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timestamp
stringdate
2024-10-11 22:28:37
2025-10-11 22:27:15
origin_city
stringclasses
5 values
origin_lat
float64
4.67
12.2
origin_lon
float64
3.18
8.73
dest_city
stringclasses
5 values
dest_lat
float64
4.67
12.2
dest_lon
float64
3.17
8.73
planned_distance_km
float64
3
900
planned_time_min
float64
1.2
820
constraints
stringclasses
26 values
optimized_distance_km
float64
1
898
optimized_time_min
float64
5
799
savings_km
float64
-5
32.4
savings_min
float64
-10
84.5
feasible
bool
2 classes
2025-08-01 14:34:49
Abuja
9.040273
7.454059
Ibadan
7.453095
3.965943
20.52
18.5
no_toll
22.38
8.8
-1.86
9.7
false
2025-09-25 17:38:05
Port Harcourt
4.695529
6.996872
Ibadan
7.348199
3.939812
27.62
22.2
22.93
5
4.69
17.2
true
2025-07-23 22:38:36
Lagos
6.416944
3.574584
Ibadan
7.458838
3.978591
26.52
25.2
low_emission
24.43
20
2.09
5.3
true
2025-01-17 22:11:23
Kano
11.988953
8.459406
Port Harcourt
4.778462
7.119431
42.44
47.1
time_windows
47.44
57.1
-5
-10
false
2024-10-19 05:32:28
Port Harcourt
4.799359
6.949009
Lagos
6.396583
3.225954
45.65
28.9
avoid_flood_zones,time_windows
47.02
31.3
-1.37
-2.4
false
2025-04-25 14:28:59
Ibadan
7.367409
4.090883
Abuja
8.925511
7.319742
30.93
13.6
30.57
5
0.36
8.6
true
2025-05-11 05:19:33
Lagos
6.613652
3.252777
Port Harcourt
4.732283
7.151992
13.48
8.4
avoid_flood_zones,low_emission
9.28
5
4.2
3.4
true
2025-02-27 21:11:07
Abuja
8.92889
7.508108
Kano
12.082343
8.563424
14.47
13.5
10.58
5
3.9
8.5
true
2025-09-18 00:38:08
Abuja
8.999571
7.580679
Ibadan
7.400905
3.922181
118.06
88
no_toll
113.85
73.6
4.21
14.3
true
2025-01-08 15:59:39
Lagos
6.350805
3.31558
Ibadan
7.29286
3.924623
22.69
17.3
25.37
15.4
-2.68
1.8
false
2025-06-14 22:48:32
Abuja
9.030174
7.266033
Port Harcourt
4.955191
6.932428
18.71
12.6
13.17
5
5.55
7.6
true
2025-06-21 16:14:30
Ibadan
7.403406
3.979054
Kano
12.194353
8.51127
25.84
23.6
30.67
22.1
-4.83
1.4
false
2025-06-29 22:56:30
Ibadan
7.585786
3.958252
Port Harcourt
4.732634
7.047161
27.97
20.9
24.87
5
3.1
15.9
true
2025-10-10 17:32:36
Ibadan
7.36156
3.973885
Abuja
9.081178
7.377101
20.43
19.7
time_windows
1
5
19.43
14.7
true
2025-08-24 20:29:47
Abuja
9.158542
7.520894
Ibadan
7.528849
4.079767
159.26
129.1
152.94
122.8
6.32
6.4
true
2025-04-02 11:16:07
Lagos
6.57252
3.363314
Abuja
9.018746
7.3736
42.22
35.6
hazmat,low_emission
37.6
30.9
4.63
4.6
true
2025-07-13 08:58:56
Port Harcourt
5.036747
7.012741
Lagos
6.347197
3.436229
52.43
56
hazmat
46.41
55.4
6.02
0.6
true
2025-08-13 23:21:36
Kano
12.123435
8.464899
Abuja
8.994871
7.513288
42.57
25.1
37.63
35.1
4.95
-10
false
2024-12-28 14:52:55
Abuja
8.892038
7.265187
Lagos
6.471961
3.527102
34.91
22.1
time_windows
35.12
5
-0.22
17.1
true
2025-04-07 15:02:05
Lagos
6.469608
3.332572
Ibadan
7.356734
3.818289
47.85
34.3
time_windows,avoid_flood_zones
38.69
5
9.16
29.3
true
2025-07-15 09:19:37
Port Harcourt
4.900558
7.075644
Lagos
6.668426
3.440138
8.22
5.7
1.19
8.3
7.03
-2.6
false
2025-02-07 15:56:06
Port Harcourt
4.72615
7.111994
Abuja
9.094171
7.532352
150.22
114.1
time_windows
132.98
118
17.24
-3.8
false
2025-09-13 21:53:46
Ibadan
7.43193
3.879637
Lagos
6.425691
3.5943
116.16
94.6
110.84
69.5
5.32
25.1
true
2025-06-16 19:32:25
Port Harcourt
5.078636
7.192358
Lagos
6.593438
3.526374
10.42
6.7
time_windows
1.06
5
9.37
1.7
true
2025-03-05 22:08:48
Kano
11.941798
8.679237
Abuja
9.063007
7.466895
35.7
31.6
avoid_flood_zones
36.54
5
-0.83
26.6
true
2025-03-20 00:47:05
Abuja
9.045598
7.363639
Kano
11.959457
8.623911
35
25.5
time_windows
33.17
5
1.82
20.5
true
2024-12-25 11:19:12
Kano
11.98327
8.467375
Abuja
9.048749
7.56392
41.25
29.3
no_toll,hazmat
34.05
39.3
7.19
-10
false
2024-12-27 08:41:07
Port Harcourt
5.059161
7.130704
Kano
12.111212
8.691857
101.71
87.8
low_emission
97.28
88.3
4.43
-0.6
false
2025-01-28 12:09:57
Kano
12.135733
8.529883
Abuja
9.001703
7.280549
24.44
17.9
time_windows
18.6
5
5.84
12.9
true
2025-08-23 15:16:58
Port Harcourt
4.87641
6.997268
Ibadan
7.461527
3.806998
32.07
18.1
31.21
13.9
0.85
4.2
true
2025-03-29 03:14:28
Ibadan
7.342151
3.912509
Lagos
6.615797
3.386196
35.15
21.8
no_toll
32.78
5
2.37
16.8
true
2024-11-25 20:10:29
Abuja
9.158102
7.328394
Lagos
6.404029
3.219607
43.28
34.9
38.55
5
4.73
29.9
true
2025-05-11 02:52:20
Kano
12.007305
8.66019
Port Harcourt
4.914709
6.961806
52.88
38.3
avoid_flood_zones,low_emission
55.28
10
-2.4
28.3
true
2025-06-30 13:20:16
Port Harcourt
4.777308
7.087975
Lagos
6.55256
3.508963
178.1
129.3
low_emission
173.79
117.6
4.31
11.7
true
2025-10-11 01:06:05
Abuja
9.087952
7.604104
Kano
12.059494
8.436194
106.07
107.2
98.18
77.5
7.89
29.7
true
2025-04-16 13:59:54
Port Harcourt
4.865698
7.099985
Kano
12.128595
8.497063
28.95
23.2
low_emission
32.47
18.9
-3.53
4.3
false
2025-04-29 16:22:48
Abuja
9.020157
7.358476
Ibadan
7.440185
4.059206
44.67
37.2
time_windows
37.6
41.5
7.07
-4.3
false
2025-08-22 11:56:22
Lagos
6.484055
3.582697
Kano
12.03954
8.529825
64.7
37.5
avoid_flood_zones,time_windows
58.38
32.9
6.32
4.6
true
2024-11-30 06:54:45
Abuja
9.202909
7.313879
Ibadan
7.293639
4.008453
216.02
168.8
avoid_flood_zones,hazmat
220.74
178.8
-4.72
-10
false
2024-10-29 00:01:32
Lagos
6.382939
3.502779
Ibadan
7.419859
3.913888
52.7
31
51.55
5
1.15
26
true
2025-07-20 18:02:26
Abuja
8.997492
7.438085
Ibadan
7.339875
4.06925
57.24
29.1
avoid_flood_zones,no_toll
54.58
10.8
2.66
18.3
true
2025-06-12 09:23:32
Kano
12.109107
8.529191
Ibadan
7.512512
3.843625
70.55
51.2
no_toll
57.29
16.1
13.26
35.1
true
2025-01-22 11:17:02
Ibadan
7.332302
4.028216
Lagos
6.489185
3.408233
8.18
4.9
avoid_flood_zones,low_emission
9.35
5
-1.17
-0.1
false
2025-06-03 18:48:19
Abuja
9.081788
7.38071
Ibadan
7.429915
4.021452
128.14
108.1
time_windows,low_emission
121.34
62.1
6.8
46
true
2025-01-16 07:29:25
Port Harcourt
4.889212
7.025618
Kano
11.996109
8.467248
37.76
19.8
avoid_flood_zones
37.47
11
0.29
8.8
true
2024-11-08 00:20:58
Lagos
6.352794
3.592906
Port Harcourt
4.709744
7.162974
39.25
27.3
no_toll
44.25
27.4
-5
-0
false
2025-05-22 01:42:20
Lagos
6.434317
3.369716
Kano
12.111069
8.415161
10.01
7.1
hazmat
9.02
14.1
0.99
-7
false
2024-12-21 16:52:22
Ibadan
7.291289
4.040953
Abuja
9.076963
7.250972
73.74
55.3
78.74
65.3
-5
-10
false
2025-06-22 13:26:06
Port Harcourt
4.943249
7.140355
Abuja
9.155136
7.289803
24.2
18.6
low_emission
20.85
5
3.35
13.6
true
2025-07-28 23:23:53
Lagos
6.666081
3.340275
Port Harcourt
5.047583
7.009762
17.66
14
no_toll
17.75
5
-0.08
9
true
2025-07-27 18:07:29
Port Harcourt
4.757715
6.945407
Ibadan
7.339412
4.077266
197.15
129.3
200.26
105.5
-3.11
23.8
true
2025-07-08 06:01:20
Ibadan
7.299131
4.075561
Port Harcourt
4.709968
7.100769
26.88
22.9
22
16.7
4.88
6.3
true
2025-07-26 12:04:47
Port Harcourt
4.851174
7.116988
Abuja
9.105961
7.430848
18.26
16.3
time_windows,hazmat
15.37
26.3
2.9
-10
false
2025-06-17 17:36:44
Kano
12.158829
8.560219
Ibadan
7.50125
4.073815
84.69
69
83.92
19.8
0.78
49.2
true
2025-06-01 08:58:18
Kano
12.196217
8.544124
Lagos
6.535113
3.343743
19.37
12.5
hazmat,no_toll
11.85
5
7.52
7.5
true
2024-11-03 16:06:20
Kano
12.023408
8.548616
Lagos
6.330563
3.370892
36.93
30.7
avoid_flood_zones
32.06
16.2
4.87
14.4
true
2025-02-21 04:31:31
Ibadan
7.404286
3.934348
Abuja
9.05981
7.363028
54.66
41.7
avoid_flood_zones
48.26
51.7
6.39
-10
false
2025-06-18 02:17:13
Port Harcourt
4.870381
6.903091
Abuja
8.955939
7.521799
48.1
41.9
avoid_flood_zones,hazmat
31.87
29
16.23
13
true
2025-05-12 15:15:06
Port Harcourt
4.91797
7.07387
Abuja
9.200324
7.390896
28.65
20
28.84
24.8
-0.19
-4.8
false
2025-01-14 19:55:48
Kano
12.137608
8.691332
Lagos
6.431397
3.534878
82.08
62.3
78.72
72.3
3.36
-10
false
2025-10-04 20:13:19
Abuja
9.050374
7.341749
Ibadan
7.340478
3.893798
23.6
15.7
4.47
12.3
19.13
3.4
true
2024-12-09 03:49:58
Abuja
8.978889
7.431288
Port Harcourt
4.887503
7.152469
26.76
20.7
26.99
5
-0.22
15.7
true
2025-03-01 13:04:41
Lagos
6.543869
3.579381
Ibadan
7.365084
4.092345
185.37
101.6
189.61
94.6
-4.23
7
true
2024-11-10 18:06:38
Lagos
6.427599
3.225112
Ibadan
7.502896
3.903112
26.07
18.8
15.55
5
10.52
13.8
true
2025-05-06 17:30:37
Kano
12.177683
8.502726
Abuja
8.923696
7.256029
23.41
14.9
hazmat,no_toll
26.98
6.4
-3.57
8.5
false
2025-05-12 21:07:40
Port Harcourt
4.869834
7.099078
Ibadan
7.542086
4.039055
29.65
25.4
33.8
7.1
-4.15
18.2
false
2025-07-13 22:23:11
Lagos
6.411073
3.347265
Ibadan
7.537424
4.037237
26.03
22.7
hazmat
14.21
15.7
11.82
7
true
2025-02-23 00:04:00
Lagos
6.439176
3.42049
Kano
12.148539
8.672069
91.13
81.3
88.34
88.1
2.8
-6.8
false
2024-12-17 20:36:07
Port Harcourt
4.798275
7.07986
Kano
12.002997
8.474537
32.22
24.7
avoid_flood_zones,low_emission
16.09
34.7
16.12
-10
false
2025-06-13 07:04:28
Lagos
6.647096
3.252486
Ibadan
7.408342
4.064637
107.04
72.6
time_windows
106.53
55.3
0.51
17.3
true
2025-03-22 13:42:04
Kano
11.921191
8.580285
Lagos
6.627365
3.503413
20.15
17.6
time_windows,avoid_flood_zones
22.18
5
-2.03
12.6
false
2025-06-24 15:45:47
Ibadan
7.464851
3.972581
Port Harcourt
4.989621
6.917348
23.22
16
no_toll,low_emission
23.19
25.9
0.03
-9.9
false
2025-01-08 17:16:59
Port Harcourt
4.846801
7.155603
Lagos
6.513565
3.3678
65.11
44.2
no_toll
60.93
8.3
4.17
35.9
true
2025-10-01 05:39:07
Kano
12.158236
8.658678
Ibadan
7.425303
3.832386
65.44
57.4
time_windows
56.86
62.9
8.58
-5.5
false
2025-08-22 13:08:43
Port Harcourt
5.063067
7.138956
Lagos
6.351559
3.544656
13.07
8.2
1.9
18.2
11.17
-10
false
2025-04-28 19:49:27
Port Harcourt
4.820692
7.017787
Abuja
8.960245
7.502076
23.96
19.2
avoid_flood_zones
10.01
26
13.95
-6.8
false
2025-10-07 03:08:58
Lagos
6.470465
3.242618
Ibadan
7.41407
3.927336
96.98
84.3
96.96
58.3
0.02
26.1
true
2025-04-01 01:30:29
Port Harcourt
5.056951
6.970062
Lagos
6.337896
3.526336
87.2
62.9
87.29
72.9
-0.09
-10
false
2025-06-05 00:07:32
Port Harcourt
4.901219
6.961237
Ibadan
7.311403
4.08711
37.85
27
23.53
5
14.31
22
true
2025-07-29 19:46:23
Ibadan
7.338604
3.88249
Kano
12.099877
8.629434
15.09
11.8
low_emission
14.97
5
0.12
6.8
true
2025-10-08 17:59:03
Port Harcourt
4.686443
7.18898
Lagos
6.443653
3.314507
19.37
16.5
7.75
6.7
11.62
9.8
true
2025-09-22 01:07:09
Kano
11.949005
8.500413
Port Harcourt
4.829174
6.942049
174.31
140.1
low_emission
165.14
125.9
9.17
14.2
true
2025-04-16 06:06:33
Port Harcourt
5.062983
7.173942
Abuja
9.190344
7.607885
21.53
18.4
avoid_flood_zones,no_toll
1
5
20.53
13.4
true
2025-05-22 10:09:02
Kano
12.152391
8.591667
Lagos
6.569256
3.240599
34.87
24.6
no_toll
39.87
19.7
-5
4.9
false
2025-03-23 03:51:18
Ibadan
7.393304
3.889584
Abuja
9.033419
7.431202
111.73
107.6
116.73
77.5
-5
30
true
2024-11-25 16:10:25
Kano
12.050208
8.650877
Ibadan
7.566829
4.055561
28.18
25.5
low_emission
22.47
35.5
5.72
-10
false
2025-07-05 08:57:40
Kano
11.933138
8.52706
Ibadan
7.588848
3.865412
31.83
27.6
hazmat
19.71
5
12.12
22.6
true
2025-02-05 00:54:57
Lagos
6.652452
3.568525
Abuja
9.059911
7.447489
30.55
25.3
low_emission,hazmat
29.58
9.5
0.97
15.8
true
2024-11-02 17:25:00
Lagos
6.654633
3.295914
Kano
12.139685
8.59148
82.05
74
74.83
60.4
7.22
13.6
true
2025-01-18 06:51:38
Kano
11.914793
8.677182
Lagos
6.535575
3.294153
36.81
31.5
no_toll
41.81
14.7
-5
16.8
false
2024-12-28 21:58:41
Abuja
8.927385
7.254221
Port Harcourt
5.015001
7.016188
28.89
23.1
18.87
33.1
10.02
-10
false
2025-09-16 05:09:26
Ibadan
7.470053
3.932585
Kano
12.042146
8.669646
49.87
49.4
low_emission
46.75
56.1
3.12
-6.7
false
2024-12-11 19:27:03
Abuja
9.130564
7.222666
Kano
12.171256
8.536461
36.88
30
avoid_flood_zones
41.55
40
-4.67
-10
false
2025-05-22 15:08:26
Port Harcourt
4.922296
7.043759
Kano
11.956521
8.533776
154.25
110.8
139.13
107.1
15.11
3.7
true
2024-11-30 16:40:48
Ibadan
7.50589
3.98172
Port Harcourt
4.694313
7.008045
19.26
13.2
avoid_flood_zones
18.45
5
0.81
8.2
true
2025-03-17 20:49:51
Kano
12.008918
8.694861
Abuja
9.000222
7.593303
21.9
18.3
time_windows,avoid_flood_zones
14.38
5
7.52
13.3
true
2025-06-17 05:53:30
Lagos
6.670842
3.542507
Kano
12.111947
8.53664
31.38
28.2
time_windows
34.28
24.4
-2.9
3.8
false
2025-09-25 13:41:54
Abuja
9.18218
7.298327
Kano
12.142911
8.511403
28.12
17.4
28.29
5
-0.16
12.4
true
2024-11-06 23:15:38
Abuja
9.056272
7.594052
Ibadan
7.396028
4.026565
123.96
143.9
hazmat
124.8
110.3
-0.84
33.6
true
2025-08-23 23:19:06
Lagos
6.340097
3.331846
Kano
11.9542
8.430282
32.27
27.8
low_emission
30.32
37.8
1.96
-10
false
End of preview. Expand in Data Studio
# Nigeria Transport & Logistics – Route Optimization

Planned vs optimized routes with constraints, distance/time savings, feasibility.

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

## Schema

| column | dtype |

|---|---| | timestamp | object | | origin_city | object | | origin_lat | float64 | | origin_lon | float64 | | dest_city | object | | dest_lat | float64 | | dest_lon | float64 | | planned_distance_km | float64 | | planned_time_min | float64 | | constraints | object | | optimized_distance_km | float64 | | optimized_time_min | float64 | | savings_km | float64 | | savings_min | float64 | | feasible | bool |

## Usage

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

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