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timestamp
stringdate
2024-01-01 00:00:50
2024-12-30 23:58:53
disco
stringclasses
10 values
substation_id
stringclasses
23 values
equipment_id
stringlengths
19
19
equipment_type
stringclasses
3 values
oil_temp_c
float64
20
109
winding_hotspot_c
float64
32.8
129
load_percent
float64
5
130
dissolved_gas_ppm
float64
10
405
breaker_cycles
float64
743
22.6k
contact_wear_pct
float64
0
64.4
status
stringclasses
2 values
alarm
bool
2 classes
2024-06-09 20:40:47
Kaduna
KAD-SS-001
KAD-SS-001-SWI-0000
switchgear
null
null
51.1
null
null
0
ok
false
2024-03-28 12:46:32
Kano
KNO-SS-002
KNO-SS-002-BRE-0001
breaker
null
null
93.1
null
13,206
19.2
ok
false
2024-03-05 03:19:23
Eko
EKO-SS-001
EKO-SS-001-TRA-0002
transformer
75
90.7
67.6
198
null
null
ok
false
2024-08-03 18:55:46
Kaduna
KAD-SS-001
KAD-SS-001-TRA-0003
transformer
59.5
74.9
61.1
243
null
null
ok
false
2024-08-05 18:34:33
Ikeja
IKJ-SS-001
IKJ-SS-001-TRA-0004
transformer
58.2
80
34.2
135
null
null
ok
false
2024-09-01 20:02:10
Abuja
ABJ-SS-001
ABJ-SS-001-TRA-0005
transformer
50.8
58.5
63
73
null
null
ok
false
2024-11-13 09:49:02
Benin
BEN-SS-001
BEN-SS-001-BRE-0006
breaker
null
null
56.3
null
12,670
35
ok
false
2024-05-09 00:23:40
Ikeja
IKJ-SS-003
IKJ-SS-003-TRA-0007
transformer
55.1
83.6
87
32
null
null
ok
false
2024-12-25 17:42:56
Abuja
ABJ-SS-001
ABJ-SS-001-BRE-0008
breaker
null
null
65.9
null
11,973
29.9
ok
false
2024-11-19 09:28:06
Kaduna
KAD-SS-002
KAD-SS-002-TRA-0009
transformer
64.8
95.2
34.7
98
null
null
ok
false
2024-12-11 10:26:52
Port Harcourt
PHC-SS-002
PHC-SS-002-TRA-0010
transformer
61.6
70
63.9
80
null
null
ok
false
2024-09-08 21:10:02
Eko
EKO-SS-001
EKO-SS-001-BRE-0011
breaker
null
null
91.5
null
12,280
14.9
ok
false
2024-07-26 17:24:40
Benin
BEN-SS-002
BEN-SS-002-SWI-0012
switchgear
null
null
44
null
null
16.9
ok
false
2024-04-15 17:30:09
Ibadan
IBD-SS-003
IBD-SS-003-TRA-0013
transformer
69.7
93.5
81.8
115
null
null
ok
false
2024-08-21 02:38:52
Abuja
ABJ-SS-002
ABJ-SS-002-TRA-0014
transformer
69.4
91.2
88.9
10
null
null
ok
false
2024-01-20 08:54:28
Kano
KNO-SS-002
KNO-SS-002-TRA-0015
transformer
64.3
86.2
75
254
null
null
ok
false
2024-10-04 10:56:32
Enugu
ENG-SS-002
ENG-SS-002-SWI-0016
switchgear
null
null
79.7
null
null
9.9
ok
false
2024-08-20 03:49:51
Ikeja
IKJ-SS-003
IKJ-SS-003-BRE-0017
breaker
null
null
64.1
null
9,828
22
ok
false
2024-05-01 17:21:29
Eko
EKO-SS-001
EKO-SS-001-TRA-0018
transformer
62.6
73.2
60.1
191
null
null
ok
false
2024-06-28 03:36:12
Port Harcourt
PHC-SS-001
PHC-SS-001-BRE-0019
breaker
null
null
65.7
null
13,827
33.8
ok
false
2024-02-04 19:51:52
Enugu
ENG-SS-001
ENG-SS-001-BRE-0020
breaker
null
null
56.2
null
15,650
18
ok
false
2024-05-02 03:36:14
Ikeja
IKJ-SS-002
IKJ-SS-002-TRA-0021
transformer
52.8
69.7
110.7
166
null
null
ok
false
2024-06-08 15:16:22
Benin
BEN-SS-002
BEN-SS-002-TRA-0022
transformer
52.3
60.7
62.8
110
null
null
ok
false
2024-07-22 08:14:00
Benin
BEN-SS-002
BEN-SS-002-TRA-0023
transformer
54.6
76.8
98.4
151
null
null
ok
false
2024-11-05 03:17:09
Kaduna
KAD-SS-001
KAD-SS-001-BRE-0024
breaker
null
null
67
null
8,540
17
ok
false
2024-12-17 13:33:56
Eko
EKO-SS-001
EKO-SS-001-SWI-0025
switchgear
null
null
61.2
null
null
14.4
ok
false
2024-06-26 10:46:04
Ikeja
IKJ-SS-002
IKJ-SS-002-TRA-0026
transformer
56.7
73
83
181
null
null
ok
false
2024-12-10 13:24:44
Abuja
ABJ-SS-001
ABJ-SS-001-BRE-0027
breaker
null
null
51.2
null
14,570
30.7
ok
false
2024-01-03 08:58:52
Port Harcourt
PHC-SS-001
PHC-SS-001-TRA-0028
transformer
68.9
89.6
46
75
null
null
ok
false
2024-08-07 00:03:48
Enugu
ENG-SS-002
ENG-SS-002-BRE-0029
breaker
null
null
71.9
null
19,422
19.6
ok
false
2024-02-22 08:14:09
Port Harcourt
PHC-SS-002
PHC-SS-002-TRA-0030
transformer
75.9
88.8
44.6
10
null
null
ok
false
2024-08-22 12:21:07
Jos
JOS-SS-002
JOS-SS-002-SWI-0031
switchgear
null
null
35.4
null
null
6.6
ok
false
2024-05-05 15:21:54
Enugu
ENG-SS-002
ENG-SS-002-TRA-0032
transformer
52.5
69.5
71.2
19
null
null
ok
false
2024-07-13 01:47:07
Port Harcourt
PHC-SS-002
PHC-SS-002-TRA-0033
transformer
66.8
71.9
59.2
60
null
null
ok
false
2024-01-22 12:34:25
Jos
JOS-SS-001
JOS-SS-001-BRE-0034
breaker
null
null
85.6
null
13,154
30.4
ok
false
2024-10-16 22:29:07
Ikeja
IKJ-SS-003
IKJ-SS-003-TRA-0035
transformer
64.2
88
79.8
137
null
null
ok
false
2024-04-21 16:44:15
Benin
BEN-SS-001
BEN-SS-001-TRA-0036
transformer
76.9
90.9
84.6
191
null
null
ok
false
2024-02-17 03:24:19
Abuja
ABJ-SS-002
ABJ-SS-002-BRE-0037
breaker
null
null
76.2
null
8,796
30.6
ok
false
2024-11-14 05:40:21
Kano
KNO-SS-002
KNO-SS-002-SWI-0038
switchgear
null
null
68
null
null
15.8
ok
false
2024-02-05 09:43:24
Kaduna
KAD-SS-002
KAD-SS-002-TRA-0039
transformer
59.6
73.1
32.9
139
null
null
ok
false
2024-03-08 02:20:12
Ibadan
IBD-SS-001
IBD-SS-001-TRA-0040
transformer
76.2
89.5
51.3
153
null
null
ok
false
2024-09-17 11:51:54
Jos
JOS-SS-002
JOS-SS-002-SWI-0041
switchgear
null
null
35.9
null
null
6.5
ok
false
2024-11-12 00:58:33
Benin
BEN-SS-001
BEN-SS-001-SWI-0042
switchgear
null
null
45.5
null
null
17.4
ok
false
2024-03-29 22:35:19
Benin
BEN-SS-002
BEN-SS-002-TRA-0043
transformer
57.7
64.6
64.8
72
null
null
ok
false
2024-07-29 01:18:26
Kaduna
KAD-SS-001
KAD-SS-001-SWI-0044
switchgear
null
null
57
null
null
8.5
ok
false
2024-09-05 19:40:19
Kaduna
KAD-SS-001
KAD-SS-001-TRA-0045
transformer
65.5
92.5
94.1
130
null
null
ok
false
2024-08-06 16:29:19
Port Harcourt
PHC-SS-002
PHC-SS-002-TRA-0046
transformer
61.7
73.2
56.7
40
null
null
ok
false
2024-08-04 05:08:02
Ikeja
IKJ-SS-001
IKJ-SS-001-TRA-0047
transformer
65.1
75.2
75.5
152
null
null
ok
false
2024-11-25 00:48:15
Eko
EKO-SS-002
EKO-SS-002-BRE-0048
breaker
null
null
54.9
null
14,232
35.4
ok
false
2024-11-13 19:55:32
Benin
BEN-SS-001
BEN-SS-001-TRA-0049
transformer
75.7
90.6
44
227
null
null
ok
false
2024-04-28 21:31:29
Abuja
ABJ-SS-002
ABJ-SS-002-TRA-0050
transformer
56.8
64.5
65.2
177
null
null
ok
false
2024-10-20 20:29:18
Jos
JOS-SS-002
JOS-SS-002-TRA-0051
transformer
58.2
71
52.1
60
null
null
ok
false
2024-05-19 03:43:35
Ikeja
IKJ-SS-001
IKJ-SS-001-TRA-0052
transformer
74.2
90.4
47.9
67
null
null
ok
false
2024-05-02 18:16:37
Jos
JOS-SS-002
JOS-SS-002-TRA-0053
transformer
71.3
88.9
82.1
28
null
null
ok
false
2024-03-25 12:11:38
Jos
JOS-SS-002
JOS-SS-002-BRE-0054
breaker
null
null
52.2
null
13,384
29.3
ok
false
2024-04-09 12:59:30
Benin
BEN-SS-001
BEN-SS-001-TRA-0055
transformer
49.5
71.4
81.7
66
null
null
ok
false
2024-06-18 00:32:43
Abuja
ABJ-SS-003
ABJ-SS-003-BRE-0056
breaker
null
null
88.8
null
8,999
24.2
ok
false
2024-11-07 01:07:26
Jos
JOS-SS-001
JOS-SS-001-TRA-0057
transformer
69.1
84.7
58.5
10
null
null
ok
false
2024-08-25 23:06:06
Kaduna
KAD-SS-001
KAD-SS-001-TRA-0058
transformer
68.4
93.1
53.4
197
null
null
ok
false
2024-06-24 17:42:49
Jos
JOS-SS-002
JOS-SS-002-BRE-0059
breaker
null
null
68.4
null
14,029
0
ok
false
2024-08-13 05:14:41
Port Harcourt
PHC-SS-001
PHC-SS-001-SWI-0060
switchgear
null
null
81.8
null
null
19.4
ok
false
2024-04-09 00:14:44
Jos
JOS-SS-002
JOS-SS-002-TRA-0061
transformer
78
95.9
70.2
162
null
null
ok
false
2024-03-04 16:00:52
Port Harcourt
PHC-SS-001
PHC-SS-001-BRE-0062
breaker
null
null
49
null
12,430
15
ok
false
2024-09-07 05:02:17
Benin
BEN-SS-002
BEN-SS-002-TRA-0063
transformer
65.7
89.7
76.5
185
null
null
ok
false
2024-05-28 15:30:07
Benin
BEN-SS-001
BEN-SS-001-BRE-0064
breaker
null
null
68.8
null
14,073
31
ok
false
2024-12-19 08:54:59
Ibadan
IBD-SS-001
IBD-SS-001-TRA-0065
transformer
61.2
75.4
45.9
217
null
null
ok
false
2024-05-23 17:34:37
Kaduna
KAD-SS-001
KAD-SS-001-TRA-0066
transformer
85.3
94.1
88.8
16
null
null
ok
false
2024-03-24 08:33:14
Ibadan
IBD-SS-001
IBD-SS-001-TRA-0067
transformer
75.6
99.8
57
140
null
null
ok
false
2024-03-17 14:38:39
Port Harcourt
PHC-SS-002
PHC-SS-002-TRA-0068
transformer
76.6
99.1
53.9
163
null
null
ok
false
2024-12-14 20:09:35
Jos
JOS-SS-001
JOS-SS-001-SWI-0069
switchgear
null
null
91.7
null
null
8.6
ok
false
2024-08-15 19:48:44
Kaduna
KAD-SS-001
KAD-SS-001-SWI-0070
switchgear
null
null
33.1
null
null
19.5
ok
false
2024-05-08 07:35:50
Enugu
ENG-SS-001
ENG-SS-001-BRE-0071
breaker
null
null
57.8
null
13,333
22.6
ok
false
2024-04-28 05:17:58
Port Harcourt
PHC-SS-002
PHC-SS-002-TRA-0072
transformer
53.1
72.3
27.2
160
null
null
ok
false
2024-08-06 09:43:04
Abuja
ABJ-SS-003
ABJ-SS-003-SWI-0073
switchgear
null
null
68.7
null
null
5.6
ok
false
2024-02-23 22:49:36
Abuja
ABJ-SS-001
ABJ-SS-001-BRE-0074
breaker
null
null
56.4
null
14,775
13.4
ok
false
2024-02-22 01:07:46
Enugu
ENG-SS-001
ENG-SS-001-TRA-0075
transformer
52.1
65.1
62.8
103
null
null
ok
false
2024-09-18 03:33:16
Kaduna
KAD-SS-002
KAD-SS-002-TRA-0076
transformer
73.6
85.7
50
202
null
null
ok
false
2024-07-06 18:31:28
Ibadan
IBD-SS-002
IBD-SS-002-TRA-0077
transformer
62.8
78.5
56.5
77
null
null
ok
false
2024-05-09 20:26:21
Jos
JOS-SS-002
JOS-SS-002-TRA-0078
transformer
47.4
75.2
34.6
143
null
null
ok
false
2024-01-14 22:49:06
Enugu
ENG-SS-002
ENG-SS-002-TRA-0079
transformer
69.8
80.9
46.4
102
null
null
ok
false
2024-02-12 14:43:16
Port Harcourt
PHC-SS-002
PHC-SS-002-TRA-0080
transformer
53.9
59.8
63.3
10
null
null
ok
false
2024-02-20 07:12:57
Eko
EKO-SS-002
EKO-SS-002-BRE-0081
breaker
null
null
68.1
null
11,328
28.1
ok
false
2024-08-07 08:38:57
Enugu
ENG-SS-002
ENG-SS-002-TRA-0082
transformer
46.3
58.7
65.9
137
null
null
ok
false
2024-06-28 20:44:50
Kano
KNO-SS-002
KNO-SS-002-TRA-0083
transformer
68.9
87.8
71.8
81
null
null
ok
false
2024-08-11 16:31:34
Port Harcourt
PHC-SS-002
PHC-SS-002-TRA-0084
transformer
60.8
79.6
50.5
181
null
null
ok
false
2024-10-20 03:02:36
Kaduna
KAD-SS-002
KAD-SS-002-TRA-0085
transformer
56.4
74.9
34.8
50
null
null
ok
false
2024-12-01 02:40:12
Ibadan
IBD-SS-003
IBD-SS-003-TRA-0086
transformer
70.4
75.2
45.2
169
null
null
ok
false
2024-01-09 23:48:28
Ibadan
IBD-SS-001
IBD-SS-001-TRA-0087
transformer
65.9
79.1
57.1
97
null
null
ok
false
2024-05-03 06:28:40
Port Harcourt
PHC-SS-001
PHC-SS-001-BRE-0088
breaker
null
null
53.6
null
16,904
11.4
ok
false
2024-12-21 03:52:22
Ibadan
IBD-SS-003
IBD-SS-003-SWI-0089
switchgear
null
null
82.8
null
null
3.6
ok
false
2024-05-05 18:54:16
Ikeja
IKJ-SS-002
IKJ-SS-002-TRA-0090
transformer
83.3
104.8
103.6
109
null
null
ok
false
2024-01-30 03:03:04
Kano
KNO-SS-002
KNO-SS-002-TRA-0091
transformer
74.8
85.5
41
39
null
null
ok
false
2024-07-11 04:55:55
Kaduna
KAD-SS-002
KAD-SS-002-TRA-0092
transformer
76.9
93.5
42.9
148
null
null
ok
false
2024-06-13 15:15:10
Eko
EKO-SS-002
EKO-SS-002-TRA-0093
transformer
60.8
73.3
52.3
134
null
null
ok
false
2024-09-22 09:29:45
Eko
EKO-SS-002
EKO-SS-002-TRA-0094
transformer
76.2
94.1
50.8
129
null
null
ok
false
2024-04-16 03:49:18
Jos
JOS-SS-002
JOS-SS-002-BRE-0095
breaker
null
null
99.6
null
8,825
17
ok
false
2024-08-28 00:27:19
Abuja
ABJ-SS-002
ABJ-SS-002-TRA-0096
transformer
80
93
74.1
182
null
null
ok
false
2024-03-23 01:36:28
Jos
JOS-SS-001
JOS-SS-001-TRA-0097
transformer
67.8
75.9
38.6
107
null
null
ok
false
2024-02-13 23:20:13
Kaduna
KAD-SS-001
KAD-SS-001-SWI-0098
switchgear
null
null
130
null
null
13.9
ok
false
2024-05-04 23:53:26
Ibadan
IBD-SS-003
IBD-SS-003-TRA-0099
transformer
54.8
63.5
56.7
93
null
null
ok
false
End of preview. Expand in Data Studio
# Nigerian Energy & Utilities – Equipment Sensors

Condition monitoring for transformers, breakers, switchgear with alarms and statuses.

- **[category]** Maintenance & Operations
- **[rows]** ~200,000
- **[formats]** CSV + Parquet (snappy)
- **[geography]** Nigeria (DisCos, substations, plants)

## Schema

| column | dtype |

|---|---| | timestamp | object | | disco | object | | substation_id | object | | equipment_id | object | | equipment_type | object | | oil_temp_c | float64 | | winding_hotspot_c | float64 | | load_percent | float64 | | dissolved_gas_ppm | float64 | | breaker_cycles | float64 | | contact_wear_pct | float64 | | status | object | | alarm | bool |

## Usage

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

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

## Notes

- Data generated with Nigeria-specific parameters (DisCos, tariff bands, 50 Hz grid)
- Time-of-use shapes and seasonal/weather effects included where applicable
- Values are internally consistent (e.g., kWh ~ kW*h; voltage/current ~ power)
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Collection including electricsheepafrica/nigerian_energy_and_utilities_equipment_sensors