Nigeria Transport & Logistics
Collection
A collection of Nigerian transport & logistics datasets.
•
43 items
•
Updated
return_id
stringlengths 13
13
| order_id
stringlengths 13
13
| reason
stringclasses 5
values | pickup_time
stringdate 2024-10-12 11:22:04
2025-10-12 11:06:10
| refund_ngn
float64 1k
1.07M
| reroute_cost_ngn
float64 160
82.8k
| restockable
bool 2
classes |
|---|---|---|---|---|---|---|
RET-000000000
|
ORD-001323663
|
wrong_item
|
2025-01-17 20:36:27
| 51,754.95
| 2,701.12
| true
|
RET-000000001
|
ORD-003102512
|
late_delivery
|
2025-01-25 11:18:46
| 22,653.05
| 3,661.89
| true
|
RET-000000002
|
ORD-008217028
|
wrong_item
|
2025-08-03 07:58:01
| 8,297.26
| 3,818.63
| false
|
RET-000000003
|
ORD-000549440
|
not_needed
|
2025-05-06 15:40:43
| 76,207.25
| 3,909.86
| false
|
RET-000000004
|
ORD-001982241
|
wrong_item
|
2025-03-04 06:11:39
| 40,906.12
| 9,684.81
| false
|
RET-000000005
|
ORD-007037582
|
not_needed
|
2025-04-13 17:14:02
| 45,744.98
| 4,290.94
| true
|
RET-000000006
|
ORD-009970677
|
wrong_item
|
2025-05-24 23:19:50
| 32,233.5
| 6,694.38
| true
|
RET-000000007
|
ORD-004737824
|
late_delivery
|
2024-12-12 12:33:53
| 24,303.09
| 9,307.82
| true
|
RET-000000008
|
ORD-001541739
|
not_needed
|
2025-05-16 14:12:55
| 22,500.18
| 6,288.74
| true
|
RET-000000009
|
ORD-002130215
|
not_needed
|
2025-03-18 04:37:41
| 12,435.71
| 11,720.86
| true
|
RET-000000010
|
ORD-006778716
|
not_needed
|
2025-04-23 01:31:30
| 4,987.98
| 2,309.71
| true
|
RET-000000011
|
ORD-001679634
|
wrong_item
|
2025-04-14 10:27:48
| 14,744.91
| 1,252.22
| true
|
RET-000000012
|
ORD-006634001
|
wrong_item
|
2025-08-03 19:20:23
| 27,652.33
| 3,459.42
| false
|
RET-000000013
|
ORD-003120322
|
damaged
|
2024-11-16 22:04:33
| 13,919.18
| 5,458.11
| false
|
RET-000000014
|
ORD-007018432
|
wrong_item
|
2024-10-12 15:44:09
| 21,853.92
| 12,119.15
| true
|
RET-000000015
|
ORD-000318855
|
not_needed
|
2025-09-23 00:04:39
| 13,106.7
| 4,385.57
| true
|
RET-000000016
|
ORD-002671409
|
late_delivery
|
2025-03-26 01:49:18
| 13,569.17
| 1,852.74
| true
|
RET-000000017
|
ORD-006213495
|
wrong_item
|
2024-11-23 05:53:48
| 21,305.55
| 11,053.97
| true
|
RET-000000018
|
ORD-009280428
|
damaged
|
2025-05-10 13:21:46
| 40,322.82
| 10,323.71
| true
|
RET-000000019
|
ORD-000503778
|
wrong_item
|
2025-01-10 16:19:32
| 15,701.69
| 5,080.29
| true
|
RET-000000020
|
ORD-009002922
|
damaged
|
2025-03-22 06:34:40
| 9,139.56
| 3,916.65
| false
|
RET-000000021
|
ORD-002513798
|
damaged
|
2025-09-15 01:49:14
| 26,019.02
| 4,905.94
| true
|
RET-000000022
|
ORD-004279179
|
not_needed
|
2025-06-22 17:31:40
| 27,371.32
| 11,194.77
| true
|
RET-000000023
|
ORD-000032886
|
late_delivery
|
2025-05-16 07:42:16
| 50,318.39
| 7,960.21
| true
|
RET-000000024
|
ORD-003944449
|
wrong_item
|
2025-06-17 20:51:24
| 29,834.27
| 4,996.72
| false
|
RET-000000025
|
ORD-005796797
|
wrong_item
|
2025-04-15 06:33:05
| 28,157.81
| 14,389.45
| true
|
RET-000000026
|
ORD-006360930
|
wrong_item
|
2025-07-07 08:11:35
| 14,269.17
| 6,064.54
| true
|
RET-000000027
|
ORD-000036080
|
not_needed
|
2025-05-25 15:20:09
| 37,517.62
| 5,376.8
| true
|
RET-000000028
|
ORD-000788890
|
wrong_item
|
2025-05-31 07:21:29
| 57,899.13
| 6,342.6
| true
|
RET-000000029
|
ORD-000163102
|
late_delivery
|
2024-10-22 11:22:53
| 20,664.49
| 14,467.81
| false
|
RET-000000030
|
ORD-008043860
|
wrong_item
|
2025-05-29 10:46:47
| 28,879.93
| 3,122.14
| true
|
RET-000000031
|
ORD-001525436
|
damaged
|
2025-01-16 10:41:53
| 122,021.88
| 1,791.13
| true
|
RET-000000032
|
ORD-002606927
|
wrong_item
|
2024-12-21 13:15:45
| 81,673.84
| 7,163.74
| true
|
RET-000000033
|
ORD-004040718
|
wrong_item
|
2025-01-31 21:05:47
| 91,841.34
| 5,645.25
| true
|
RET-000000034
|
ORD-009451912
|
wrong_item
|
2025-01-12 04:05:08
| 59,781.25
| 1,420.17
| true
|
RET-000000035
|
ORD-000823136
|
wrong_item
|
2025-07-24 11:03:19
| 28,434.57
| 13,168.23
| true
|
RET-000000036
|
ORD-002674879
|
not_needed
|
2025-10-10 00:05:30
| 52,079.72
| 4,219.83
| false
|
RET-000000037
|
ORD-002326610
|
late_delivery
|
2025-02-07 07:52:35
| 85,108.16
| 9,942.4
| true
|
RET-000000038
|
ORD-002324625
|
warranty_return
|
2024-10-27 15:38:54
| 12,878.71
| 3,535.1
| true
|
RET-000000039
|
ORD-009939433
|
not_needed
|
2025-05-23 13:50:55
| 32,892.71
| 3,011.92
| true
|
RET-000000040
|
ORD-001902165
|
wrong_item
|
2025-10-06 08:26:57
| 38,619.09
| 5,755.76
| false
|
RET-000000041
|
ORD-006766613
|
wrong_item
|
2025-06-21 22:55:10
| 11,791.03
| 3,155.23
| false
|
RET-000000042
|
ORD-007662923
|
late_delivery
|
2025-02-23 09:59:58
| 42,008.01
| 25,496.39
| true
|
RET-000000043
|
ORD-001047068
|
wrong_item
|
2025-04-15 23:02:37
| 52,946.17
| 3,443.99
| false
|
RET-000000044
|
ORD-006572738
|
wrong_item
|
2025-06-11 16:33:53
| 46,585.11
| 5,802.09
| false
|
RET-000000045
|
ORD-001470040
|
wrong_item
|
2025-09-04 17:43:30
| 16,266.81
| 1,775.31
| false
|
RET-000000046
|
ORD-000739489
|
wrong_item
|
2025-08-18 17:00:57
| 60,199.11
| 14,148.2
| false
|
RET-000000047
|
ORD-004390498
|
wrong_item
|
2025-07-19 04:21:37
| 76,454.75
| 7,795.51
| true
|
RET-000000048
|
ORD-002562925
|
warranty_return
|
2025-02-26 04:30:30
| 65,830.39
| 1,907.22
| false
|
RET-000000049
|
ORD-009928038
|
warranty_return
|
2025-06-22 22:25:23
| 6,283.78
| 999.47
| true
|
RET-000000050
|
ORD-005609408
|
damaged
|
2025-08-30 23:25:24
| 53,027.53
| 8,577.91
| true
|
RET-000000051
|
ORD-006690699
|
late_delivery
|
2025-05-10 18:34:21
| 29,589.37
| 2,388.26
| false
|
RET-000000052
|
ORD-008852352
|
damaged
|
2025-04-07 04:15:10
| 26,216.04
| 3,702.21
| false
|
RET-000000053
|
ORD-006738933
|
warranty_return
|
2025-01-05 15:02:34
| 26,057.58
| 4,762.97
| false
|
RET-000000054
|
ORD-008427260
|
not_needed
|
2025-10-04 02:04:37
| 83,944.75
| 3,078.79
| true
|
RET-000000055
|
ORD-007689941
|
not_needed
|
2025-08-13 01:33:42
| 39,278.41
| 6,325.34
| true
|
RET-000000056
|
ORD-003479303
|
not_needed
|
2025-03-20 10:43:41
| 22,499.65
| 2,821.71
| true
|
RET-000000057
|
ORD-005396769
|
wrong_item
|
2025-01-23 15:39:18
| 11,887.68
| 5,416.85
| true
|
RET-000000058
|
ORD-005034026
|
warranty_return
|
2025-01-24 23:16:11
| 2,873.4
| 1,660.64
| false
|
RET-000000059
|
ORD-009847930
|
damaged
|
2025-02-04 09:02:03
| 10,778.12
| 7,027.34
| false
|
RET-000000060
|
ORD-004757888
|
warranty_return
|
2025-04-30 11:36:12
| 50,280.67
| 4,865.82
| true
|
RET-000000061
|
ORD-006849373
|
wrong_item
|
2025-02-07 18:10:08
| 125,636.9
| 3,667.06
| true
|
RET-000000062
|
ORD-002575644
|
not_needed
|
2025-06-20 21:30:54
| 49,754.01
| 13,567.35
| false
|
RET-000000063
|
ORD-005410116
|
damaged
|
2024-10-28 02:48:44
| 102,014.19
| 5,086.99
| true
|
RET-000000064
|
ORD-009212888
|
wrong_item
|
2025-08-15 21:18:21
| 34,834.92
| 3,542.7
| false
|
RET-000000065
|
ORD-005108905
|
late_delivery
|
2024-10-18 22:20:00
| 32,920.45
| 8,389.35
| true
|
RET-000000066
|
ORD-006828953
|
not_needed
|
2024-12-11 02:22:00
| 17,270.55
| 8,628.7
| true
|
RET-000000067
|
ORD-008006658
|
wrong_item
|
2025-07-04 14:44:15
| 34,556.01
| 1,255.05
| true
|
RET-000000068
|
ORD-008358288
|
wrong_item
|
2025-01-15 14:37:07
| 36,217.74
| 5,162.02
| false
|
RET-000000069
|
ORD-002716499
|
not_needed
|
2025-09-17 23:33:27
| 4,609.35
| 10,506.94
| true
|
RET-000000070
|
ORD-009316457
|
damaged
|
2024-12-14 07:10:28
| 11,389.09
| 3,399.75
| false
|
RET-000000071
|
ORD-002478388
|
not_needed
|
2025-05-23 22:16:31
| 25,740.09
| 1,619.59
| true
|
RET-000000072
|
ORD-006696274
|
warranty_return
|
2025-02-18 12:19:42
| 59,482.15
| 2,883.76
| true
|
RET-000000073
|
ORD-000420384
|
warranty_return
|
2025-03-07 09:10:47
| 63,188.65
| 16,876.52
| true
|
RET-000000074
|
ORD-006278702
|
warranty_return
|
2024-12-30 20:49:43
| 13,838.77
| 8,954.76
| true
|
RET-000000075
|
ORD-001444233
|
not_needed
|
2024-11-23 17:21:03
| 54,144.35
| 15,180.69
| true
|
RET-000000076
|
ORD-007659674
|
late_delivery
|
2024-11-08 18:22:15
| 15,592.06
| 1,713.8
| false
|
RET-000000077
|
ORD-009403508
|
wrong_item
|
2024-12-25 16:36:55
| 22,087.41
| 3,056.03
| true
|
RET-000000078
|
ORD-002983283
|
warranty_return
|
2025-02-15 17:33:56
| 14,066.08
| 12,900.25
| true
|
RET-000000079
|
ORD-007385451
|
late_delivery
|
2025-06-15 06:33:48
| 15,752.48
| 2,643.45
| false
|
RET-000000080
|
ORD-009374381
|
wrong_item
|
2025-06-19 21:37:21
| 49,046.61
| 17,153.96
| true
|
RET-000000081
|
ORD-001396037
|
damaged
|
2024-11-30 13:52:14
| 7,433.22
| 4,118.71
| true
|
RET-000000082
|
ORD-009276045
|
damaged
|
2024-10-19 21:17:42
| 18,396.21
| 6,169.78
| true
|
RET-000000083
|
ORD-003328365
|
wrong_item
|
2025-10-02 16:11:09
| 15,702.83
| 5,969.25
| true
|
RET-000000084
|
ORD-001925583
|
damaged
|
2024-12-30 19:44:50
| 8,997.87
| 11,271.94
| true
|
RET-000000085
|
ORD-002953756
|
wrong_item
|
2024-11-01 20:25:53
| 32,456.7
| 6,059.22
| true
|
RET-000000086
|
ORD-002740961
|
not_needed
|
2025-09-25 08:21:40
| 35,588.44
| 37,235.08
| false
|
RET-000000087
|
ORD-003752205
|
damaged
|
2025-01-10 20:23:11
| 38,224.73
| 1,457.41
| false
|
RET-000000088
|
ORD-005326054
|
wrong_item
|
2025-08-11 02:00:28
| 31,162.56
| 3,149.93
| true
|
RET-000000089
|
ORD-006447410
|
late_delivery
|
2025-04-19 00:25:21
| 14,089.76
| 7,572.21
| true
|
RET-000000090
|
ORD-001026766
|
not_needed
|
2025-04-04 23:25:28
| 35,996.63
| 5,441.75
| true
|
RET-000000091
|
ORD-000957759
|
damaged
|
2025-05-25 00:17:02
| 4,195.83
| 3,485.73
| true
|
RET-000000092
|
ORD-009426939
|
not_needed
|
2025-07-28 02:03:35
| 69,670.39
| 5,148.67
| true
|
RET-000000093
|
ORD-008297936
|
damaged
|
2024-10-27 07:00:21
| 22,338.9
| 971.08
| true
|
RET-000000094
|
ORD-006544724
|
wrong_item
|
2025-01-01 17:04:48
| 100,195.92
| 2,118.93
| true
|
RET-000000095
|
ORD-007548167
|
damaged
|
2025-10-01 18:40:51
| 7,122.78
| 3,409.94
| false
|
RET-000000096
|
ORD-009975155
|
wrong_item
|
2024-11-25 14:38:18
| 38,077.25
| 6,247.45
| true
|
RET-000000097
|
ORD-003858510
|
warranty_return
|
2025-08-28 00:59:46
| 12,708
| 2,649.06
| true
|
RET-000000098
|
ORD-006136791
|
late_delivery
|
2025-09-04 07:12:17
| 92,174.94
| 1,255.32
| true
|
RET-000000099
|
ORD-006400561
|
warranty_return
|
2025-01-06 11:35:24
| 73,585.91
| 3,950.87
| true
|
# Nigeria Transport & Logistics – Reverse Logistics
Return reasons, refunds, reroute costs and restockability per return.
- **[category]** Logistics & Supply Chain
- **[rows]** ~130,000
- **[formats]** CSV + Parquet (snappy)
- **[geography]** Nigeria (major cities, corridors, ports, airports)
## Schema
| column | dtype |
|---|---| | return_id | object | | order_id | object | | reason | object | | pickup_time | object | | refund_ngn | float64 | | reroute_cost_ngn | float64 | | restockable | bool |
## Usage
```python
import pandas as pd
df = pd.read_parquet('data/nigerian_transport_and_logistics_reverse_logistics/nigerian_transport_and_logistics_reverse_logistics.parquet')
df.head()
```
```python
from datasets import load_dataset
ds = load_dataset('electricsheepafrica/nigerian_transport_and_logistics_reverse_logistics')
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