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meter_id
stringlengths
10
10
disco
stringclasses
10 values
timestamp
stringdate
2024-01-01 00:00:00
2024-12-30 23:00:00
tariff_band
stringclasses
5 values
baseline_kwh
float64
0.1
3.5
price_ngn_kwh
float64
42
348
price_multiplier
float64
0.7
1.7
observed_kwh
float64
0.08
3.76
reduction_pct
float64
0
32.1
elasticity_estimate
float64
-0.5
0.05
SM00000000
Benin
2024-12-29 18:00:00
B
1.602
198.85
1.326
1.573
1.85
-0.07
SM00000001
Eko
2024-11-13 20:00:00
B
1.334
217.64
1.451
1.156
13.32
-0.175
SM00000002
Benin
2024-10-20 00:00:00
C
0.755
93.48
0.779
0.732
3
0.007
SM00000003
Eko
2024-12-08 21:00:00
E
1.447
80.18
1.336
1.506
0
-0.01
SM00000004
Ikeja
2024-11-01 12:00:00
A
1.053
215.58
1.046
1
5.01
-0.148
SM00000005
Kano
2024-08-06 10:00:00
E
0.821
58.2
0.97
0.879
0
-0.291
SM00000006
Enugu
2024-02-16 08:00:00
C
0.654
117.49
0.979
0.618
5.47
-0.015
SM00000007
Abuja
2024-05-02 03:00:00
D
1.505
75.86
0.843
1.649
0
-0.208
SM00000008
Benin
2024-06-22 17:00:00
D
2.018
94.29
1.048
1.982
1.82
-0.1
SM00000009
Benin
2024-01-01 00:00:00
C
0.809
107.82
0.898
0.89
0
-0.106
SM00000010
Kaduna
2024-12-08 17:00:00
A
2.341
214.27
1.04
2.41
0
-0.244
SM00000011
Ikeja
2024-07-19 07:00:00
E
0.959
60.65
1.011
0.901
6.08
-0.159
SM00000012
Ikeja
2024-05-03 22:00:00
E
1.045
61.09
1.018
1.104
0
-0.36
SM00000013
Enugu
2024-03-07 19:00:00
A
0.852
267.67
1.299
0.804
5.66
-0.135
SM00000014
Ibadan
2024-03-20 17:00:00
C
1.214
119.62
0.997
1.16
4.44
-0.024
SM00000015
Benin
2024-06-12 12:00:00
A
0.657
204
0.99
0.593
9.72
-0.216
SM00000016
Jos
2024-03-12 04:00:00
C
1.158
116.9
0.974
1.164
0
-0.236
SM00000017
Port Harcourt
2024-06-09 07:00:00
E
1.027
58.12
0.969
1.084
0
-0.189
SM00000018
Port Harcourt
2024-08-31 18:00:00
E
1.432
88.08
1.468
1.215
15.16
-0.153
SM00000019
Abuja
2024-03-15 08:00:00
C
1.546
116.17
0.968
1.64
0
-0.133
SM00000020
Kaduna
2024-04-15 05:00:00
B
1.042
153.26
1.022
1.002
3.83
-0.116
SM00000021
Ibadan
2024-05-01 11:00:00
E
1.261
64.87
1.081
1.05
16.77
-0.239
SM00000022
Ikeja
2024-11-10 11:00:00
C
0.811
125.94
1.049
0.695
14.3
-0.15
SM00000023
Benin
2024-05-03 07:00:00
A
1.051
204.66
0.993
1.003
4.48
-0.244
SM00000024
Benin
2024-04-05 05:00:00
E
1.794
58.95
0.983
1.906
0
-0
SM00000025
Kano
2024-11-01 19:00:00
D
0.643
121.03
1.345
0.561
12.79
-0.161
SM00000026
Jos
2024-01-29 11:00:00
D
1.132
87
0.967
1.031
9
-0.213
SM00000027
Jos
2024-03-06 00:00:00
B
1.558
127.55
0.85
1.7
0
-0.258
SM00000028
Eko
2024-03-21 16:00:00
B
1.581
147.52
0.983
1.557
1.53
-0.126
SM00000029
Kaduna
2024-10-08 08:00:00
E
1.556
62.05
1.034
1.575
0
-0.22
SM00000030
Benin
2024-02-27 10:00:00
D
1.564
91.33
1.015
1.472
5.93
-0.15
SM00000031
Eko
2024-05-29 07:00:00
D
0.893
85.12
0.946
0.985
0
-0.155
SM00000032
Enugu
2024-09-10 13:00:00
B
1.963
152.51
1.017
1.907
2.85
-0.254
SM00000033
Ibadan
2024-04-27 22:00:00
C
0.987
121.38
1.011
0.891
9.7
-0.255
SM00000034
Abuja
2024-01-17 09:00:00
A
0.903
193.39
0.939
0.978
0
-0.206
SM00000035
Enugu
2024-10-19 11:00:00
C
1.056
118.85
0.99
1.084
0
-0.079
SM00000036
Ibadan
2024-03-22 17:00:00
B
0.873
145.6
0.971
0.825
5.46
-0.325
SM00000037
Ibadan
2024-05-24 01:00:00
A
1.322
176.84
0.858
1.304
1.34
-0.107
SM00000038
Benin
2024-01-16 10:00:00
D
0.945
92.5
1.028
0.885
6.32
-0.101
SM00000039
Ibadan
2024-08-08 20:00:00
D
1.623
140.48
1.561
1.298
20.05
-0.222
SM00000040
Abuja
2024-10-30 21:00:00
E
0.285
70.02
1.167
0.271
4.85
-0.237
SM00000041
Kaduna
2024-05-20 14:00:00
E
0.629
59.84
0.997
0.619
1.6
-0.218
SM00000042
Port Harcourt
2024-12-17 07:00:00
E
1.459
60.71
1.012
1.494
0
-0.161
SM00000043
Port Harcourt
2024-11-13 13:00:00
E
0.683
59
0.983
0.683
0
-0.188
SM00000044
Kaduna
2024-04-02 02:00:00
E
1.663
50.32
0.839
1.599
3.86
-0.117
SM00000045
Ikeja
2024-03-20 07:00:00
E
1.487
60.04
1.001
1.379
7.3
-0.04
SM00000046
Benin
2024-11-08 18:00:00
D
1.373
100.92
1.121
1.387
0
-0.157
SM00000047
Kaduna
2024-08-18 00:00:00
A
0.886
162.83
0.79
0.928
0
-0.171
SM00000048
Kaduna
2024-07-04 16:00:00
C
0.802
119.3
0.994
0.769
4.19
-0.193
SM00000049
Kano
2024-06-13 23:00:00
A
1.025
197.44
0.958
0.847
17.35
-0.034
SM00000050
Benin
2024-03-20 01:00:00
C
0.895
102.12
0.851
0.93
0
-0.156
SM00000051
Kaduna
2024-06-13 06:00:00
E
0.1
60.74
1.012
0.105
0
-0.301
SM00000052
Kaduna
2024-09-08 09:00:00
E
1.017
62.75
1.046
1.123
0
-0.167
SM00000053
Ikeja
2024-06-01 14:00:00
D
0.937
93.51
1.039
0.825
11.92
-0.193
SM00000054
Jos
2024-10-26 20:00:00
C
0.1
158.89
1.324
0.088
12.14
-0.169
SM00000055
Eko
2024-03-06 11:00:00
A
1.546
215.23
1.045
1.43
7.46
-0.111
SM00000056
Eko
2024-10-08 02:00:00
B
1.191
140
0.933
1.192
0
-0.191
SM00000057
Jos
2024-08-19 22:00:00
E
1.202
60.09
1.001
1.15
4.31
-0.047
SM00000058
Ikeja
2024-02-20 21:00:00
A
0.859
272.76
1.324
1.003
0
0.016
SM00000059
Eko
2024-10-07 07:00:00
D
0.915
93.03
1.034
0.877
4.18
-0.1
SM00000060
Port Harcourt
2024-03-11 08:00:00
D
0.265
93.26
1.036
0.245
7.41
-0.052
SM00000061
Jos
2024-09-04 03:00:00
C
1.114
106.39
0.887
1.167
0
-0.049
SM00000062
Eko
2024-03-29 23:00:00
C
1.122
123.49
1.029
1.015
9.57
-0.081
SM00000063
Jos
2024-01-06 07:00:00
B
1.217
143.91
0.959
1.194
1.89
-0.251
SM00000064
Enugu
2024-12-05 00:00:00
C
1.71
106.73
0.889
1.912
0
-0.163
SM00000065
Kano
2024-02-08 10:00:00
C
1.318
114.89
0.957
1.252
5.05
-0.283
SM00000066
Kano
2024-06-12 13:00:00
A
1.322
203.71
0.989
1.344
0
-0.186
SM00000067
Jos
2024-11-15 05:00:00
A
0.909
213.78
1.038
0.808
11.07
-0.197
SM00000068
Kano
2024-01-21 11:00:00
C
1.325
120.7
1.006
1.334
0
-0.083
SM00000069
Enugu
2024-04-22 07:00:00
A
0.724
211.83
1.028
0.65
10.26
-0.071
SM00000070
Enugu
2024-09-04 17:00:00
D
1.468
91.33
1.015
1.56
0
-0.263
SM00000071
Eko
2024-11-15 12:00:00
E
1.288
62.62
1.044
1.322
0
-0.115
SM00000072
Kano
2024-08-25 03:00:00
D
0.661
68.19
0.758
0.641
3.04
-0.212
SM00000073
Kaduna
2024-08-08 01:00:00
D
1.843
72.98
0.811
2.124
0
-0.226
SM00000074
Kano
2024-02-07 15:00:00
C
1.198
131.09
1.092
1.182
1.29
-0.16
SM00000075
Kano
2024-06-22 22:00:00
A
0.566
198.72
0.965
0.578
0
-0.119
SM00000076
Abuja
2024-03-17 04:00:00
A
1.232
187.33
0.909
1.299
0
-0.212
SM00000077
Benin
2024-04-13 14:00:00
A
0.396
185.53
0.901
0.394
0.46
-0.168
SM00000078
Benin
2024-03-07 22:00:00
C
0.1
125.46
1.046
0.103
0
-0.068
SM00000079
Jos
2024-01-08 19:00:00
B
1.9
210.9
1.406
1.806
4.96
-0.181
SM00000080
Benin
2024-03-14 03:00:00
C
1.23
105.18
0.876
1.359
0
-0.133
SM00000081
Port Harcourt
2024-12-22 07:00:00
A
0.851
204.68
0.994
0.882
0
-0.078
SM00000082
Ikeja
2024-05-01 16:00:00
E
1.442
60.13
1.002
1.643
0
-0.037
SM00000083
Kano
2024-11-20 20:00:00
B
0.752
191.39
1.276
0.701
6.77
-0.322
SM00000084
Ibadan
2024-07-20 22:00:00
D
0.72
88.55
0.984
0.716
0.61
-0.161
SM00000085
Ikeja
2024-03-09 22:00:00
C
0.586
121.57
1.013
0.582
0.7
-0.196
SM00000086
Port Harcourt
2024-07-23 11:00:00
D
1.33
90.46
1.005
1.181
11.2
-0.044
SM00000087
Ikeja
2024-05-20 13:00:00
E
1.808
61.39
1.023
1.79
1
-0.235
SM00000088
Port Harcourt
2024-06-30 01:00:00
C
0.992
110.36
0.92
0.866
12.66
-0.211
SM00000089
Kano
2024-01-16 16:00:00
A
0.89
210.28
1.021
0.997
0
-0.138
SM00000090
Jos
2024-08-05 08:00:00
E
1.171
61.67
1.028
1.206
0
-0.187
SM00000091
Benin
2024-06-01 00:00:00
D
0.84
74.39
0.827
0.875
0
-0.249
SM00000092
Ibadan
2024-07-05 09:00:00
D
1.985
84.91
0.943
1.943
2.11
-0.209
SM00000093
Kaduna
2024-06-06 08:00:00
A
2.143
208.64
1.013
2.192
0
-0.072
SM00000094
Jos
2024-01-01 15:00:00
E
1.344
59.36
0.989
1.567
0
-0.049
SM00000095
Ibadan
2024-04-01 04:00:00
E
0.715
60.85
1.014
0.745
0
-0.155
SM00000096
Ikeja
2024-09-01 10:00:00
A
0.625
208.42
1.012
0.687
0
-0.192
SM00000097
Port Harcourt
2024-11-21 19:00:00
E
1.144
82.25
1.371
1.049
8.33
-0.15
SM00000098
Kaduna
2024-11-17 13:00:00
E
1.46
58.69
0.978
1.532
0
0.025
SM00000099
Benin
2024-10-13 14:00:00
D
1.241
92.74
1.03
1.346
0
-0.102
End of preview. Expand in Data Studio
# Nigerian Energy & Utilities – Dynamic Pricing Response

Meter-level response to time-of-use/dynamic tariffs; elasticity around -0.15 median.

- **[category]** Smart Meters & Consumption
- **[rows]** ~120,000
- **[formats]** CSV + Parquet (snappy)
- **[geography]** Nigeria (DisCos, substations, plants)

## Schema

| column | dtype |

|---|---| | meter_id | object | | disco | object | | timestamp | object | | tariff_band | object | | baseline_kwh | float64 | | price_ngn_kwh | float64 | | price_multiplier | float64 | | observed_kwh | float64 | | reduction_pct | float64 | | elasticity_estimate | float64 |

## Usage

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

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