNDAI IONIQ 5,15.0,OK
+1297,ST-004,University,2026-10-22 17:39,2026-10-22 18:06,10510.0,23400.0,32,45,83,BMW I4,13.1,OK
+1460,ST-004,University,2026-10-25 13:33,2026-10-25 15:14,11450.0,6800.0,24,53,40,NISSAN LEAF,12.4,OK
+1347,ST-002,Downtown,2026-10-23 19:58,2026-10-23 20:53,6710.0,7300.0,43,60,40,NISSAN LEAF,11.1,OK
+1383,ST-004,University,2026-10-23 16:20,2026-10-23 16:25,1230.0,14800.0,32,33,83,BMW I4,14.9,OK
+1102,ST-003,Harbor,2026-10-20 10:00,2026-10-20 10:16,6110.0,22900.0,20,27,82,VW ID.4,10.8,OK
+1215,ST-005,Industrial,2026-10-21 03:58,2026-10-21 05:40,45040.0,26500.0,44,98,83,BMW I4,12.6,OK
+1167,ST-001,Downtown,2026-10-21 07:02,2026-10-21 08:55,15940.0,8500.0,27,67,40,NISSAN LEAF,9.9,OK

3_grid_carbon_hourly.csv ADDED Viewed

	@@ -0,0 +1,169 @@

+date,hour,carbon_g_per_kwh
+2026-10-19,0,911.1
+2026-10-19,1,821.8
+2026-10-19,2,739.4
+2026-10-19,3,670.4
+2026-10-19,4,620.5
+2026-10-19,5,577.8
+2026-10-19,6,511.1
+2026-10-19,7,446.8
+2026-10-19,8,437.8
+2026-10-19,9,413.5
+2026-10-19,10,367.5
+2026-10-19,11,389.5
+2026-10-19,12,356.9
+2026-10-19,13,338.6
+2026-10-19,14,348.7
+2026-10-19,15,349.5
+2026-10-19,16,365.6
+2026-10-19,17,399.0
+2026-10-19,18,436.3
+2026-10-19,19,473.4
+2026-10-19,20,504.1
+2026-10-19,21,583.6
+2026-10-19,22,584.5
+2026-10-19,23,692.7
+2026-10-20,0,894.7
+2026-10-20,1,817.0
+2026-10-20,2,704.9
+2026-10-20,3,664.4
+2026-10-20,4,608.6
+2026-10-20,5,529.6
+2026-10-20,6,485.5
+2026-10-20,7,422.6
+2026-10-20,8,434.7
+2026-10-20,9,372.5
+2026-10-20,10,361.3
+2026-10-20,11,327.2
+2026-10-20,12,314.3
+2026-10-20,13,356.6
+2026-10-20,14,349.2
+2026-10-20,15,358.3
+2026-10-20,16,383.0
+2026-10-20,17,393.5
+2026-10-20,18,418.3
+2026-10-20,19,449.3
+2026-10-20,20,457.7
+2026-10-20,21,563.9
+2026-10-20,22,563.9
+2026-10-20,23,659.2
+2026-10-21,0,885.3
+2026-10-21,1,809.3
+2026-10-21,2,723.0
+2026-10-21,3,647.5
+2026-10-21,4,609.2
+2026-10-21,5,554.7
+2026-10-21,6,484.4
+2026-10-21,7,435.1
+2026-10-21,8,421.8
+2026-10-21,9,422.9
+2026-10-21,10,336.6
+2026-10-21,11,354.6
+2026-10-21,12,335.5
+2026-10-21,13,331.9
+2026-10-21,14,317.4
+2026-10-21,15,344.6
+2026-10-21,16,360.5
+2026-10-21,17,385.7
+2026-10-21,18,400.4
+2026-10-21,19,430.0
+2026-10-21,20,457.1
+2026-10-21,21,544.3
+2026-10-21,22,605.5
+2026-10-21,23,658.4
+2026-10-22,0,876.0
+2026-10-22,1,788.4
+2026-10-22,2,727.8
+2026-10-22,3,659.3
+2026-10-22,4,574.7
+2026-10-22,5,522.8
+2026-10-22,6,477.5
+2026-10-22,7,433.8
+2026-10-22,8,416.4
+2026-10-22,9,391.7
+2026-10-22,10,345.9
+2026-10-22,11,352.5
+2026-10-22,12,305.6
+2026-10-22,13,343.6
+2026-10-22,14,327.2
+2026-10-22,15,312.7
+2026-10-22,16,343.6
+2026-10-22,17,371.8
+2026-10-22,18,412.0
+2026-10-22,19,413.9
+2026-10-22,20,455.8
+2026-10-22,21,523.7
+2026-10-22,22,592.2
+2026-10-22,23,642.9
+2026-10-23,0,859.3
+2026-10-23,1,776.6
+2026-10-23,2,698.0
+2026-10-23,3,601.3
+2026-10-23,4,599.0
+2026-10-23,5,504.0
+2026-10-23,6,446.3
+2026-10-23,7,430.7
+2026-10-23,8,400.1
+2026-10-23,9,382.6
+2026-10-23,10,361.5
+2026-10-23,11,340.8
+2026-10-23,12,328.9
+2026-10-23,13,308.2
+2026-10-23,14,298.0
+2026-10-23,15,321.6
+2026-10-23,16,340.2
+2026-10-23,17,349.0
+2026-10-23,18,373.5
+2026-10-23,19,430.9
+2026-10-23,20,455.1
+2026-10-23,21,518.4
+2026-10-23,22,567.5
+2026-10-23,23,658.3
+2026-10-24,0,864.5
+2026-10-24,1,776.6
+2026-10-24,2,680.8
+2026-10-24,3,636.0
+2026-10-24,4,561.3
+2026-10-24,5,485.2
+2026-10-24,6,465.1
+2026-10-24,7,408.0
+2026-10-24,8,345.0
+2026-10-24,9,375.9
+2026-10-24,10,302.7
+2026-10-24,11,325.9
+2026-10-24,12,324.6
+2026-10-24,13,283.4
+2026-10-24,14,316.6
+2026-10-24,15,307.6
+2026-10-24,16,351.6
+2026-10-24,17,353.8
+2026-10-24,18,374.2
+2026-10-24,19,403.7
+2026-10-24,20,436.9
+2026-10-24,21,504.8
+2026-10-24,22,574.3
+2026-10-24,23,635.2
+2026-10-25,0,825.3
+2026-10-25,1,719.1
+2026-10-25,2,681.5
+2026-10-25,3,583.4
+2026-10-25,4,560.2
+2026-10-25,5,510.4
+2026-10-25,6,452.4
+2026-10-25,7,416.5
+2026-10-25,8,379.8
+2026-10-25,9,329.3
+2026-10-25,10,320.9
+2026-10-25,11,318.7
+2026-10-25,12,267.7
+2026-10-25,13,290.1
+2026-10-25,14,295.3
+2026-10-25,15,283.0
+2026-10-25,16,320.3
+2026-10-25,17,315.1
+2026-10-25,18,384.4
+2026-10-25,19,402.1
+2026-10-25,20,430.9
+2026-10-25,21,466.2
+2026-10-25,22,571.1
+2026-10-25,23,613.6

README.md CHANGED Viewed

@@ -1,92 +1,57 @@
 ---
 license: cc-by-4.0
-source_datasets:
-- original
-task_categories:
-- tabular-classification
-- time-series-forecasting
 tags:
-- ev
 - data-engineering
-- medallion
-- teaching
-- sensor-data
 size_categories:
-- 10K<n<100K
-pretty_name: EV Fleet Telemetry Arrival Stream (Bronze) — Sample EV Data CSV
 ---
-Attribution: original hourly telemetry derived from Kaggle dataset "EV Sensors:
-Driving Pattern Diagnostics (2020-24)" by Kunal Mehra (https://www.kaggle.com/datasets/kunalm95/ev-sensors-driving-pattern-diagnostics-2020-24),
-CC BY 4.0. Dimension enrichment and planted sensor faults are synthetic (deterministic, seed 7), also CC BY 4.0.
-# Bronze Layer — EV Sensor Arrival Stream (download this and work from here)
-You are holding what a fleet operator's data engineer receives: **raw sensor data,
-exactly as it arrives** — and real arrival data is never clean. Everything you need
-for a data-cleaning exercise is in this folder. You do not need anything else.
-## Contents
-| file | what it is |
-|---|---|
-| `ingest_stream_2024.csv` | **the demo/hands-on file**: 35,363 hourly sensor rows, one calendar year (2024), four EVs, delivered shuffled in arrival order — with realistic sensor faults planted |
-| `raw/daily_user.csv` … `raw/rare_user.csv` | the original Kaggle telemetry files (Kunal Mehra, CC BY 4.0), untouched — the "published clean" counterpart |
-| `fault_census.json` | **answer key**: exact counts and ranges of every fault planted |
-| `make_bronze_stream.py` | deterministic generator (seed 7) producing `ingest_stream_2024.csv` from the clean files — fully reproducible |
-| `README.md` | this file |
-## Schema of `ingest_stream_2024.csv` (17 columns)
-| column | meaning |
-|---|---|
-| `timestamp` | hourly, 2024 |
-| `vehicle_id` | EV-101 rare · EV-102 moderate · EV-103 daily · EV-104 heavy user |
-| `user_profile` | usage profile of that vehicle |
-| `district` | location that hour (Downtown · Harbor · University · Industrial), 82 % home district |
-| `SOC` | state of charge %, valid range 0–100 |
-| `SOH` | state of health %, valid range 0–100 |
-| `Charging_Cycles` | lifetime full-charge cycles |
-| `charging_now` | 1 when SOC rises vs previous hour (derived) |
-| `Battery_Temp`, `Motor_Temp` | °C |
-| `Motor_RPM`, `Motor_Torque` | rpm · Nm |
-| `Brake_Pad_Wear` | %, valid range 0–100 |
-| `Charging_Voltage` | V |
-| `Tire_Pressure` | **PSI** by contract (valid ≈ 25–45) |
-| `DTC` | 0 = no fault, else diagnostic trouble code string |
-| `grid_carbon_g_per_kwh` | district grid carbon intensity, gCO₂/kWh at that hour |
-## The faults planted (what your cleaning demo will find)
-| fault | how to detect | count planted |
 |---|---|---|
-| missing readings | empty cell in `SOC`, `Battery_Temp`, `Tire_Pressure` | 1,250 (434 + 398 + 418) |
-| `SOC` out of bound | value > 100 | 276 |
-| `SOH` out of bound | value > 100 | 174 |
-| `Battery_Temp` out of bound | value < −25 °C | 172 |
-| `Brake_Pad_Wear` out of bound | value > 100 | 209 |
-| `Tire_Pressure` zero (dead sensor) | value = 0 | 24 |
-| unit mix-up: pressure in kPa | value > 60 → divide by 6.895 | 517 |
-| duplicate rows (sensor retry/double-write) | identical full rows | 419 |
-After a correct cleaning pass you should have **34,944 rows** — that number is in
-`fault_census.json` too, so participants can self-check.
-No `SOC` outlier exceeds 145 and no `SOH` outlier exceeds 104.5 by design, so simple
-range rules are unambiguous. Cleaning policy questions to raise in class:
-*fix, flag, or drop?* for each fault type — a wrong indicator is worse than no indicator.
-## What the cleaned data enables (gold layer, built live)
-- battery `SOH` decline per vehicle/profile → fleet replacement decisions
-- `DTC` precursor patterns by usage profile → predictive maintenance
-- emissions per vehicle-day via `grid_carbon_g_per_kwh` × kWh charged → the
-  "same EV, very different footprint by district" insight (Industrial ≈ 577 vs
-  University ≈ 363 g/kWh on the full 2020–24 silver data)
-## Licensing / provenance
-Original hourly telemetry: Kaggle "EV Sensors: Driving Pattern Diagnostics (2020-24)"
-by Kunal Mehra, CC BY 4.0. The arrival stream, dimension enrichment and the planted
-faults are synthetic additions under the same license (CC BY 4.0, attribution required).
-Absolute row-level values are simulated — treat as realistic-pattern teaching data,
-not ground truth.

 ---
 license: cc-by-4.0
 tags:
+- electric-vehicles
+- telemetry
 - data-engineering
+- medallion-architecture
+- databricks
+- data-quality
 size_categories:
+- 100K<n<1M
 ---
+# EV Fleet Sensor Data — Medallion Case Study
+Raw source CSVs for a **Databricks medallion architecture** case study:
+from a messy EV sensor stream to decision-grade insights (battery health, DTC risk,
+charger siting, clean-charging windows).
+## The three feeds (three owners)
+| File | What it is | Rows | Role |
+|---|---|---|---|
+| `1_car_telemetry_2024.csv` | Hourly EV telemetry for 2024 — SOC, SOH, temps, torque, tire pressure, DTC codes | ~35K | **Messy stream** (planted faults: duplicates, kPa-vs-PSI units, out-of-bounds, missing) |
+| `2_charging_sessions.csv` | Charging sessions: district, duration, energy | 484 | Charger-siting question |
+| `3_grid_carbon_hourly.csv` | Hourly grid carbon intensity (gCO₂/kWh) | 168 | Clean-charging-window question |
+## The clean archive (answer key)
+| File | Vehicle profile | Rows |
 |---|---|---|
+| `archive_2020_2024_rare_user.csv` | Renault Zoe · rare user | ~43K |
+| `archive_2020_2024_daily_user.csv` | Hyundai Ioniq 5 · daily user | ~44K |
+| `archive_2020_2024_moderate_user.csv` | VW ID.4 · moderate user | ~44K |
+| `archive_2020_2024_heavy_user.csv` | Ford F-150 Lightning · heavy user | ~44K |
+Clean 2020–2024 hourly sensor archive (~175K rows total). The 2024 messy stream is
+**derived from this archive** (faults planted with seed 7) — archive = ground truth,
+stream = the question. They intentionally overlap in 2024 so every fault is verifiable.
+## Example decisions this data supports
+- **Risk score** = `soh_decay_pct_per_year × 20 + dtc_rate_pct × 10` (thresholds 60/30)
+- Service EV-102 first (risk 54.1); site the next charger in the Industrial district
+  (43,311 gCO₂/vehicle-day, 86 sessions); shift charging to ~12:00 (~319 vs ~911 gCO₂/kWh).
+## Usage
+```python
+from huggingface_hub import hf_hub_download
+import pandas as pd
+path = hf_hub_download(repo_id="jeyanthiii/sample_ev_data_csv",
+                       filename="1_car_telemetry_2024.csv",
+                       repo_type="dataset")
+df = pd.read_csv(path)
+```

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