Dataset Viewer
Auto-converted to Parquet
mission_id
stringlengths
13
13
launch_time
stringdate
2024-10-12 11:12:58
2025-10-12 11:11:59
city
stringclasses
5 values
launch_lat
float64
4.68
12.2
launch_lon
float64
3.17
8.72
payload_kg
float64
0.05
6.74
distance_km
float64
0.71
40
duration_min
float64
2
240
battery_start_pct
float64
72.1
100
battery_end_pct
float64
0
99.7
outcome
stringclasses
3 values
failure_reason
stringclasses
6 values
DRN-000000000
2025-08-23 20:45:53
Kano
12.097235
8.655825
0.05
14.92
35.3
94.3
58.5
delivered
null
DRN-000000001
2024-11-17 18:25:59
Lagos
6.315392
3.398363
3.2
9.77
39.8
89.8
60.9
delivered
null
DRN-000000002
2025-02-02 12:45:43
Port Harcourt
5.098801
7.055168
0.41
20.08
20.7
97.2
53.4
delivered
null
DRN-000000003
2024-12-03 22:26:38
Lagos
6.374367
3.562785
2.2
13.68
79.9
94.2
55.1
delivered
null
DRN-000000004
2025-06-01 08:29:32
Kano
12.148867
8.695123
1.2
16.23
30
100
70.1
delivered
null
DRN-000000005
2024-12-23 04:20:21
Abuja
9.01009
7.466262
2.7
5.5
10
100
80.9
delivered
null
DRN-000000006
2025-08-08 19:12:37
Kano
12.047818
8.467686
2.84
12
51.4
91.3
61.1
delivered
null
DRN-000000007
2025-06-29 08:16:07
Kano
12.188703
8.585541
3.31
4.28
13.3
100
80.5
delivered
null
DRN-000000008
2024-12-31 16:08:45
Ibadan
7.514646
3.983117
2.35
17.49
19.8
98.1
66.2
delivered
null
DRN-000000009
2025-09-15 14:51:13
Kano
12.125922
8.637259
0.5
40
61.6
100
25.5
delivered
null
DRN-000000010
2025-03-11 08:33:27
Abuja
9.18681
7.40341
0.64
40
16.2
100
35.9
delivered
null
DRN-000000011
2025-08-09 01:07:04
Lagos
6.638561
3.286431
3.58
26.59
36.8
92.5
45.7
return_to_base
rf_interference
DRN-000000012
2025-01-27 09:56:18
Lagos
6.543278
3.307303
1.26
6.96
9.2
100
74.5
delivered
null
DRN-000000013
2025-03-09 05:34:23
Lagos
6.444531
3.490055
0.05
14.52
27.2
93
51.2
delivered
null
DRN-000000014
2025-03-07 23:34:55
Lagos
6.552864
3.343593
0.84
40
79.6
93.3
30.3
failed
obstacle
DRN-000000015
2025-03-04 00:15:19
Port Harcourt
4.934068
7.120042
1.56
11.02
55.7
93.8
56.6
failed
obstacle
DRN-000000016
2025-06-22 12:23:45
Kano
12.179435
8.519892
0.79
11
22.9
94.8
65.7
delivered
null
DRN-000000017
2025-08-31 16:30:22
Abuja
9.01968
7.258449
2.88
12.44
49.6
97.2
69.6
delivered
null
DRN-000000018
2025-07-11 20:26:21
Port Harcourt
4.987395
7.071077
1.27
40
18.3
100
39.3
delivered
null
DRN-000000019
2025-03-24 11:35:49
Kano
11.971023
8.452941
2.96
7.37
18
92.8
59
delivered
null
DRN-000000020
2025-06-03 14:22:18
Lagos
6.532241
3.4272
0.41
5.9
89.3
89.5
59
delivered
null
DRN-000000021
2025-04-18 00:10:58
Abuja
9.091194
7.330861
1.71
7.79
11.5
100
74.7
delivered
null
DRN-000000022
2025-09-24 13:51:25
Lagos
6.623019
3.521366
2.74
5.82
20.7
100
87.6
delivered
null
DRN-000000023
2025-09-29 06:27:17
Ibadan
7.38307
3.964088
1.85
18.36
27.1
99.6
59.3
delivered
null
DRN-000000024
2025-06-07 23:58:21
Ibadan
7.302686
3.81082
3.18
8.42
27.4
94
80.8
delivered
null
DRN-000000025
2025-09-15 10:04:01
Lagos
6.469779
3.531037
0.47
6.32
26.2
95.3
72.9
delivered
null
DRN-000000026
2025-05-29 18:26:58
Abuja
8.989636
7.442072
1.82
10.13
12.7
98.3
70.9
failed
no_permission
DRN-000000027
2025-02-02 22:48:44
Lagos
6.476347
3.555322
0.78
40
11.3
87.9
29
delivered
null
DRN-000000028
2024-11-16 05:29:36
Abuja
8.911534
7.259079
1.25
22.57
11
90.6
38.9
delivered
null
DRN-000000029
2025-07-20 21:34:29
Ibadan
7.470902
4.02425
3.16
27.93
47.7
100
47.6
delivered
null
DRN-000000030
2025-08-30 21:14:30
Kano
11.936584
8.582384
1.75
35.64
22.9
95
35.2
delivered
null
DRN-000000031
2025-08-14 01:31:38
Lagos
6.359855
3.347042
0.05
9.97
103
96.6
61.1
failed
battery
DRN-000000032
2024-11-21 17:58:40
Port Harcourt
4.907129
6.926368
1.05
14.73
38
100
70.1
delivered
null
DRN-000000033
2024-11-27 08:30:16
Port Harcourt
4.777045
7.037076
0.54
28.56
22.6
93.7
46.1
delivered
null
DRN-000000034
2025-02-12 05:48:49
Abuja
9.047629
7.517021
2.59
28.75
27.9
100
55.8
delivered
null
DRN-000000035
2025-08-26 00:02:28
Ibadan
7.558496
3.965593
1.56
12.3
23.6
92
55.8
delivered
null
DRN-000000036
2025-02-16 07:30:24
Abuja
9.076257
7.525676
4.39
7.6
112.1
100
74.1
delivered
null
DRN-000000037
2025-09-07 04:38:51
Ibadan
7.33835
4.073621
3.27
15.75
11.6
96.7
50.3
delivered
null
DRN-000000038
2025-06-19 02:44:38
Lagos
6.602843
3.296353
4.56
15.36
17.2
96.7
59.3
delivered
null
DRN-000000039
2025-10-07 09:22:37
Lagos
6.453401
3.353031
1.46
12.45
32.2
93.3
56.1
delivered
null
DRN-000000040
2025-05-03 21:00:43
Abuja
9.031624
7.374445
0.62
10.27
33.4
99.7
66.7
delivered
null
DRN-000000041
2025-02-17 07:54:17
Ibadan
7.461551
3.927005
1.69
32.22
43.3
93.5
31.1
delivered
null
DRN-000000042
2025-06-17 08:16:34
Lagos
6.43109
3.439944
3.21
14.71
43.7
92.6
56.4
delivered
null
DRN-000000043
2025-01-28 16:44:57
Ibadan
7.302919
3.913825
1.41
7.21
37.1
94.2
81.8
delivered
null
DRN-000000044
2025-05-13 14:31:01
Ibadan
7.309353
3.953297
3.97
14.06
24.5
96.3
52.7
delivered
null
DRN-000000045
2024-11-08 07:49:05
Abuja
9.151788
7.556369
1.48
27.48
116.4
95.8
41.1
delivered
null
DRN-000000046
2024-11-01 13:35:41
Ibadan
7.534503
3.823754
2.49
18.14
9.7
97.4
64.2
delivered
null
DRN-000000047
2024-12-09 09:55:40
Ibadan
7.385102
3.848781
0.31
26.08
24.4
94.7
50.1
delivered
null
DRN-000000048
2025-03-23 08:27:57
Abuja
8.972616
7.250248
3.17
9.67
37.2
100
68.8
delivered
null
DRN-000000049
2024-10-27 06:09:57
Kano
12.064113
8.557234
1.35
40
18.1
100
27.2
failed
gps
DRN-000000050
2025-03-09 09:32:57
Port Harcourt
5.079695
6.919219
2.84
22.59
28
98.3
44.8
delivered
null
DRN-000000051
2024-11-12 20:19:11
Abuja
9.11127
7.255905
3.01
7.53
9.8
97.3
75
delivered
null
DRN-000000052
2025-07-01 17:44:13
Lagos
6.600615
3.249716
2.37
28.8
29.2
98
40.2
delivered
null
DRN-000000053
2025-09-18 07:28:47
Abuja
9.035572
7.361505
2.54
13.21
21.1
99.3
65.4
delivered
null
DRN-000000054
2025-01-20 10:57:29
Abuja
8.959711
7.615704
1.87
14.27
28.2
87.9
60.4
delivered
null
DRN-000000055
2024-10-25 04:41:49
Kano
11.957392
8.620745
2.24
11.86
12.8
90.8
40.7
delivered
null
DRN-000000056
2025-06-17 02:05:26
Kano
12.126939
8.438732
2
16.51
35.7
95.1
44.4
delivered
null
DRN-000000057
2024-10-26 05:15:26
Abuja
8.997183
7.460299
2.19
4.63
32.9
92.2
72.7
delivered
null
DRN-000000058
2025-06-18 18:22:28
Lagos
6.36877
3.438382
1.73
40
16.4
95.8
32.4
failed
no_permission
DRN-000000059
2025-02-09 10:29:09
Abuja
8.883927
7.290799
1.82
7.36
20.2
83
60.4
delivered
null
DRN-000000060
2025-04-26 21:45:15
Ibadan
7.568146
3.838548
3.77
35.55
31.1
86.3
17.2
delivered
null
DRN-000000061
2025-07-22 04:50:17
Kano
12.085288
8.459806
2.07
5
74
88.9
65.6
delivered
null
DRN-000000062
2025-05-14 03:47:56
Lagos
6.414584
3.500858
1.36
40
15.5
100
36.7
delivered
null
DRN-000000063
2025-10-08 07:35:36
Port Harcourt
4.991038
7.096549
0.54
9.79
6
95.2
72.9
delivered
null
DRN-000000064
2025-04-11 11:46:44
Kano
12.051355
8.612275
3.28
2.41
13.6
94.3
76.9
delivered
null
DRN-000000065
2024-10-25 21:18:19
Port Harcourt
4.929479
7.174951
1.85
14.34
15.2
100
63.8
delivered
null
DRN-000000066
2025-03-23 17:36:29
Abuja
9.02771
7.332953
1.83
15.12
18.7
88.7
45.5
delivered
null
DRN-000000067
2025-08-26 06:00:31
Kano
12.183128
8.47396
0.9
25.86
8.9
97.5
60.3
return_to_base
rf_interference
DRN-000000068
2025-09-22 12:59:22
Port Harcourt
4.813667
7.034749
2.08
8.37
15.2
95.5
65
delivered
null
DRN-000000069
2025-10-06 18:43:19
Port Harcourt
4.946062
6.922652
1.18
27.29
28.1
97
43.1
failed
battery
DRN-000000070
2025-08-01 18:00:10
Ibadan
7.358267
3.942911
1.14
40
24.6
95.6
31.8
delivered
null
DRN-000000071
2025-01-26 22:26:58
Ibadan
7.605703
3.843243
2.13
35.61
29.7
99.7
29
delivered
null
DRN-000000072
2025-01-17 18:06:03
Kano
11.986513
8.494598
0.3
11.84
76.8
94.6
69.9
delivered
null
DRN-000000073
2025-03-21 12:14:35
Abuja
9.104107
7.550478
1.67
10.53
5.3
94
74
delivered
null
DRN-000000074
2024-11-15 23:09:07
Port Harcourt
4.768713
7.173997
2.43
4.08
35.1
91.4
66.2
delivered
null
DRN-000000075
2025-09-01 23:16:31
Port Harcourt
4.785705
7.180585
2.72
16.48
42.9
100
62.3
return_to_base
gps
DRN-000000076
2025-04-12 09:58:20
Abuja
9.167003
7.51007
1.82
16.7
33.8
95.6
58.2
delivered
null
DRN-000000077
2025-04-30 20:23:18
Ibadan
7.342593
4.063776
1.79
40
27.4
87.3
25.9
delivered
null
DRN-000000078
2024-11-16 14:15:13
Ibadan
7.439323
4.043979
0.11
19.85
34.2
88.9
48.4
delivered
null
DRN-000000079
2025-05-01 11:46:27
Lagos
6.348106
3.419988
1.79
7.73
15
85.7
61.4
failed
obstacle
DRN-000000080
2025-04-14 03:35:31
Ibadan
7.502997
4.085661
1.85
16.2
16.7
100
64.8
delivered
null
DRN-000000081
2024-12-30 06:54:30
Port Harcourt
4.875251
6.902174
1.92
40
22.9
98.2
41.5
failed
obstacle
DRN-000000082
2024-11-14 03:24:26
Port Harcourt
4.900429
6.957553
1.15
40
35.9
99.1
32.9
delivered
null
DRN-000000083
2024-10-21 18:16:17
Lagos
6.410773
3.204969
0.38
34.62
6.8
100
47.3
delivered
null
DRN-000000084
2025-07-28 10:44:17
Port Harcourt
5.085952
7.068497
1.37
17.53
31.3
100
60.5
failed
obstacle
DRN-000000085
2025-02-04 23:54:40
Port Harcourt
5.007241
7.065042
2.7
29.26
46.7
94
36.4
delivered
null
DRN-000000086
2025-04-22 00:34:54
Lagos
6.669148
3.255999
1.39
26.47
11.1
98.4
56.2
failed
obstacle
DRN-000000087
2025-07-07 08:39:09
Lagos
6.334253
3.48741
2.97
11.71
26.3
87.7
56.4
delivered
null
DRN-000000088
2025-05-23 01:18:37
Lagos
6.61487
3.278892
2.03
40
39.6
97.8
30.2
delivered
null
DRN-000000089
2025-02-21 08:37:58
Lagos
6.381858
3.271718
0.05
14.4
10.3
90.3
50.3
delivered
null
DRN-000000090
2024-10-13 19:53:32
Lagos
6.518996
3.441679
2.84
36.88
25
96.3
28.2
delivered
null
DRN-000000091
2024-12-12 01:21:46
Lagos
6.511026
3.517266
0.91
15.83
13.7
91.7
56.6
delivered
null
DRN-000000092
2025-05-21 20:24:40
Lagos
6.511428
3.217404
2.35
29.08
19
92.3
46.2
delivered
null
DRN-000000093
2024-11-15 14:22:54
Lagos
6.311096
3.35112
2.3
18.3
12.3
100
62
delivered
null
DRN-000000094
2024-11-07 02:48:22
Port Harcourt
4.93603
7.064665
1.57
24.34
20.8
100
60.7
delivered
null
DRN-000000095
2025-03-27 18:19:57
Kano
12.091301
8.506508
1.38
10.1
40.5
94.7
73.7
delivered
null
DRN-000000096
2025-05-03 01:13:57
Lagos
6.497701
3.389933
3.33
13.78
24
100
66.5
delivered
null
DRN-000000097
2025-09-17 23:39:34
Lagos
6.6897
3.538978
3.78
24.94
18.5
97.1
53.6
delivered
null
DRN-000000098
2025-01-09 06:19:46
Abuja
9.025388
7.419437
1.84
40
42.5
99.9
26.9
delivered
null
DRN-000000099
2024-11-16 00:48:42
Kano
11.978526
8.651324
3.23
15.3
31.9
93
59.6
failed
no_permission
End of preview. Expand in Data Studio
# Nigeria Transport & Logistics – Drone Delivery

Drone missions with payload, distance/duration, battery usage, outcomes and reasons.

- **[category]** Emerging & Advanced
- **[rows]** ~140,000
- **[formats]** CSV + Parquet (snappy)
- **[geography]** Nigeria (major cities, corridors, ports, airports)

## Schema

| column | dtype |

|---|---| | mission_id | object | | launch_time | object | | city | object | | launch_lat | float64 | | launch_lon | float64 | | payload_kg | float64 | | distance_km | float64 | | duration_min | float64 | | battery_start_pct | float64 | | battery_end_pct | float64 | | outcome | object | | failure_reason | object |

## Usage

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

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