event_id
stringlengths 13
13
| meter_id
stringlengths 10
10
| disco
stringclasses 10
values | timestamp
stringdate 2024-01-01 00:00:00
2024-12-30 23:00:00
| anomaly_type
stringclasses 6
values | expected_kwh
float64 0
3.8
| observed_kwh
float64 0
11.1
| delta_kwh
float64 -2.97
8.23
| zscore
float64 -3.52
10
| flagged
bool 2
classes | resolution_status
stringclasses 4
values | lat
float64 4.2
13.9
| lon
float64 2.7
14.7
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|
ANM-000000000
|
SM00000000
|
Abuja
|
2024-11-28 20:00:00
|
normal
| 2.231
| 2.48
| 0.249
| 0.358
| false
|
normal
| 12.02254
| 5.31797
|
ANM-000000001
|
SM00000001
|
Kaduna
|
2024-09-07 09:00:00
|
normal
| 1.004
| 1.08
| 0.075
| 0.167
| false
|
normal
| 9.59334
| 12.00394
|
ANM-000000002
|
SM00000002
|
Benin
|
2024-05-27 06:00:00
|
normal
| 0.792
| 0.788
| -0.004
| -0.01
| false
|
normal
| 9.0573
| 5.90544
|
ANM-000000003
|
SM00000003
|
Kaduna
|
2024-01-09 20:00:00
|
normal
| 2.251
| 1.852
| -0.399
| -0.57
| false
|
normal
| 9.47914
| 10.77993
|
ANM-000000004
|
SM00000004
|
Ibadan
|
2024-12-27 11:00:00
|
normal
| 2.25
| 2.052
| -0.198
| -0.283
| false
|
normal
| 12.35
| 5.26204
|
ANM-000000005
|
SM00000005
|
Ikeja
|
2024-06-07 03:00:00
|
normal
| 1.105
| 0.968
| -0.137
| -0.291
| false
|
normal
| 8.89036
| 8.20019
|
ANM-000000006
|
SM00000006
|
Kaduna
|
2024-03-27 01:00:00
|
normal
| 1.252
| 1.298
| 0.045
| 0.091
| false
|
normal
| 4.71609
| 10.04823
|
ANM-000000007
|
SM00000007
|
Ikeja
|
2024-10-24 12:00:00
|
normal
| 1.331
| 1.412
| 0.081
| 0.157
| false
|
normal
| 8.03866
| 12.45675
|
ANM-000000008
|
SM00000008
|
Benin
|
2024-09-29 22:00:00
|
normal
| 1.27
| 1.457
| 0.187
| 0.371
| false
|
normal
| 5.33302
| 7.02599
|
ANM-000000009
|
SM00000009
|
Kano
|
2024-11-23 20:00:00
|
normal
| 0
| 0
| 0
| 0
| false
|
normal
| 4.80803
| 5.08977
|
ANM-000000010
|
SM00000010
|
Enugu
|
2024-07-29 04:00:00
|
normal
| 0.63
| 0.677
| 0.047
| 0.125
| false
|
normal
| 5.14535
| 14.25986
|
ANM-000000011
|
SM00000011
|
Abuja
|
2024-04-10 17:00:00
|
normal
| 1.45
| 1.424
| -0.026
| -0.048
| false
|
normal
| 7.49419
| 13.62568
|
ANM-000000012
|
SM00000012
|
Abuja
|
2024-05-10 19:00:00
|
normal
| 0.668
| 0.713
| 0.045
| 0.118
| false
|
normal
| 5.44036
| 5.08549
|
ANM-000000013
|
SM00000013
|
Abuja
|
2024-10-29 14:00:00
|
zero_consumption
| 1.104
| 4.475
| 3.371
| 7.16
| true
|
investigating
| 6.68296
| 6.01346
|
ANM-000000014
|
SM00000014
|
Port Harcourt
|
2024-12-18 09:00:00
|
normal
| 0.787
| 0.855
| 0.068
| 0.168
| false
|
normal
| 11.77999
| 9.20268
|
ANM-000000015
|
SM00000015
|
Kano
|
2024-05-20 17:00:00
|
normal
| 0.181
| 0.223
| 0.042
| 0.147
| false
|
normal
| 6.33874
| 12.91849
|
ANM-000000016
|
SM00000016
|
Port Harcourt
|
2024-09-23 04:00:00
|
normal
| 1.054
| 1.069
| 0.015
| 0.033
| false
|
normal
| 8.06386
| 5.5659
|
ANM-000000017
|
SM00000017
|
Eko
|
2024-09-30 16:00:00
|
normal
| 1.192
| 1.378
| 0.186
| 0.38
| false
|
normal
| 9.53673
| 4.21845
|
ANM-000000018
|
SM00000018
|
Enugu
|
2024-11-14 00:00:00
|
meter_tamper
| 0.415
| 0.14
| -0.275
| -0.827
| true
|
resolved
| 7.32692
| 13.11734
|
ANM-000000019
|
SM00000019
|
Eko
|
2024-03-01 12:00:00
|
normal
| 1.278
| 1.254
| -0.023
| -0.046
| false
|
normal
| 4.66205
| 12.22288
|
ANM-000000020
|
SM00000020
|
Abuja
|
2024-03-03 06:00:00
|
normal
| 1.576
| 1.636
| 0.06
| 0.106
| false
|
normal
| 6.46005
| 14.51278
|
ANM-000000021
|
SM00000021
|
Benin
|
2024-07-03 03:00:00
|
normal
| 1.751
| 1.782
| 0.031
| 0.052
| false
|
normal
| 4.9018
| 13.03316
|
ANM-000000022
|
SM00000022
|
Benin
|
2024-04-15 07:00:00
|
normal
| 1.496
| 1.251
| -0.245
| -0.446
| false
|
normal
| 10.23034
| 4.4369
|
ANM-000000023
|
SM00000023
|
Ibadan
|
2024-02-10 07:00:00
|
normal
| 0.18
| 0.18
| 0.001
| 0.003
| false
|
normal
| 6.53523
| 8.17947
|
ANM-000000024
|
SM00000024
|
Eko
|
2024-05-14 11:00:00
|
normal
| 0.957
| 0.996
| 0.039
| 0.088
| false
|
normal
| 5.28311
| 10.31913
|
ANM-000000025
|
SM00000025
|
Kano
|
2024-03-27 11:00:00
|
normal
| 1.545
| 1.603
| 0.058
| 0.104
| false
|
normal
| 13.19365
| 4.15095
|
ANM-000000026
|
SM00000026
|
Port Harcourt
|
2024-08-09 09:00:00
|
normal
| 0
| 0
| 0
| 0
| false
|
normal
| 12.9111
| 3.30381
|
ANM-000000027
|
SM00000027
|
Eko
|
2024-01-11 20:00:00
|
bypass
| 1.47
| 0.153
| -1.317
| -2.421
| true
|
investigating
| 5.40585
| 13.02618
|
ANM-000000028
|
SM00000028
|
Kano
|
2024-05-19 15:00:00
|
normal
| 0.817
| 0.88
| 0.062
| 0.151
| false
|
normal
| 12.30474
| 5.73754
|
ANM-000000029
|
SM00000029
|
Jos
|
2024-12-19 06:00:00
|
normal
| 0.52
| 0.524
| 0.003
| 0.009
| false
|
normal
| 12.59106
| 9.8465
|
ANM-000000030
|
SM00000030
|
Ikeja
|
2024-09-06 21:00:00
|
normal
| 0.449
| 0.41
| -0.039
| -0.115
| false
|
normal
| 8.22802
| 8.71609
|
ANM-000000031
|
SM00000031
|
Kaduna
|
2024-01-13 15:00:00
|
normal
| 0.347
| 0.428
| 0.082
| 0.255
| false
|
normal
| 10.23585
| 14.34819
|
ANM-000000032
|
SM00000032
|
Benin
|
2024-04-19 03:00:00
|
normal
| 0.94
| 0.748
| -0.191
| -0.437
| false
|
normal
| 12.55514
| 13.60471
|
ANM-000000033
|
SM00000033
|
Port Harcourt
|
2024-02-11 08:00:00
|
normal
| 1.93
| 1.693
| -0.236
| -0.372
| false
|
normal
| 5.97329
| 9.56335
|
ANM-000000034
|
SM00000034
|
Jos
|
2024-08-14 22:00:00
|
normal
| 2.026
| 2.076
| 0.05
| 0.076
| false
|
normal
| 7.38193
| 4.72516
|
ANM-000000035
|
SM00000035
|
Ikeja
|
2024-10-18 09:00:00
|
normal
| 0.98
| 0.811
| -0.169
| -0.378
| true
|
normal
| 12.15176
| 11.44385
|
ANM-000000036
|
SM00000036
|
Abuja
|
2024-09-11 19:00:00
|
normal
| 0.355
| 0.346
| -0.009
| -0.029
| false
|
normal
| 11.91432
| 6.64866
|
ANM-000000037
|
SM00000037
|
Port Harcourt
|
2024-12-26 01:00:00
|
normal
| 1.627
| 1.779
| 0.152
| 0.265
| false
|
normal
| 7.39472
| 6.71629
|
ANM-000000038
|
SM00000038
|
Enugu
|
2024-07-15 19:00:00
|
normal
| 1.041
| 1.016
| -0.025
| -0.054
| false
|
normal
| 8.67009
| 14.38994
|
ANM-000000039
|
SM00000039
|
Benin
|
2024-11-26 14:00:00
|
normal
| 0.498
| 0.447
| -0.051
| -0.146
| false
|
normal
| 7.04786
| 5.92628
|
ANM-000000040
|
SM00000040
|
Eko
|
2024-09-15 00:00:00
|
sudden_spike
| 2.543
| 0
| -2.543
| -3.352
| true
|
investigating
| 10.07321
| 9.00713
|
ANM-000000041
|
SM00000041
|
Port Harcourt
|
2024-10-29 02:00:00
|
normal
| 0.705
| 0.765
| 0.06
| 0.155
| false
|
normal
| 13.50791
| 8.77736
|
ANM-000000042
|
SM00000042
|
Eko
|
2024-01-31 16:00:00
|
normal
| 1.384
| 1.423
| 0.039
| 0.074
| false
|
normal
| 7.48589
| 8.82225
|
ANM-000000043
|
SM00000043
|
Jos
|
2024-09-29 09:00:00
|
normal
| 0.181
| 0.178
| -0.003
| -0.011
| false
|
normal
| 10.55553
| 12.9587
|
ANM-000000044
|
SM00000044
|
Eko
|
2024-10-29 03:00:00
|
normal
| 1.135
| 0.996
| -0.139
| -0.292
| false
|
normal
| 12.08516
| 6.66608
|
ANM-000000045
|
SM00000045
|
Enugu
|
2024-11-05 13:00:00
|
normal
| 0.831
| 0.733
| -0.098
| -0.236
| false
|
normal
| 11.66249
| 5.99014
|
ANM-000000046
|
SM00000046
|
Ibadan
|
2024-07-26 06:00:00
|
normal
| 0.837
| 0.886
| 0.048
| 0.116
| false
|
normal
| 7.73201
| 9.27669
|
ANM-000000047
|
SM00000047
|
Ibadan
|
2024-05-24 06:00:00
|
normal
| 1.887
| 2.207
| 0.321
| 0.511
| false
|
normal
| 9.09868
| 7.64395
|
ANM-000000048
|
SM00000048
|
Eko
|
2024-06-26 13:00:00
|
normal
| 2.016
| 2.198
| 0.182
| 0.279
| false
|
normal
| 11.51322
| 2.70237
|
ANM-000000049
|
SM00000049
|
Jos
|
2024-09-08 15:00:00
|
normal
| 0.75
| 0.69
| -0.06
| -0.15
| false
|
normal
| 13.42995
| 11.85814
|
ANM-000000050
|
SM00000050
|
Ibadan
|
2024-11-01 18:00:00
|
normal
| 1.621
| 1.54
| -0.08
| -0.14
| false
|
normal
| 11.62002
| 6.11745
|
ANM-000000051
|
SM00000051
|
Abuja
|
2024-12-15 09:00:00
|
normal
| 1.495
| 1.452
| -0.043
| -0.078
| false
|
normal
| 9.96252
| 13.60776
|
ANM-000000052
|
SM00000052
|
Ikeja
|
2024-06-10 12:00:00
|
normal
| 0.572
| 0.518
| -0.054
| -0.148
| false
|
normal
| 8.1251
| 5.60492
|
ANM-000000053
|
SM00000053
|
Jos
|
2024-05-19 12:00:00
|
normal
| 0.296
| 0.33
| 0.033
| 0.108
| false
|
normal
| 9.55458
| 6.41995
|
ANM-000000054
|
SM00000054
|
Ikeja
|
2024-03-19 23:00:00
|
normal
| 0.585
| 0.689
| 0.104
| 0.282
| false
|
normal
| 9.37898
| 5.185
|
ANM-000000055
|
SM00000055
|
Jos
|
2024-07-30 06:00:00
|
normal
| 0.151
| 0.144
| -0.007
| -0.024
| false
|
normal
| 11.13149
| 9.85325
|
ANM-000000056
|
SM00000056
|
Eko
|
2024-06-27 03:00:00
|
normal
| 1.542
| 1.488
| -0.054
| -0.097
| false
|
normal
| 9.14924
| 5.8738
|
ANM-000000057
|
SM00000057
|
Eko
|
2024-07-20 00:00:00
|
normal
| 0.777
| 0.831
| 0.055
| 0.135
| false
|
normal
| 10.33715
| 14.26502
|
ANM-000000058
|
SM00000058
|
Enugu
|
2024-04-29 06:00:00
|
normal
| 0.873
| 0.951
| 0.078
| 0.184
| false
|
normal
| 11.84433
| 12.78294
|
ANM-000000059
|
SM00000059
|
Port Harcourt
|
2024-02-15 09:00:00
|
normal
| 2.111
| 1.768
| -0.343
| -0.51
| false
|
normal
| 10.64779
| 9.62374
|
ANM-000000060
|
SM00000060
|
Port Harcourt
|
2024-10-19 20:00:00
|
normal
| 1.451
| 1.359
| -0.092
| -0.171
| false
|
normal
| 11.51076
| 10.59157
|
ANM-000000061
|
SM00000061
|
Jos
|
2024-02-04 20:00:00
|
normal
| 1.536
| 1.331
| -0.205
| -0.368
| false
|
normal
| 8.39825
| 8.03786
|
ANM-000000062
|
SM00000062
|
Abuja
|
2024-05-20 06:00:00
|
normal
| 0.892
| 0.971
| 0.079
| 0.184
| false
|
normal
| 13.47441
| 11.34021
|
ANM-000000063
|
SM00000063
|
Benin
|
2024-05-26 05:00:00
|
normal
| 1.709
| 1.697
| -0.012
| -0.02
| false
|
normal
| 8.48511
| 13.7831
|
ANM-000000064
|
SM00000064
|
Benin
|
2024-09-19 07:00:00
|
normal
| 1.466
| 1.498
| 0.032
| 0.058
| false
|
normal
| 7.3825
| 11.67854
|
ANM-000000065
|
SM00000065
|
Eko
|
2024-03-31 01:00:00
|
normal
| 0
| 0
| 0
| 0
| false
|
normal
| 12.96941
| 8.76031
|
ANM-000000066
|
SM00000066
|
Kaduna
|
2024-12-27 16:00:00
|
normal
| 1.767
| 1.546
| -0.221
| -0.366
| false
|
normal
| 4.59779
| 13.53161
|
ANM-000000067
|
SM00000067
|
Benin
|
2024-09-19 06:00:00
|
normal
| 1.549
| 1.688
| 0.14
| 0.25
| false
|
normal
| 4.88769
| 8.21991
|
ANM-000000068
|
SM00000068
|
Benin
|
2024-05-31 22:00:00
|
normal
| 1.498
| 1.281
| -0.217
| -0.395
| false
|
normal
| 11.04577
| 5.03095
|
ANM-000000069
|
SM00000069
|
Ibadan
|
2024-08-07 20:00:00
|
normal
| 0.837
| 0.853
| 0.016
| 0.039
| false
|
normal
| 11.67569
| 11.53132
|
ANM-000000070
|
SM00000070
|
Kaduna
|
2024-11-28 21:00:00
|
normal
| 0.066
| 0.061
| -0.005
| -0.02
| true
|
normal
| 7.95832
| 8.5734
|
ANM-000000071
|
SM00000071
|
Port Harcourt
|
2024-04-26 03:00:00
|
normal
| 1.229
| 1.291
| 0.062
| 0.126
| false
|
normal
| 11.6692
| 8.00668
|
ANM-000000072
|
SM00000072
|
Jos
|
2024-04-08 11:00:00
|
normal
| 0.979
| 0.99
| 0.01
| 0.023
| false
|
normal
| 5.33433
| 9.74733
|
ANM-000000073
|
SM00000073
|
Ikeja
|
2024-07-01 14:00:00
|
zero_consumption
| 1.071
| 0.325
| -0.747
| -1.608
| true
|
resolved
| 4.72887
| 12.38929
|
ANM-000000074
|
SM00000074
|
Kaduna
|
2024-12-28 16:00:00
|
normal
| 0.994
| 0.97
| -0.024
| -0.054
| false
|
normal
| 7.67246
| 14.39149
|
ANM-000000075
|
SM00000075
|
Kaduna
|
2024-10-17 03:00:00
|
normal
| 2.056
| 1.81
| -0.246
| -0.372
| false
|
normal
| 6.6193
| 7.52861
|
ANM-000000076
|
SM00000076
|
Benin
|
2024-07-11 16:00:00
|
normal
| 0.309
| 0.335
| 0.026
| 0.083
| false
|
normal
| 13.04045
| 7.41578
|
ANM-000000077
|
SM00000077
|
Eko
|
2024-07-04 08:00:00
|
normal
| 1.455
| 1.413
| -0.043
| -0.079
| false
|
normal
| 5.95688
| 7.89581
|
ANM-000000078
|
SM00000078
|
Enugu
|
2024-06-05 00:00:00
|
normal
| 0.637
| 0.609
| -0.028
| -0.074
| false
|
normal
| 9.52368
| 10.1857
|
ANM-000000079
|
SM00000079
|
Jos
|
2024-05-11 11:00:00
|
normal
| 0.908
| 0.922
| 0.014
| 0.033
| false
|
normal
| 6.68521
| 12.64256
|
ANM-000000080
|
SM00000080
|
Jos
|
2024-09-30 19:00:00
|
normal
| 0.816
| 0.954
| 0.138
| 0.333
| false
|
normal
| 9.364
| 8.96997
|
ANM-000000081
|
SM00000081
|
Port Harcourt
|
2024-11-29 01:00:00
|
normal
| 1.324
| 1.237
| -0.087
| -0.168
| false
|
normal
| 6.94305
| 10.16486
|
ANM-000000082
|
SM00000082
|
Benin
|
2024-10-11 03:00:00
|
normal
| 1.73
| 1.692
| -0.038
| -0.064
| false
|
normal
| 9.52883
| 4.48315
|
ANM-000000083
|
SM00000083
|
Eko
|
2024-09-14 13:00:00
|
normal
| 1.783
| 1.989
| 0.206
| 0.34
| false
|
normal
| 11.65654
| 14.1487
|
ANM-000000084
|
SM00000084
|
Benin
|
2024-10-09 00:00:00
|
normal
| 0.909
| 0.877
| -0.033
| -0.076
| false
|
normal
| 13.82313
| 7.38222
|
ANM-000000085
|
SM00000085
|
Port Harcourt
|
2024-02-02 17:00:00
|
normal
| 1.688
| 1.83
| 0.142
| 0.242
| false
|
normal
| 11.49407
| 5.71387
|
ANM-000000086
|
SM00000086
|
Port Harcourt
|
2024-11-27 01:00:00
|
normal
| 0.587
| 0.61
| 0.023
| 0.062
| true
|
normal
| 4.39901
| 4.78374
|
ANM-000000087
|
SM00000087
|
Enugu
|
2024-07-03 09:00:00
|
normal
| 1.311
| 1.297
| -0.014
| -0.027
| false
|
normal
| 4.65113
| 6.9732
|
ANM-000000088
|
SM00000088
|
Enugu
|
2024-06-07 15:00:00
|
normal
| 0.234
| 0.236
| 0.002
| 0.007
| false
|
normal
| 13.62973
| 10.30658
|
ANM-000000089
|
SM00000089
|
Ikeja
|
2024-08-20 16:00:00
|
normal
| 2.16
| 2.634
| 0.474
| 0.695
| false
|
normal
| 9.90395
| 12.39065
|
ANM-000000090
|
SM00000090
|
Benin
|
2024-08-17 05:00:00
|
sudden_spike
| 1.689
| 0.507
| -1.182
| -2.011
| true
|
investigating
| 6.90595
| 9.53268
|
ANM-000000091
|
SM00000091
|
Kano
|
2024-06-11 19:00:00
|
normal
| 2.031
| 2.053
| 0.022
| 0.033
| false
|
normal
| 11.00674
| 10.7529
|
ANM-000000092
|
SM00000092
|
Port Harcourt
|
2024-10-27 02:00:00
|
normal
| 0.341
| 0.323
| -0.018
| -0.056
| false
|
normal
| 10.82663
| 9.51903
|
ANM-000000093
|
SM00000093
|
Kaduna
|
2024-04-14 21:00:00
|
normal
| 0.759
| 0.796
| 0.037
| 0.092
| false
|
normal
| 12.55535
| 4.95706
|
ANM-000000094
|
SM00000094
|
Jos
|
2024-11-27 09:00:00
|
normal
| 0.893
| 0.644
| -0.25
| -0.583
| false
|
normal
| 13.84812
| 11.14795
|
ANM-000000095
|
SM00000095
|
Jos
|
2024-02-02 17:00:00
|
normal
| 0.178
| 0.211
| 0.032
| 0.114
| false
|
normal
| 10.37348
| 3.39533
|
ANM-000000096
|
SM00000096
|
Ikeja
|
2024-11-19 03:00:00
|
normal
| 0.799
| 0.644
| -0.155
| -0.377
| false
|
normal
| 5.77735
| 4.5939
|
ANM-000000097
|
SM00000097
|
Eko
|
2024-06-03 06:00:00
|
normal
| 1.096
| 1.073
| -0.023
| -0.049
| false
|
normal
| 10.24088
| 7.9976
|
ANM-000000098
|
SM00000098
|
Kano
|
2024-04-02 02:00:00
|
normal
| 1.271
| 1.5
| 0.229
| 0.454
| false
|
normal
| 5.61483
| 4.09619
|
ANM-000000099
|
SM00000099
|
Ikeja
|
2024-09-26 19:00:00
|
normal
| 1.403
| 1.379
| -0.023
| -0.044
| false
|
normal
| 7.49651
| 10.52476
|
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