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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
End of preview. Expand in Data Studio
# 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
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Collection including electricsheepafrica/nigerian_transport_and_logistics_reverse_logistics