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Auto-converted to Parquet
timestamp
stringdate
2024-10-12 11:23:07
2025-10-12 11:08:02
structure_id
stringlengths
9
9
structure_type
stringclasses
2 values
vibration_mm_s
float64
0
14.7
strain_micro
float64
0
800
temp_c
float64
10
51.5
humidity_pct
float64
10
100
stress_mpa
float64
0
48
anomaly
bool
1 class
2025-06-09 03:06:29
BR-017560
bridge
5.6
196.8
25.2
62.9
9.04
false
2025-07-03 20:45:51
BR-015541
bridge
6.92
400.1
32.1
64.6
30.48
false
2025-03-24 23:41:48
BR-006653
bridge
7.59
352.1
25.9
68.3
23.03
false
2024-10-20 04:17:27
TN-010569
tunnel
4.08
96.8
33.1
64.8
16.05
false
2025-04-13 05:17:21
BR-016100
bridge
6.94
74.6
41.4
74.5
13.28
false
2025-05-24 21:26:56
BR-014812
bridge
7.65
299.7
31.4
64.2
26.35
false
2025-03-29 10:58:39
BR-009908
bridge
2.34
190.6
23
40.1
12.89
false
2025-01-19 20:30:38
BR-009290
bridge
2.55
229.4
39.4
87.5
24.34
false
2025-05-18 11:55:25
BR-010669
bridge
2.71
164.8
28.3
77.6
24.35
false
2024-12-25 11:51:58
BR-001121
bridge
8.05
413
24.7
37.2
25.96
false
2025-02-14 15:05:42
TN-006883
tunnel
2.37
273.9
33
39.1
21.89
false
2025-01-06 20:54:37
BR-005907
bridge
5.89
192.4
39
84.8
16.05
false
2025-07-03 07:11:04
BR-017044
bridge
5.88
87.5
33.6
53.7
24.85
false
2025-10-08 19:32:25
TN-016751
tunnel
0.81
277.2
30.8
57.5
9.95
false
2025-05-19 02:48:22
TN-013416
tunnel
1.81
205.1
37
60.4
9.01
false
2025-03-15 10:34:10
BR-012055
bridge
6.27
230.3
29.1
54.1
20.04
false
2025-02-26 23:52:43
BR-000770
bridge
4.56
115
31.9
91.4
17.83
false
2024-10-23 05:50:59
BR-017372
bridge
5.67
280.9
34.4
65.7
5.84
false
2025-03-21 12:10:27
TN-018330
tunnel
1.33
244.2
27
52.6
17.58
false
2025-02-16 05:50:21
BR-006886
bridge
8.44
115.9
34.4
59.1
9.18
false
2025-08-02 18:10:25
BR-017848
bridge
1.98
176.3
33.3
78.1
24.33
false
2024-12-27 15:47:16
BR-009422
bridge
8.5
281.3
36
70.9
18.85
false
2024-11-09 22:20:32
TN-009646
tunnel
1.74
250.3
36.6
57.5
17.6
false
2025-03-14 19:03:20
BR-019142
bridge
7.58
136
36.7
68.1
33.53
false
2025-02-24 02:44:55
BR-013270
bridge
7.61
81.6
27.7
41.7
13.22
false
2024-12-02 02:06:40
BR-005841
bridge
6.69
230.9
31.5
68.1
31.24
false
2024-11-14 21:16:52
BR-016316
bridge
5.47
257.1
23.8
43.8
15.14
false
2025-02-03 16:55:47
BR-005587
bridge
9.02
148.3
26.3
53
22.78
false
2025-05-02 16:53:29
BR-015541
bridge
5.53
280
31.7
85
19.94
false
2025-02-09 07:27:21
BR-002500
bridge
9.08
211.7
22.4
70.6
23.47
false
2025-05-17 20:23:28
TN-001089
tunnel
5.52
117
30.2
76.1
25.11
false
2025-08-02 22:52:58
BR-003436
bridge
6.05
137.3
27.2
75.4
10.1
false
2025-07-08 17:26:54
BR-018071
bridge
5.87
152.3
30.9
80.6
24.79
false
2025-02-18 07:49:35
BR-013586
bridge
6.06
327.7
28.4
74.4
27.78
false
2025-03-16 02:12:32
BR-001669
bridge
4.55
420.6
24.5
62.7
21.94
false
2025-02-19 03:28:13
BR-009485
bridge
3.81
262.5
42.2
61
8.79
false
2025-05-30 05:16:42
BR-012120
bridge
3.5
277.3
24.6
57.9
9.78
false
2025-06-16 03:42:51
BR-004189
bridge
6.07
90
32.8
64.6
11.24
false
2024-11-06 14:00:22
TN-009901
tunnel
1.84
384.2
40.2
89.9
15.76
false
2025-03-31 04:14:16
BR-019539
bridge
7.41
433.6
33
71
15.33
false
2025-01-22 03:14:49
BR-018144
bridge
4.43
266.3
22.9
63.2
16.27
false
2025-07-12 04:29:59
BR-009803
bridge
5.51
472.3
29.4
74.6
25.78
false
2024-11-27 09:56:36
BR-016666
bridge
7.88
157.8
32.7
61.2
13.42
false
2025-07-27 10:22:51
BR-006733
bridge
2.71
186.4
25.7
64.3
13.87
false
2025-06-19 11:12:42
TN-017053
tunnel
4.37
77.3
28
60
13.6
false
2025-06-07 02:06:58
TN-006638
tunnel
0
339.3
33.4
59.6
19.7
false
2024-10-15 09:04:16
BR-013048
bridge
5.38
74.7
28.5
68.3
24.07
false
2025-01-17 20:19:57
BR-002709
bridge
5.95
516.6
25.4
59
16.27
false
2025-06-16 23:28:13
BR-013616
bridge
3.78
4.5
37
77.2
24.26
false
2025-08-12 23:31:09
TN-006777
tunnel
5.21
574.8
34.9
80.3
22.35
false
2025-02-11 20:41:22
BR-015560
bridge
3.56
93.2
27.1
89.7
10.41
false
2024-11-13 05:47:04
BR-004979
bridge
6.89
209.2
35.9
76.4
0
false
2025-09-26 23:20:40
BR-012321
bridge
2.24
478.3
24.6
79.4
16.44
false
2025-02-09 10:18:46
TN-001328
tunnel
4.07
23.6
39.2
33.8
20.9
false
2025-06-02 19:48:54
TN-010387
tunnel
6.08
292.5
28.3
67.7
28.17
false
2025-05-25 06:48:03
BR-000405
bridge
11.72
151.8
27.9
65.7
25.25
false
2025-06-21 14:46:49
TN-009696
tunnel
2.24
160.7
32.1
68.2
12.84
false
2024-12-21 23:10:37
TN-016058
tunnel
1.63
257.8
32.4
75.2
2.14
false
2025-09-19 04:11:52
BR-014383
bridge
3.97
147.7
35.1
58.3
17.39
false
2025-09-14 14:11:14
BR-017257
bridge
3.62
205.6
23
65.9
18
false
2025-03-18 10:16:17
BR-003214
bridge
4.58
307.5
26.2
60.4
16.78
false
2025-06-22 18:40:36
BR-015940
bridge
7.84
345
24.1
67.1
6.21
false
2025-09-06 16:39:52
BR-016577
bridge
8.19
156
32.7
84.9
10.42
false
2025-10-04 11:50:45
BR-008255
bridge
5.17
0
24.8
44.4
16.25
false
2024-11-14 21:14:43
BR-002637
bridge
7.51
277.4
30
88.8
11.91
false
2025-05-26 07:17:50
BR-003052
bridge
3.59
321.9
32.6
82.4
19.65
false
2025-02-02 15:25:41
BR-017515
bridge
7.06
359.4
36.6
44.5
31.26
false
2024-11-26 23:04:07
BR-002627
bridge
8.84
402.4
27.8
37.1
15.96
false
2024-11-07 13:30:57
BR-004303
bridge
8.08
268.1
37.3
74.4
31.5
false
2025-03-30 01:10:22
BR-011512
bridge
8.84
226.2
26.5
64.6
9.26
false
2025-06-21 22:27:05
TN-012990
tunnel
2.58
419.9
27.6
62.3
24.17
false
2025-02-28 05:43:53
BR-014829
bridge
6.45
181
31.9
56.4
23.16
false
2024-11-10 23:36:18
TN-009513
tunnel
2.01
263
35
68.4
21.32
false
2024-10-20 19:34:56
BR-019923
bridge
5.41
268.5
31.9
87.7
1.04
false
2025-08-04 07:41:17
BR-016236
bridge
4.89
184.8
29.3
27
20.67
false
2025-01-02 08:35:14
BR-017198
bridge
5.8
275.7
26.7
71.3
20.27
false
2025-09-09 04:01:38
BR-019406
bridge
6.39
199.3
27.5
72.7
14.54
false
2024-12-29 12:02:16
BR-016860
bridge
4.84
317.7
26.4
37.6
20.06
false
2025-06-30 05:08:09
BR-002834
bridge
4.52
52.5
36.7
59.4
9.93
false
2025-04-11 17:28:38
TN-012465
tunnel
3.54
107.7
30.7
44
30.42
false
2025-05-18 04:05:12
BR-004036
bridge
7.13
94.3
30.9
89.5
25.99
false
2025-02-18 04:47:16
BR-012253
bridge
5.54
357.4
28.9
72.4
2.04
false
2025-06-07 05:41:57
BR-007875
bridge
1.49
180.6
32.4
48.4
20.88
false
2025-05-06 23:29:54
BR-005414
bridge
4.72
320.2
31.8
53
15.82
false
2025-06-11 12:54:10
TN-007646
tunnel
0.81
270.1
40.6
98.6
25.93
false
2025-09-07 18:13:29
BR-018588
bridge
6.09
287.1
38.1
59.6
15.52
false
2025-08-24 02:36:34
BR-012332
bridge
7.59
263.1
28.4
69.7
24.54
false
2024-12-08 15:21:56
BR-008665
bridge
5.91
478.8
29.7
73.5
17.55
false
2025-06-05 13:45:50
BR-015787
bridge
6.43
311.6
24
67.1
18.8
false
2025-07-24 09:08:23
BR-019896
bridge
5.96
195.5
32.5
80.2
20.57
false
2024-12-30 17:19:02
BR-003830
bridge
4.76
141.4
30.3
45
14.77
false
2025-06-22 07:08:58
TN-016718
tunnel
3.59
78.2
27.8
67.2
5.62
false
2025-02-04 07:55:52
BR-002241
bridge
7.52
192.7
29.1
85.4
28.59
false
2024-11-08 07:35:02
BR-006153
bridge
4.61
187.4
35.8
38.8
24.73
false
2024-11-01 08:26:27
BR-008543
bridge
7.21
358.6
37.5
48
16.58
false
2024-12-02 09:22:54
BR-010433
bridge
6.8
310.6
19.1
41.3
1.41
false
2025-01-22 08:53:50
BR-015578
bridge
6.92
342.6
20.6
69.4
21.6
false
2025-06-24 05:29:34
BR-005106
bridge
6.07
424.9
37.1
61.7
18.16
false
2025-02-04 04:46:48
TN-011801
tunnel
3.92
433.6
34.9
61.1
26.4
false
2025-06-27 15:51:51
TN-019786
tunnel
2.26
358.6
24
62.3
11.18
false
End of preview. Expand in Data Studio
# Nigeria Transport & Logistics – Bridge & Tunnel Sensor Data

Structural vibration, strain, temperature, humidity, stress with anomaly flags.

- **[category]** Infrastructure & Environment
- **[rows]** ~120,000
- **[formats]** CSV + Parquet (snappy)
- **[geography]** Nigeria (major cities, corridors, ports, airports)

## Schema

| column | dtype |

|---|---| | timestamp | object | | structure_id | object | | structure_type | object | | vibration_mm_s | float64 | | strain_micro | float64 | | temp_c | float64 | | humidity_pct | float64 | | stress_mpa | float64 | | anomaly | bool |

## Usage

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

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