Nigeria Transport & Logistics
Collection
A collection of Nigerian transport & logistics datasets. • 43 items • Updated
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 |
# 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