Dataset Viewer
Auto-converted to Parquet
trip_id
stringlengths
12
12
event_time
stringdate
2024-10-11 22:00:24
2025-10-11 21:53:01
vehicle_id
stringlengths
9
9
fleet
stringclasses
4 values
vehicle_type
stringclasses
8 values
driver_id
stringlengths
10
10
harsh_brakes
int64
0
7
harsh_accels
int64
0
7
overspeed_sec
int64
0
530
idle_sec
int64
0
648
cornering_events
int64
0
5
night_drive_sec
int64
0
361
safety_score
float64
77.7
99.9
TR-000141156
2025-06-10 14:19:20
VH-002597
NG-ColdChain-1
van
DRV-015167
3
1
42
48
0
16
90.5
TR-001548729
2025-03-08 06:18:49
VH-001357
NG-ColdChain-1
van
DRV-002896
1
2
57
43
1
4
91.4
TR-001220986
2024-10-14 20:41:54
VH-003635
NG-ColdChain-1
reefer_truck
DRV-015971
0
1
19
17
0
4
97.7
TR-000043528
2025-07-07 17:19:39
VH-004135
NG-Express-B
motorcycle
DRV-019977
1
0
3
74
1
15
95.8
TR-000993458
2025-03-24 00:11:21
VH-008618
NG-BRT-Lagos
minibus
DRV-004012
0
1
8
31
0
11
97.8
TR-000656176
2025-01-05 02:24:52
VH-001534
NG-ColdChain-1
reefer_truck
DRV-000905
0
0
8
24
2
10
97
TR-001418631
2025-02-14 10:58:01
VH-006020
NG-BRT-Lagos
minibus
DRV-006501
1
0
20
49
1
5
95.5
TR-000133749
2024-11-04 03:39:16
VH-004394
NG-ColdChain-1
van
DRV-012280
3
1
10
10
0
33
92
TR-000574482
2024-12-11 16:51:02
VH-006561
NG-BRT-Lagos
brt_bus
DRV-001779
1
0
2
26
0
8
97.6
TR-000041394
2025-10-07 16:08:57
VH-001336
NG-ColdChain-1
van
DRV-005583
0
1
10
30
0
84
97.8
TR-001450497
2024-12-28 03:58:34
VH-008136
NG-BRT-Lagos
minibus
DRV-005191
2
0
46
101
0
7
93.2
TR-000041137
2025-06-10 15:58:22
VH-007400
NG-Logistics-A
van
DRV-015975
0
0
5
69
1
25
97.8
TR-000417472
2025-09-04 05:32:06
VH-007225
NG-Logistics-A
rigid_truck
DRV-012811
1
1
11
21
1
6
94.7
TR-000567986
2024-10-26 17:29:15
VH-008180
NG-BRT-Lagos
brt_bus
DRV-017124
0
0
20
9
0
10
99.2
TR-000367189
2025-08-19 13:15:57
VH-004661
NG-Express-B
motorcycle
DRV-002078
0
1
4
30
1
5
96.8
TR-000293573
2025-02-22 17:25:47
VH-008839
NG-BRT-Lagos
brt_bus
DRV-015180
0
1
13
9
2
4
95.6
TR-000411145
2025-02-17 18:00:58
VH-007397
NG-Logistics-A
rigid_truck
DRV-004839
1
0
10
29
0
3
97.3
TR-000630296
2025-04-06 06:48:01
VH-000829
NG-Express-B
motorcycle
DRV-009810
1
2
7
22
1
8
93.3
TR-001291060
2025-06-18 00:22:41
VH-003665
NG-BRT-Lagos
brt_bus
DRV-004071
1
1
4
8
1
13
95.1
TR-000294140
2025-09-30 20:42:02
VH-004520
NG-BRT-Lagos
brt_bus
DRV-019636
1
1
246
25
0
2
88
TR-001448139
2024-12-24 02:07:45
VH-001971
NG-ColdChain-1
van
DRV-017355
0
1
4
19
0
1
98.1
TR-000066198
2025-05-31 08:17:05
VH-001441
NG-Logistics-A
rigid_truck
DRV-016209
1
1
11
12
0
59
96
TR-001260934
2024-10-19 13:33:09
VH-005773
NG-ColdChain-1
reefer_truck
DRV-011615
3
0
63
200
1
1
88.2
TR-001445773
2025-08-03 08:59:51
VH-003346
NG-ColdChain-1
reefer_truck
DRV-019991
2
1
9
20
0
8
94
TR-001639334
2025-06-08 02:57:57
VH-004660
NG-Express-B
sedan
DRV-005158
0
3
10
30
0
13
94.8
TR-001143885
2025-02-07 01:16:18
VH-008867
NG-ColdChain-1
reefer_truck
DRV-019481
1
0
1
29
0
4
97.6
TR-000670707
2025-08-05 07:00:08
VH-005385
NG-BRT-Lagos
brt_bus
DRV-011201
1
1
32
106
0
109
94.1
TR-001105787
2024-11-04 23:57:11
VH-001242
NG-Express-B
van
DRV-006213
0
0
14
31
0
12
99.1
TR-000263794
2024-11-13 03:11:50
VH-002913
NG-ColdChain-1
van
DRV-018886
1
2
18
18
1
3
93
TR-000494344
2025-05-15 16:10:10
VH-003654
NG-BRT-Lagos
brt_bus
DRV-015824
0
1
7
8
0
11
98.2
TR-001113978
2025-05-03 05:10:10
VH-003097
NG-Logistics-A
van
DRV-004886
0
0
6
12
0
3
99.7
TR-000036296
2025-09-02 13:55:25
VH-005278
NG-Logistics-A
van
DRV-004039
0
1
94
29
2
19
92.6
TR-000615566
2025-09-20 14:54:34
VH-005856
NG-Express-B
van
DRV-017981
1
0
39
7
0
4
96.6
TR-001779222
2025-02-03 23:24:44
VH-004304
NG-Express-B
sedan
DRV-000738
0
1
21
15
0
4
97.6
TR-001756010
2025-01-13 00:43:34
VH-006959
NG-ColdChain-1
reefer_truck
DRV-015011
0
0
8
47
0
4
99.1
TR-001876461
2025-05-08 10:52:38
VH-000875
NG-BRT-Lagos
brt_bus
DRV-014020
0
0
21
13
0
12
99.1
TR-000763557
2025-09-06 20:05:34
VH-003741
NG-ColdChain-1
reefer_truck
DRV-004602
0
0
9
32
0
4
99.3
TR-001835543
2025-05-03 17:53:31
VH-007236
NG-BRT-Lagos
minibus
DRV-008484
1
0
8
4
1
8
96.5
TR-001190753
2025-06-27 21:56:02
VH-000384
NG-ColdChain-1
reefer_truck
DRV-012554
0
1
4
69
2
6
95.1
TR-000061401
2025-10-05 16:01:36
VH-005097
NG-BRT-Lagos
minibus
DRV-005349
0
0
26
101
0
2
97.9
TR-001345849
2025-02-27 09:11:05
VH-008076
NG-ColdChain-1
reefer_truck
DRV-000478
1
0
17
13
2
8
94.9
TR-000700832
2025-09-11 18:39:06
VH-004847
NG-BRT-Lagos
brt_bus
DRV-002753
1
1
12
27
1
1
94.6
TR-000143082
2025-09-28 07:05:44
VH-008270
NG-BRT-Lagos
brt_bus
DRV-012705
1
0
3
17
2
7
95.3
TR-001180071
2025-08-28 03:17:22
VH-001100
NG-ColdChain-1
reefer_truck
DRV-005212
0
0
18
45
0
12
98.8
TR-000944968
2025-03-28 08:21:08
VH-002046
NG-Logistics-A
rigid_truck
DRV-002008
0
0
23
75
1
3
97.1
TR-001409026
2025-07-05 08:18:02
VH-003935
NG-Logistics-A
van
DRV-008285
1
1
10
20
0
5
95.9
TR-000165821
2025-01-16 19:49:01
VH-007139
NG-Express-B
sedan
DRV-006259
0
0
2
23
0
5
99.6
TR-001287148
2025-01-17 19:39:41
VH-008978
NG-BRT-Lagos
minibus
DRV-009102
0
3
29
14
1
6
93.2
TR-000818546
2025-07-01 11:03:39
VH-003076
NG-Express-B
sedan
DRV-014635
0
1
3
43
0
38
97.9
TR-000835456
2025-07-22 02:50:49
VH-000000
NG-Express-B
sedan
DRV-011262
0
0
20
4
0
5
99.3
TR-001309069
2024-11-27 09:49:15
VH-000414
NG-Express-B
motorcycle
DRV-005894
1
1
3
38
1
24
94.7
TR-000401169
2025-03-01 23:05:33
VH-001588
NG-Logistics-A
articulated_truck
DRV-002513
0
3
60
9
2
6
91
TR-000839250
2024-12-14 22:52:50
VH-002623
NG-Express-B
motorcycle
DRV-004698
0
0
5
8
0
26
99.7
TR-001839945
2024-12-26 22:01:28
VH-008500
NG-BRT-Lagos
minibus
DRV-012157
0
1
25
22
2
12
95
TR-000810046
2024-11-15 14:24:44
VH-005200
NG-ColdChain-1
reefer_truck
DRV-007298
0
0
61
11
0
6
97.8
TR-001104741
2025-03-02 05:05:46
VH-004594
NG-ColdChain-1
reefer_truck
DRV-011946
0
0
3
18
0
3
99.7
TR-000752185
2025-04-25 06:30:06
VH-005274
NG-Logistics-A
rigid_truck
DRV-010882
0
1
30
29
0
8
97.1
TR-001498579
2025-05-25 04:59:37
VH-003714
NG-Logistics-A
van
DRV-004621
1
1
7
39
0
8
95.8
TR-001384179
2025-05-28 03:14:15
VH-000464
NG-Express-B
van
DRV-017966
0
0
35
69
1
22
96.8
TR-000593664
2025-08-22 11:03:18
VH-003617
NG-Logistics-A
articulated_truck
DRV-009319
0
1
9
15
0
11
98
TR-000976519
2025-06-07 17:51:19
VH-001196
NG-Express-B
sedan
DRV-013001
1
1
2
42
0
1
95.9
TR-000392055
2024-12-25 08:45:10
VH-005601
NG-Logistics-A
van
DRV-013445
0
1
9
16
0
4
98
TR-000453421
2025-01-16 19:45:08
VH-001163
NG-Logistics-A
rigid_truck
DRV-011186
1
0
13
35
0
11
97.1
TR-000176212
2024-11-18 10:45:05
VH-002384
NG-BRT-Lagos
minibus
DRV-003174
1
0
34
29
0
4
96.5
TR-001868032
2025-10-07 19:12:31
VH-005876
NG-Logistics-A
articulated_truck
DRV-004442
0
0
3
20
1
4
98.5
TR-001937840
2025-07-18 11:12:08
VH-003837
NG-BRT-Lagos
brt_bus
DRV-015572
1
0
7
14
0
10
97.6
TR-001674081
2025-03-12 11:53:14
VH-003875
NG-BRT-Lagos
minibus
DRV-014559
0
0
19
75
2
11
96
TR-001496470
2025-02-07 19:40:57
VH-006490
NG-Logistics-A
van
DRV-000043
0
2
2
15
0
3
96.7
TR-001460439
2024-10-18 20:26:43
VH-001437
NG-Express-B
van
DRV-001912
1
0
3
15
2
12
95.3
TR-001773727
2025-06-25 17:17:00
VH-005722
NG-BRT-Lagos
minibus
DRV-010974
0
2
14
15
0
4
96.3
TR-001631952
2024-12-18 07:08:24
VH-005192
NG-BRT-Lagos
brt_bus
DRV-006053
0
0
21
30
1
9
97.7
TR-001725658
2025-03-10 21:06:18
VH-001755
NG-BRT-Lagos
brt_bus
DRV-010649
0
1
32
8
3
19
93.7
TR-001088937
2024-10-30 06:29:12
VH-005609
NG-Express-B
sedan
DRV-016177
1
2
10
4
1
11
93.4
TR-001255052
2025-10-07 14:22:24
VH-001642
NG-ColdChain-1
van
DRV-002322
1
1
24
59
0
3
95
TR-000810255
2025-02-27 01:16:51
VH-007818
NG-BRT-Lagos
minibus
DRV-017510
2
1
21
50
0
9
93.2
TR-001121398
2025-05-08 20:22:27
VH-007382
NG-ColdChain-1
reefer_truck
DRV-003159
2
1
4
16
0
7
94.2
TR-001203819
2025-08-09 07:12:09
VH-003444
NG-Logistics-A
articulated_truck
DRV-001159
0
0
38
18
2
16
96.1
TR-001274310
2025-01-10 22:46:47
VH-005257
NG-ColdChain-1
reefer_truck
DRV-001859
0
1
14
37
1
1
96.4
TR-000583318
2024-11-27 13:57:30
VH-003163
NG-ColdChain-1
van
DRV-014359
0
0
13
83
0
17
98.5
TR-000901151
2025-06-19 13:44:52
VH-002662
NG-Express-B
sedan
DRV-007366
1
2
9
7
0
4
94.6
TR-001271733
2025-09-12 01:00:41
VH-001293
NG-Logistics-A
articulated_truck
DRV-013299
1
0
10
8
0
13
97.6
TR-000273493
2025-03-05 06:39:40
VH-003218
NG-BRT-Lagos
brt_bus
DRV-006009
0
0
14
19
0
5
99.3
TR-000119932
2025-08-17 03:41:45
VH-006155
NG-ColdChain-1
reefer_truck
DRV-006588
2
2
11
8
0
2
92.5
TR-001350673
2025-08-31 13:08:40
VH-008746
NG-Logistics-A
rigid_truck
DRV-000705
1
1
13
7
1
74
94.8
TR-001597065
2024-12-29 20:44:33
VH-007905
NG-BRT-Lagos
minibus
DRV-008853
0
1
18
20
1
15
96.5
TR-000224159
2025-01-30 07:21:06
VH-008888
NG-BRT-Lagos
brt_bus
DRV-000039
0
0
25
65
0
8
98.4
TR-000923852
2024-12-27 07:48:46
VH-006422
NG-Logistics-A
articulated_truck
DRV-004202
1
3
4
14
0
30
93.2
TR-001743678
2024-10-23 11:59:27
VH-003795
NG-Express-B
sedan
DRV-008165
0
0
8
37
0
2
99.3
TR-001153524
2024-11-30 12:34:54
VH-005600
NG-ColdChain-1
van
DRV-014050
1
0
15
17
0
11
97.3
TR-000345037
2025-01-19 19:49:45
VH-006619
NG-ColdChain-1
reefer_truck
DRV-018402
1
0
5
14
1
12
96.5
TR-001560101
2025-07-01 06:15:52
VH-003061
NG-ColdChain-1
reefer_truck
DRV-001572
2
1
15
32
0
2
93.6
TR-000066413
2024-10-17 09:38:57
VH-004353
NG-Logistics-A
articulated_truck
DRV-009378
2
1
16
19
0
2
93.7
TR-001487335
2025-06-17 17:15:01
VH-008505
NG-ColdChain-1
van
DRV-003997
1
0
20
16
1
1
95.9
TR-000508480
2024-11-13 05:14:30
VH-007143
NG-Logistics-A
rigid_truck
DRV-017945
1
0
62
16
1
10
94.5
TR-001640947
2024-10-31 07:27:33
VH-007872
NG-BRT-Lagos
minibus
DRV-011014
1
1
1
30
1
8
94.9
TR-000764525
2025-06-14 07:05:08
VH-004442
NG-Logistics-A
rigid_truck
DRV-011730
0
1
23
19
0
5
97.5
TR-001239242
2025-06-05 21:04:26
VH-002121
NG-Express-B
van
DRV-009996
1
2
41
35
0
5
93.2
TR-001525890
2024-12-19 01:41:50
VH-003701
NG-BRT-Lagos
minibus
DRV-014997
0
2
20
7
0
6
96.2
TR-001061590
2025-07-25 11:55:48
VH-003344
NG-Express-B
sedan
DRV-009259
0
0
12
66
0
5
98.8
TR-000545208
2025-09-07 08:23:11
VH-003828
NG-Logistics-A
van
DRV-005396
3
0
15
13
0
22
93.3
End of preview. Expand in Data Studio
# Nigeria Transport & Logistics – Driver Behavior

Harsh braking/acceleration, overspeeding, idling, cornering, night drive, safety score.

- **[category]** Vehicle & Fleet Data
- **[rows]** ~150,000
- **[formats]** CSV + Parquet (snappy)
- **[geography]** Nigeria (major cities, corridors, ports, airports)

## Schema

| column | dtype |

|---|---| | trip_id | object | | event_time | object | | vehicle_id | object | | fleet | object | | vehicle_type | object | | driver_id | object | | harsh_brakes | int64 | | harsh_accels | int64 | | overspeed_sec | int64 | | idle_sec | int64 | | cornering_events | int64 | | night_drive_sec | int64 | | safety_score | float64 |

## Usage

```python
import pandas as pd
df = pd.read_parquet('data/nigerian_transport_and_logistics_driver_behavior/nigerian_transport_and_logistics_driver_behavior.parquet')
df.head()
```

```python
from datasets import load_dataset
ds = load_dataset('electricsheepafrica/nigerian_transport_and_logistics_driver_behavior')
ds
```

## Notes

- Nigeria-specific parameters (fleets, roads, traffic, fuel prices)
- Time-of-day traffic effects and seasonal impacts where applicable
- Physical plausibility checks embedded during generation
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Collection including electricsheepafrica/nigerian_transport_and_logistics_driver_behavior