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timestamp
stringdate
2024-10-12 11:19:34
2025-10-12 11:05:55
city
stringclasses
5 values
lat
float64
4.67
12.2
lon
float64
3.17
8.73
mode
stringclasses
6 values
inflow
int64
1
1.43k
outflow
int64
1
794
transfers
int64
0
36
avg_occupancy
float64
0
1
2025-06-28 06:51:39
Kano
11.971581
8.566469
bus
32
23
2
0.327
2025-03-20 14:50:46
Port Harcourt
4.716834
6.996984
bus
181
34
1
0.518
2025-06-18 11:54:22
Ibadan
7.392856
3.854757
ride_hailing
8
8
1
0.55
2025-02-25 23:51:43
Lagos
6.61319
3.560188
ride_hailing
134
44
6
0.418
2024-10-28 15:33:58
Lagos
6.54966
3.249681
bus
33
79
7
0.755
2024-11-27 22:42:56
Kano
11.988997
8.447625
bus
14
54
1
0.198
2025-09-09 01:08:15
Kano
12.019685
8.40856
cycling
141
13
2
0.712
2025-04-08 05:20:25
Ibadan
7.513387
3.873021
bus
22
94
1
0.942
2025-06-03 10:59:22
Abuja
9.056669
7.565137
bus
99
89
5
0.784
2025-01-31 04:03:27
Ibadan
7.392532
3.96645
walking
33
22
1
0.45
2025-06-10 11:12:22
Ibadan
7.570705
4.081749
ride_hailing
44
39
5
0.826
2024-12-21 15:19:25
Kano
12.181791
8.463027
bus
16
11
1
1
2025-10-11 20:11:52
Lagos
6.411646
3.531856
bus
13
23
1
0.452
2025-02-08 03:14:33
Kano
12.132325
8.505448
bus
25
30
1
0.29
2025-03-27 07:19:50
Kano
11.955457
8.44104
bus
45
10
5
0.605
2024-11-18 09:11:15
Kano
12.146417
8.594901
ferry
61
18
2
0.458
2025-05-10 02:55:40
Port Harcourt
4.991366
7.065455
ride_hailing
33
34
2
0.57
2025-01-01 19:29:47
Kano
12.145436
8.639131
bus
138
66
9
0.448
2025-08-03 23:14:07
Port Harcourt
4.731379
7.129083
bus
25
84
6
0.419
2025-07-19 05:03:57
Lagos
6.498959
3.586297
bus
32
35
2
0.631
2025-05-02 03:38:16
Kano
12.145266
8.698904
cycling
17
18
4
0.98
2025-08-20 22:59:46
Port Harcourt
4.980736
7.067882
ride_hailing
8
345
0
0.701
2025-03-28 23:11:59
Abuja
8.952905
7.622936
bus
98
31
5
0.447
2025-08-26 00:53:32
Port Harcourt
4.924204
7.142871
walking
14
25
2
0.594
2025-05-05 17:39:24
Kano
12.180691
8.46388
bus
14
68
3
0.479
2025-01-07 13:45:41
Lagos
6.427341
3.613419
walking
46
27
6
0.491
2025-07-24 12:16:19
Ibadan
7.322304
3.987373
walking
38
56
7
0.986
2025-07-02 01:08:10
Lagos
6.349828
3.5917
ride_hailing
12
50
0
0.601
2025-05-24 01:01:16
Port Harcourt
4.989097
7.096982
rail
46
35
7
0.562
2025-04-09 00:14:47
Lagos
6.539673
3.382404
rail
99
42
3
0.355
2025-08-24 19:51:59
Abuja
8.900703
7.297539
cycling
52
43
5
0.582
2025-08-23 23:28:30
Ibadan
7.358336
4.046432
walking
19
46
2
0.354
2025-08-29 22:21:00
Lagos
6.620511
3.301944
bus
50
25
5
0.685
2024-11-02 06:40:53
Lagos
6.590898
3.392282
bus
41
25
3
0.7
2025-05-22 16:30:14
Ibadan
7.363126
4.076584
rail
120
76
8
0.354
2025-02-09 04:33:07
Port Harcourt
4.752236
6.997529
cycling
8
5
0
0.689
2024-10-17 02:01:43
Lagos
6.529773
3.615352
ride_hailing
41
44
3
0.699
2025-01-21 09:39:40
Kano
12.179645
8.447334
bus
16
42
2
0.877
2025-01-10 00:30:39
Abuja
8.910457
7.488412
ride_hailing
48
90
5
0.839
2025-01-06 03:43:17
Kano
12.157606
8.402969
rail
65
41
6
0.677
2025-07-24 01:36:40
Kano
11.951476
8.530972
bus
57
54
6
0.63
2025-09-13 03:41:48
Port Harcourt
5.084153
7.181039
bus
41
32
1
0.462
2025-06-13 03:08:50
Abuja
9.169796
7.350607
ferry
25
69
4
0.716
2025-08-11 12:40:20
Port Harcourt
4.699303
7.086498
cycling
34
35
3
0.584
2025-04-19 13:42:20
Ibadan
7.390692
4.090351
ride_hailing
39
69
9
0.486
2024-12-06 12:38:54
Abuja
9.121865
7.365071
bus
30
30
5
0.452
2025-09-21 21:40:36
Lagos
6.306262
3.533795
ferry
46
22
2
0.446
2025-05-13 10:46:32
Lagos
6.606633
3.539566
bus
64
76
10
0.547
2024-12-16 12:43:41
Abuja
9.027296
7.431933
cycling
35
43
3
0.348
2025-02-15 07:19:40
Abuja
9.064768
7.318297
bus
168
43
1
0.844
2025-06-04 18:34:24
Kano
11.952378
8.464519
bus
54
79
4
0.76
2025-04-27 01:36:56
Abuja
8.960229
7.272879
bus
79
6
1
0.284
2025-09-22 06:39:56
Ibadan
7.384087
4.031254
ride_hailing
27
56
2
0.295
2025-10-05 05:14:19
Abuja
8.965156
7.552361
bus
18
23
3
0.62
2025-08-18 08:27:50
Abuja
9.011889
7.292026
rail
68
12
0
0.729
2025-03-12 18:36:06
Lagos
6.561853
3.258023
ride_hailing
10
23
0
0.402
2025-05-21 02:38:55
Abuja
9.206502
7.480641
ride_hailing
34
24
1
0.591
2025-08-13 16:14:02
Port Harcourt
4.751592
6.931132
cycling
40
73
4
0.965
2025-08-30 10:07:16
Abuja
9.026198
7.592381
bus
86
55
5
0.684
2025-01-11 17:45:14
Abuja
8.929509
7.45172
bus
84
23
5
0.354
2025-01-05 16:32:42
Kano
11.929542
8.552535
bus
35
162
2
0.575
2025-03-07 11:55:32
Abuja
8.974391
7.56978
ride_hailing
17
65
2
0.761
2025-06-21 02:54:44
Abuja
8.924957
7.596096
bus
29
29
1
0.755
2025-09-22 07:39:50
Ibadan
7.431171
3.873109
bus
50
80
9
0.382
2024-10-25 09:23:24
Lagos
6.486749
3.470922
ride_hailing
74
52
8
0.683
2025-05-05 15:19:34
Ibadan
7.4111
3.866097
ride_hailing
18
38
2
0.594
2025-08-08 02:59:49
Kano
12.047098
8.510254
bus
32
51
2
0.462
2025-08-14 10:49:16
Ibadan
7.529507
4.061411
bus
38
25
5
0.656
2024-11-24 01:36:03
Port Harcourt
4.999693
6.905868
ride_hailing
58
57
8
0.43
2025-08-18 11:24:49
Port Harcourt
5.01507
7.178284
rail
93
44
3
0.565
2024-12-07 21:24:22
Port Harcourt
4.914641
6.916305
walking
187
87
11
0.806
2025-03-10 07:14:47
Ibadan
7.489258
4.070782
ride_hailing
39
24
2
0.638
2025-03-23 06:40:35
Abuja
9.118154
7.22126
rail
77
39
4
0.83
2024-11-23 11:31:50
Abuja
8.967964
7.278516
cycling
14
144
1
0.931
2025-09-15 20:51:23
Abuja
9.114164
7.491763
ride_hailing
83
76
8
0.192
2024-10-21 08:27:58
Port Harcourt
4.982297
7.137492
ride_hailing
117
46
6
0.603
2025-02-16 20:44:14
Abuja
9.09148
7.463731
bus
19
101
4
0.876
2025-03-03 19:28:52
Kano
12.032672
8.445278
bus
120
28
4
0.922
2025-03-14 16:16:13
Kano
11.933872
8.528307
walking
72
39
7
0.937
2025-03-31 04:27:00
Kano
12.041138
8.484235
bus
26
50
1
0.375
2025-03-31 01:37:50
Port Harcourt
4.837956
7.035912
bus
7
11
1
0.892
2025-05-28 22:21:29
Port Harcourt
4.944446
7.086118
bus
7
49
0
0.424
2025-06-28 02:05:16
Ibadan
7.386736
4.039659
ride_hailing
117
40
4
0.345
2024-10-13 21:31:12
Port Harcourt
4.834913
7.185974
bus
7
16
2
0.47
2025-05-15 00:04:55
Kano
12.096909
8.661566
bus
61
96
5
0.632
2025-05-24 15:10:32
Kano
11.934699
8.499333
bus
19
20
1
0.753
2025-02-09 11:11:08
Port Harcourt
5.056101
7.150177
bus
28
119
4
0.437
2025-07-18 04:54:11
Kano
12.147242
8.564401
bus
39
84
3
0.247
2025-07-26 08:01:00
Port Harcourt
4.829019
7.079493
ride_hailing
362
56
9
0.573
2025-06-20 06:28:24
Lagos
6.324842
3.500446
bus
67
16
2
0.73
2025-06-22 19:51:39
Ibadan
7.493717
4.031865
ride_hailing
47
37
8
0.516
2025-07-19 15:48:53
Lagos
6.499381
3.232174
bus
27
61
3
0.944
2025-08-20 18:25:00
Abuja
9.077852
7.567946
bus
9
83
0
0.826
2025-04-07 07:29:55
Ibadan
7.352119
3.977429
bus
26
26
1
0.606
2025-05-13 20:35:44
Lagos
6.605376
3.587957
rail
25
77
2
0.596
2025-07-23 00:12:45
Lagos
6.443995
3.321633
ride_hailing
13
172
2
0.334
2025-04-14 07:41:18
Kano
11.954731
8.631228
ride_hailing
31
168
2
0.653
2024-10-15 03:55:36
Abuja
8.886971
7.509492
ride_hailing
20
38
1
0.476
2025-05-02 22:01:15
Abuja
8.978743
7.467023
ride_hailing
22
53
3
0.571
2025-07-23 14:04:22
Port Harcourt
5.02228
7.170757
ride_hailing
26
41
1
0.722
End of preview. Expand in Data Studio
# Nigeria Transport & Logistics – Smart City Mobility

Multimodal inflow/outflow, transfers, occupancy across Nigeria cities.

- **[category]** Emerging & Advanced
- **[rows]** ~180,000
- **[formats]** CSV + Parquet (snappy)
- **[geography]** Nigeria (major cities, corridors, ports, airports)

## Schema

| column | dtype |

|---|---| | timestamp | object | | city | object | | lat | float64 | | lon | float64 | | mode | object | | inflow | int64 | | outflow | int64 | | transfers | int64 | | avg_occupancy | float64 |

## Usage

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

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