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session_id
stringlengths
12
12
vehicle_id
stringlengths
10
10
station_id
stringlengths
9
9
start_time
stringdate
2024-10-12 11:18:32
2025-10-12 11:01:03
end_time
stringdate
2024-10-12 11:37:32
2025-10-12 12:19:35
power_kw
float64
2
135
energy_kwh
float64
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soc_start
float64
0
0.95
soc_end
float64
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ambient_temp_c
float64
10
50
battery_health
float64
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1
EV-000000000
EVH-033431
EVS-03723
2024-11-28 01:01:37
2024-11-28 01:11:37
86.7
12.06
0.351
0.844
28
0.885
EV-000000001
EVH-002429
EVS-03991
2024-12-21 18:44:02
2024-12-21 19:05:02
2
0.63
0.653
0.791
22.7
0.931
EV-000000002
EVH-028330
EVS-02340
2025-04-12 09:46:37
2025-04-12 12:52:37
49.9
124.75
0.129
1
32.4
0.909
EV-000000003
EVH-016017
EVS-04719
2025-10-09 10:26:47
2025-10-09 12:28:47
59.2
115.26
0.248
0.867
23.6
0.917
EV-000000004
EVH-041186
EVS-04756
2025-10-07 21:37:15
2025-10-07 22:03:15
33
13.52
0.496
0.496
33.1
1
EV-000000005
EVH-017202
EVS-02133
2025-06-26 13:08:36
2025-06-26 13:24:36
7
1.59
0.242
0.536
28
0.914
EV-000000006
EVH-024900
EVS-06081
2025-10-10 17:52:26
2025-10-10 18:05:26
30
6.04
0.221
0.694
30.7
0.875
EV-000000007
EVH-039343
EVS-03504
2024-11-28 21:37:45
2024-11-28 22:22:45
53.1
31.55
0.422
0.697
32.1
0.863
EV-000000008
EVH-019994
EVS-04383
2024-12-21 17:18:31
2024-12-21 17:47:31
57.1
22.8
0.27
0.653
23
0.876
EV-000000009
EVH-009654
EVS-07737
2024-11-23 06:21:20
2024-11-23 06:51:20
17.7
7.04
0.082
0.889
26
0.93
EV-000000010
EVH-000963
EVS-05850
2025-03-19 13:10:29
2025-03-19 14:39:29
14.5
15.07
0.272
0.714
25.6
0.85
EV-000000011
EVH-023818
EVS-06990
2025-07-29 01:23:54
2025-07-29 01:38:54
55.1
12.73
0.217
0.735
33.5
0.864
EV-000000012
EVH-008911
EVS-05823
2024-11-30 09:40:55
2024-11-30 11:41:55
47
73.48
0.19
0.93
29.1
0.877
EV-000000013
EVH-008234
EVS-06065
2025-03-04 07:17:19
2025-03-04 08:10:19
92.6
70.71
0.336
1
28.2
0.914
EV-000000014
EVH-016908
EVS-02678
2025-07-26 11:02:57
2025-07-26 11:49:57
6.1
4.14
0.106
1
32.9
0.87
EV-000000015
EVH-015487
EVS-05065
2024-11-19 07:55:04
2024-11-19 08:50:04
43.3
33.93
0.544
0.891
31.1
0.869
EV-000000016
EVH-005101
EVS-01388
2025-03-02 04:15:42
2025-03-02 04:29:42
12.7
2.68
0.537
0.636
26.9
0.862
EV-000000017
EVH-005161
EVS-00822
2025-06-15 17:08:40
2025-06-15 17:36:40
59.4
24.79
0.312
0.975
37.1
0.869
EV-000000018
EVH-003379
EVS-03707
2025-02-12 21:31:58
2025-02-12 21:48:58
58.5
15.9
0.341
0.777
26.9
0.787
EV-000000019
EVH-000568
EVS-02965
2025-04-24 16:15:04
2025-04-24 17:22:04
33.4
32.08
0.429
0.718
35
0.921
EV-000000020
EVH-016806
EVS-03840
2025-01-15 23:06:00
2025-01-16 00:45:00
13.7
20.06
0.383
0.756
23.2
0.953
EV-000000021
EVH-014920
EVS-07969
2024-11-29 08:30:02
2024-11-29 08:54:02
48.8
18.32
0.218
0.576
31.5
0.862
EV-000000022
EVH-002041
EVS-03622
2025-02-10 19:09:12
2025-02-10 20:37:12
2
2.28
0.503
0.626
33.1
0.862
EV-000000023
EVH-035551
EVS-01277
2025-03-21 14:16:20
2025-03-21 17:02:20
41.5
101.01
0.383
0.787
42.3
0.935
EV-000000024
EVH-014209
EVS-07658
2025-08-13 02:21:59
2025-08-13 02:49:59
38.8
15.49
0.486
0.733
19.1
0.856
EV-000000025
EVH-027457
EVS-04931
2025-07-30 14:55:49
2025-07-30 15:33:49
48.8
24.3
0.275
0.874
38.6
0.96
EV-000000026
EVH-029677
EVS-04407
2025-06-26 20:24:19
2025-06-26 21:01:19
51.3
25
0.374
0.683
30.8
0.927
EV-000000027
EVH-040069
EVS-04141
2025-06-05 23:12:26
2025-06-05 23:47:26
51.7
29
0.494
0.857
29.7
0.864
EV-000000028
EVH-010306
EVS-06492
2025-07-14 06:49:03
2025-07-14 07:59:03
42.4
35.62
0.485
0.776
31.3
0.929
EV-000000029
EVH-000515
EVS-06230
2024-12-12 20:01:33
2024-12-12 21:03:33
67.7
60.2
0.213
0.56
28.1
0.83
EV-000000030
EVH-009520
EVS-00964
2025-07-24 23:27:53
2025-07-24 23:56:53
28.1
10.96
0.234
0.836
28.8
0.877
EV-000000031
EVH-017716
EVS-07851
2025-02-21 06:13:35
2025-02-21 08:10:35
75
103.04
0.347
0.822
31.4
0.931
EV-000000032
EVH-040507
EVS-03166
2025-07-11 11:21:53
2025-07-11 11:40:53
19.3
5.22
0.283
0.894
26.8
0.963
EV-000000033
EVH-025881
EVS-03650
2025-03-22 15:48:19
2025-03-22 16:45:19
45.3
35.63
0.122
0.705
23.1
0.872
EV-000000034
EVH-000045
EVS-06024
2025-02-14 11:44:18
2025-02-14 11:53:18
78.5
9.93
0.354
0.741
24.1
0.882
EV-000000035
EVH-014607
EVS-04008
2025-04-03 14:44:03
2025-04-03 15:23:03
132.9
65.07
0.237
0.703
27.5
0.912
EV-000000036
EVH-043013
EVS-01433
2025-04-22 14:27:20
2025-04-22 14:50:20
30.9
11.86
0.47
0.99
31.8
0.924
EV-000000037
EVH-013714
EVS-07820
2025-07-13 16:53:09
2025-07-13 18:09:09
47.5
60.23
0.267
0.707
22.5
0.84
EV-000000038
EVH-006019
EVS-03038
2025-01-28 03:05:04
2025-01-28 03:30:04
52.9
20.35
0.101
0.792
28.9
0.943
EV-000000039
EVH-041033
EVS-07205
2025-04-11 09:02:37
2025-04-11 09:58:37
61.1
57.01
0.584
0.8
27.7
0.944
EV-000000040
EVH-024381
EVS-07843
2025-09-24 05:49:59
2025-09-24 06:34:59
18.7
12.32
0.126
0.677
31.6
1
EV-000000041
EVH-002054
EVS-05658
2025-03-26 08:40:20
2025-03-26 09:22:20
25.3
14.03
0.014
0.744
41.6
0.827
EV-000000042
EVH-017826
EVS-04739
2025-01-17 04:08:26
2025-01-17 04:17:26
32.8
4.81
0.409
0.806
27.4
0.892
EV-000000043
EVH-034271
EVS-01620
2024-10-13 22:26:23
2024-10-13 22:59:23
10.8
5.67
0.306
0.957
23.6
0.824
EV-000000044
EVH-008501
EVS-05301
2025-10-06 01:43:50
2025-10-06 02:03:50
58.7
9.91
0.207
0.467
24.4
0.838
EV-000000045
EVH-005217
EVS-06512
2025-01-04 22:30:21
2025-01-05 01:01:21
12.5
25.85
0.397
0.688
27.2
0.807
EV-000000046
EVH-017532
EVS-04939
2024-10-16 04:24:05
2024-10-16 04:43:05
67
21.21
0.426
0.767
23.9
0.911
EV-000000047
EVH-004235
EVS-07886
2025-04-24 05:01:26
2025-04-24 06:04:26
41.5
38.57
0.152
0.793
33.1
0.832
EV-000000048
EVH-031694
EVS-05488
2025-09-17 16:38:25
2025-09-17 16:45:25
59.5
6.21
0.366
0.866
42.7
0.916
EV-000000049
EVH-040621
EVS-05717
2024-10-31 00:49:53
2024-10-31 01:54:53
55.3
54.03
0.425
0.673
33.9
0.866
EV-000000050
EVH-008734
EVS-00965
2025-09-05 09:06:40
2025-09-05 09:37:40
45.3
19.01
0.317
0.581
25.4
0.87
EV-000000051
EVH-029735
EVS-04658
2025-08-06 20:57:49
2025-08-06 21:23:49
23.3
7.56
0.509
0.833
22.9
0.842
EV-000000052
EVH-040099
EVS-01713
2025-09-22 09:13:21
2025-09-22 10:29:21
14.6
13.37
0.589
0.768
27.6
0.863
EV-000000053
EVH-045665
EVS-01616
2025-02-15 10:04:29
2025-02-15 10:20:29
83.1
20.65
0.476
0.859
29
0.901
EV-000000054
EVH-049064
EVS-01107
2025-09-21 00:33:59
2025-09-21 01:04:59
21.2
10.12
0.397
0.592
35.8
0.871
EV-000000055
EVH-027722
EVS-02205
2025-04-19 15:01:31
2025-04-19 15:35:31
71.9
33.17
0.283
0.71
35.1
0.92
EV-000000056
EVH-009721
EVS-03446
2025-08-29 15:33:45
2025-08-29 15:52:45
27.2
8.53
0.346
0.802
23.7
0.843
EV-000000057
EVH-044577
EVS-04247
2025-06-14 18:11:25
2025-06-14 19:42:25
2
2.68
0.308
0.863
30.6
0.94
EV-000000058
EVH-030434
EVS-04398
2025-05-15 01:11:54
2025-05-15 01:31:54
58.4
19.48
0.122
0.943
38.2
0.919
EV-000000059
EVH-033449
EVS-04264
2025-02-09 05:15:53
2025-02-09 05:39:53
51.7
20.7
0
1
30.7
0.843
EV-000000060
EVH-038333
EVS-05691
2025-02-14 18:56:47
2025-02-14 19:31:47
12.8
5.15
0.355
0.702
18.5
0.881
EV-000000061
EVH-000230
EVS-06454
2024-10-31 14:50:59
2024-10-31 15:49:59
41.6
34.53
0.293
0.863
33.4
0.889
EV-000000062
EVH-038669
EVS-00308
2024-12-02 05:39:48
2024-12-02 06:29:48
21.5
13.31
0.305
0.587
30.4
0.938
EV-000000063
EVH-010308
EVS-01637
2025-05-18 07:13:59
2025-05-18 10:34:59
38.7
112.82
0.347
0.849
31.6
0.906
EV-000000064
EVH-010902
EVS-07837
2024-12-15 15:53:16
2024-12-15 16:47:16
85.4
73.55
0.247
0.851
26.4
0.934
EV-000000065
EVH-049043
EVS-04229
2024-12-01 14:21:09
2024-12-01 14:51:09
55.6
19.07
0.434
0.847
32.5
0.898
EV-000000066
EVH-024631
EVS-01177
2025-05-12 03:30:13
2025-05-12 03:51:13
94.4
20.05
0.397
0.733
25.5
0.981
EV-000000067
EVH-011422
EVS-05215
2025-07-18 08:21:52
2025-07-18 08:48:52
16.5
5.88
0.383
0.773
28.8
0.812
EV-000000068
EVH-023090
EVS-02654
2025-03-16 19:28:44
2025-03-16 20:00:44
22.7
8.53
0.312
0.916
36.1
0.829
EV-000000069
EVH-004574
EVS-05961
2025-03-07 15:08:08
2025-03-07 15:23:08
42.2
9.72
0.349
0.78
26.6
0.928
EV-000000070
EVH-018578
EVS-07819
2025-03-26 08:45:46
2025-03-26 10:17:46
50.2
51.65
0.416
0.847
22.1
0.97
EV-000000071
EVH-024555
EVS-02086
2025-06-25 23:45:10
2025-06-26 00:16:10
39.3
17.38
0.314
0.879
37.9
1
EV-000000072
EVH-002682
EVS-03611
2025-07-14 06:47:03
2025-07-14 07:21:03
15.6
8.81
0.321
0.699
30.1
0.884
EV-000000073
EVH-045732
EVS-00807
2024-12-02 22:18:33
2024-12-02 23:04:33
30.6
20.06
0.224
0.663
32.3
0.888
EV-000000074
EVH-004464
EVS-03686
2024-10-29 23:00:06
2024-10-29 23:34:06
53.2
23.55
0.215
0.697
31.1
0.902
EV-000000075
EVH-028198
EVS-06241
2025-07-04 06:31:53
2025-07-04 07:08:53
46.3
22.79
0.387
0.628
35.9
0.867
EV-000000076
EVH-025027
EVS-00322
2025-02-21 17:22:16
2025-02-21 17:51:16
32.4
14.54
0.456
0.832
43.9
0.844
EV-000000077
EVH-032152
EVS-02928
2024-10-18 21:15:58
2024-10-18 21:57:58
15.2
9.79
0.452
0.937
32.3
0.911
EV-000000078
EVH-042308
EVS-01319
2025-02-06 03:51:22
2025-02-06 04:54:22
41
33.58
0.511
0.765
46.2
0.901
EV-000000079
EVH-045446
EVS-02429
2025-02-08 16:09:11
2025-02-08 16:36:11
73
27.55
0.405
0.873
42.7
0.92
EV-000000080
EVH-032987
EVS-00002
2025-08-25 11:44:12
2025-08-25 12:03:12
7.2
1.97
0.504
1
30.9
0.975
EV-000000081
EVH-009409
EVS-03290
2025-09-22 18:24:39
2025-09-22 18:47:39
61.9
18.58
0.619
0.889
29.2
0.932
EV-000000082
EVH-032885
EVS-05916
2025-09-01 03:48:32
2025-09-01 04:30:32
88.4
58.23
0.193
0.596
26.2
0.862
EV-000000083
EVH-013165
EVS-06092
2025-07-16 00:43:58
2025-07-16 01:16:58
35.3
10.68
0.369
0.797
35.7
0.837
EV-000000084
EVH-018137
EVS-02203
2025-01-23 17:28:30
2025-01-23 17:52:30
20.9
8.36
0.214
1
21.7
0.931
EV-000000085
EVH-045591
EVS-06217
2025-05-05 18:19:40
2025-05-05 19:06:40
47.5
35.07
0.358
0.987
26.1
0.956
EV-000000086
EVH-000742
EVS-02320
2024-11-27 08:19:29
2024-11-27 08:45:29
61.5
17.54
0.254
0.951
23
0.897
EV-000000087
EVH-020907
EVS-04601
2025-06-08 22:29:45
2025-06-08 22:51:45
44.3
15.6
0.574
0.574
39.8
0.958
EV-000000088
EVH-043518
EVS-00160
2025-04-08 13:41:15
2025-04-08 13:56:15
24.4
5.19
0.029
0.576
29.2
0.902
EV-000000089
EVH-037279
EVS-07770
2025-02-12 17:54:24
2025-02-12 18:10:24
31.9
7.6
0.371
0.701
29.6
0.812
EV-000000090
EVH-046266
EVS-06813
2025-02-01 15:27:12
2025-02-01 16:38:12
77.6
71.43
0.535
0.652
39.4
0.889
EV-000000091
EVH-031282
EVS-00990
2025-04-16 02:59:33
2025-04-16 04:55:33
36.3
62.21
0.182
0.72
27.2
0.834
EV-000000092
EVH-023266
EVS-01094
2025-02-19 14:37:15
2025-02-19 15:09:15
18.5
6.1
0.142
0.723
30.6
0.928
EV-000000093
EVH-009307
EVS-06082
2025-03-31 13:32:20
2025-03-31 14:05:20
29.1
14.54
0.441
0.64
30
0.892
EV-000000094
EVH-025605
EVS-03675
2025-06-10 12:43:33
2025-06-10 13:30:33
64
42.39
0.306
0.826
33.9
0.945
EV-000000095
EVH-023718
EVS-01026
2024-12-24 20:53:29
2024-12-25 00:52:29
25.2
93.77
0.505
0.505
33.5
0.963
EV-000000096
EVH-005073
EVS-01709
2025-03-10 12:21:37
2025-03-10 12:47:37
40
11.06
0.229
0.507
28.2
0.858
EV-000000097
EVH-034438
EVS-00925
2025-06-23 21:37:22
2025-06-23 22:21:22
2
1.14
0.501
0.86
35.1
0.941
EV-000000098
EVH-020666
EVS-01603
2024-12-23 06:06:59
2024-12-23 07:23:59
42.4
45.76
0.203
0.789
37.2
0.902
EV-000000099
EVH-028761
EVS-04823
2025-10-07 03:46:35
2025-10-07 04:08:35
26.6
4.79
0.381
0.537
32
0.95
End of preview. Expand in Data Studio
# Nigeria Transport & Logistics – EV Charging Data

EV charging sessions: power, energy, SOC, temperature and battery health.

- **[category]** Emerging & Advanced
- **[rows]** ~160,000
- **[formats]** CSV + Parquet (snappy)
- **[geography]** Nigeria (major cities, corridors, ports, airports)

## Schema

| column | dtype |

|---|---| | session_id | object | | vehicle_id | object | | station_id | object | | start_time | object | | end_time | object | | power_kw | float64 | | energy_kwh | float64 | | soc_start | float64 | | soc_end | float64 | | ambient_temp_c | float64 | | battery_health | float64 |

## Usage

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

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