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float64
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float64
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float64
t6
float64
t7
float64
t8
float64
t9
float64
t10
float64
t11
float64
t12
float64
t13
float64
t14
float64
t15
float64
t16
float64
t17
float64
t18
float64
t19
float64
t20
float64
t21
float64
t22
float64
t23
float64
t24
float64
t25
float64
t26
float64
t27
float64
t28
float64
t29
float64
t30
float64
t31
float64
label
int64
label_name
string
45.929
45.879
46.269
46.228
45.932
45.399
45.933
46.179
46.161
46.157
46.109
46.454
46.427
46.028
45.8
45.721
46.306
46.386
46.339
45.706
46.083
46.755
46.353
46.18
46.19
46.312
46.69
46.765
46.589
46.069
46.619
46.735
0
normal
48.828
48.771
48.97
48.951
48.795
48.677
49.109
49.059
49.178
49.752
48.661
48.665
49.542
49.246
48.9
49.298
49.27
49.26
49.58
49.337
49.556
49.397
49.398
49.442
49.187
49.314
50.267
29.752
49.398
49.889
49.848
49.757
1
anomaly
51.614
50.6
50.882
50.688
51.029
51.066
51.339
50.921
51.218
51.027
51.348
51.518
51.564
51.339
52.144
50.929
51.652
52.157
51.853
51.65
51.566
52.232
51.372
51.925
52.35
51.794
51.555
52.017
52.161
52.144
52.135
52.255
0
normal
53.173
46.741
48.522
49.47
53.611
49.665
50.152
47.315
50.754
48.902
43.53
37.725
48.425
44.702
49.328
48.616
45.838
52.941
42.187
48.906
46.85
52.515
45.001
51.606
43.311
48.759
48.486
46.593
49.14
45.333
41.071
48.319
1
anomaly
53.129
53.484
53.907
53.614
54.038
53.791
53.844
53.091
53.969
53.599
53.706
53.196
53.125
53.111
53.851
53.381
53.552
53.535
53.453
53.65
53.286
53.663
53.187
52.809
53.424
53.468
53.47
52.892
53.417
53.052
52.867
52.961
0
normal
51.929
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
anomaly
47.299
47.291
47.457
47.378
47.244
47.156
47.29
47.042
46.705
47.191
47.265
47.533
46.574
46.604
46.59
46.697
46.472
46.695
47.009
47.171
46.712
46.259
46.292
46.328
46.188
46.596
46.423
45.989
46.579
46.241
45.935
46.073
0
normal
55.099
52.015
44.455
49.553
50.288
52.452
55.839
59.278
48.296
43.322
48.296
45.103
56.922
51.544
53.376
50.478
46.896
52.962
51.785
53.988
68.491
50.156
52.226
52.572
58.26
49.391
44.276
60.095
45.394
40.024
41.836
54.971
1
anomaly
46.574
46.906
46.803
46.884
46.578
47.063
46.75
47.035
46.941
46.734
46.981
46.493
46.553
46.76
46.79
47.063
47.113
47.263
47.153
47.512
47.254
46.988
47.175
47.42
47.167
47.13
47.192
46.994
47.362
47.619
47.437
47.46
0
normal
49.695
49.653
55.72
46.8
60.091
49.681
54.404
49.724
58.79
47.363
56.973
42.582
47.314
50.976
56.716
54.399
59.798
53.626
49.081
50.514
51.152
52.518
56.92
52.885
53.586
50.859
61.311
50.622
52.637
53.028
49.338
41.255
1
anomaly
55.543
54.843
55.117
54.955
55.241
55.147
54.99
55.074
55.588
54.877
54.716
55.161
55.477
55.276
55.476
54.876
55.237
55.625
55.315
55.715
55.348
55.246
55.734
55.456
54.444
55.821
55.735
55.656
55.387
55.473
55.122
55.257
0
normal
51.292
51.495
51.547
51.617
51.193
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
anomaly
52.785
51.949
51.99
52.344
51.751
51.492
52.244
52.128
52.752
52.23
52.476
52.424
53.234
51.71
52.359
52.115
52.487
52.418
52.57
52.442
52.02
51.807
51.945
51.442
52.18
52.153
52.095
52.706
51.991
52.178
52.229
52.648
0
normal
51.346
51.268
42.318
42.161
41.889
42.349
41.626
51.284
50.948
50.735
50.775
50.372
50.969
51.474
50.806
50.538
50.395
50.618
50.2
50.213
50.725
50.557
50.338
50.773
50.407
50.386
49.988
49.408
50.021
50.07
50.157
50.23
1
anomaly
52.033
52.158
51.953
52.077
52.906
52.54
52.324
52.186
53.185
52.615
52.606
52.629
53.136
52.538
52.938
52.288
53.486
52.515
53.081
53.545
52.617
53.224
52.247
53.242
53.175
53.554
53.533
52.988
53.48
53.394
53.529
53.029
0
normal
47.088
47.159
47.098
47.475
47.416
47.357
47.702
47.439
47.093
46.852
47.153
47.426
47.17
47.311
70.235
70.591
70.737
70.4
46.969
46.587
46.911
47.115
47.201
46.63
46.918
47.492
46.738
47.43
47.05
46.838
47.073
46.777
1
anomaly
49.134
49.03
48.336
48.12
48.643
48.844
48.112
48.825
48.424
48.885
48.617
48.527
48.072
48.056
48.579
48.41
48.519
48.482
47.793
47.927
48.006
47.65
48.335
47.881
47.497
48.173
47.508
47.689
48.288
46.974
47.773
47.558
0
normal
47.577
45.461
57.983
44.143
55.365
59.776
40.073
46.372
49.886
54.788
55.258
48.564
42.846
43.227
46.025
46.43
46.752
55.058
45.241
50.943
54.057
43.149
47.205
60.26
44.867
56.723
51.156
47.023
53.391
55.442
47.026
53.091
1
anomaly
47.657
48.037
47.825
47.206
47.969
47.827
47.481
47.581
47.946
49.041
48.214
48.936
48.063
48.062
47.812
48.121
47.766
48.023
48.09
48.419
48.38
48.066
48.443
48.615
48.56
47.552
48.791
48.247
48.63
48.453
48.427
48.503
0
normal
46.47
45.873
46.03
46.459
45.9
46.018
45.634
45.668
45.668
45.878
45.532
45.75
45.872
45.306
46.039
45.748
45.482
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
anomaly
53.999
54.619
53.669
53.952
54.146
54.507
53.99
54.095
53.378
54.051
53.76
54.148
53.395
53.804
53.411
53.604
53.205
53.263
54.441
53.229
53.105
53.184
53.602
53.739
53.127
53.445
53.22
53.143
53.177
52.998
52.857
52.997
0
normal
48.759
47.89
46.645
46.169
43.872
43.347
41.733
40.64
39.383
38.255
37.241
35.62
34.306
33.093
32.82
30.982
29.989
28.426
27.883
26.181
24.529
24.084
22.801
21.326
20.308
19.331
18.294
17.214
15.854
15.347
12.492
11.538
1
anomaly
50.227
50.731
50.816
50.478
50.594
51.079
51.113
50.636
50.166
50.882
50.317
50.674
50.703
50.753
50.817
50.694
50.567
50.356
50.651
50.752
51.468
50.969
50.776
50.894
51.639
50.688
51.528
51.068
51.125
51.057
50.673
51.256
0
normal
52.039
51.836
52.446
52.417
52.288
51.686
52.186
51.974
51.938
51.732
51.652
51.809
65.416
65.306
65.06
65.696
65.346
52.213
52.084
51.679
50.928
52.142
51.399
51.59
51.104
51.28
51.475
51.037
52.294
51.432
51.235
51.717
1
anomaly
50.165
50.256
50.814
49.991
50.84
50.17
50.512
50.609
50.724
50.433
50.461
50.26
50.397
50.423
49.868
50.384
50.09
50.285
49.704
50.041
49.661
49.978
49.899
49.88
49.584
49.603
49.752
50.037
49.304
49.091
49.707
49.836
0
normal
52.161
51.954
51.724
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
anomaly
46.298
45.88
46.714
46.833
47.117
46.906
47.33
46.465
46.627
47.245
46.78
47.24
47.086
47.149
47.249
47.637
47.135
46.943
46.897
47.452
47.239
47.619
47.37
47.771
46.952
47.736
47.765
47.866
48.172
47.511
48.286
47.339
0
normal
52.787
56.675
47.789
50.34
51.618
51.08
51.052
55.355
50.5
51.169
52.265
43.951
53.633
53.348
48.375
51.514
53.982
52.655
50.083
51.866
46.504
50.436
51.988
48.888
48.223
51.384
55.543
50.104
53.301
49.872
50.673
53.57
1
anomaly
48.771
48.436
48.3
48.475
48.423
48.424
48.821
48.464
48.723
48.915
48.563
48.386
48.549
48.749
49.159
48.642
48.781
47.902
48.555
48.503
48.648
48.227
48.856
48.875
48.63
48.617
48.482
48.343
48.459
48.559
49.074
47.917
0
normal
44.533
41.071
47.626
46.214
51.528
50.585
44.955
46.949
40.418
37.794
46.166
53.226
46.912
51.848
46.93
44.043
49.971
47.669
56.253
52.896
43.604
52.547
50.162
40.149
45.361
37.292
37.534
47.073
44.276
41.018
51.266
36.337
1
anomaly
51.353
50.695
50.939
51.201
50.937
50.721
50.697
50.816
50.893
50.404
50.843
50.606
51.273
51.335
51.167
51.137
51.103
51.218
51.654
52.09
51.439
51.549
52.089
52.135
52.132
51.901
51.996
52.166
51.608
52.082
51.611
52.329
0
normal
49.817
48.734
48.663
49.502
49.012
49.174
49.163
49.242
48.934
49.305
48.974
49.22
48.62
48.623
48.738
48.986
48.088
48.448
48.339
48.588
48.302
48.605
48.465
48.21
0
0
0
0
0
0
0
0
1
anomaly
46.3
45.726
46.303
45.799
46.53
46.051
46.06
45.089
45.959
45.657
45.627
46.014
45.535
45.511
45.515
45.76
45.603
45.388
45.51
45.428
45.286
45.833
46.062
45.424
44.625
45.13
45.056
44.847
45.663
45.585
44.772
45.421
0
normal
52.649
52.202
52.449
52.982
53.071
52.393
52.564
53.151
53.117
52.941
53.293
52.821
52.81
51.925
51.163
50.594
48.424
47.478
45.604
44.758
44.559
43.655
41.876
40.517
40.304
38.291
37.742
36.271
35.888
34.407
32.918
31.694
1
anomaly
45.673
45.306
46.409
45.7
45.755
46.295
45.721
45.808
45.508
45.625
46.046
46.263
45.907
45.53
45.483
45.284
45.476
45.173
45.456
45.469
45.673
45.246
45.049
45.091
45.674
45.246
45.171
45.181
45.09
45.66
45.195
45.196
0
normal
49.244
49.45
49.732
49.109
49.308
49.021
49.089
49.134
49.551
48.888
49.169
49.31
49.037
49.523
48.32
49.48
48.712
48.555
48.733
49.066
48.83
48.705
26.293
26.547
26.038
25.671
25.632
48.434
48.364
48.885
48.545
48.514
1
anomaly
53.851
54.377
53.875
53.874
53.318
54.181
54.391
53.391
52.983
54.128
54.366
53.703
54.305
54.078
53.78
53.98
53.42
54.07
53.635
53.751
54.048
54.285
53.842
54.51
54.377
53.918
53.728
54.147
54.27
54.112
54.243
54.157
0
normal
37.753
43.233
47.38
55.527
49.761
49.21
47.361
49.945
40.113
44.948
54.062
49.712
45.362
50.706
49.628
49.55
47.707
52.238
47.073
47.868
38.505
45.625
51.357
47.552
44.705
54.727
47.925
44.7
50.257
46.39
51.501
43.384
1
anomaly
51.228
52.179
51.463
51.796
51.599
51.889
52.19
52.034
51.966
52.342
52.11
51.584
52.496
52.392
51.995
51.162
51.931
52.133
52.072
52.672
52.146
52.417
52.042
52.725
52.417
52.85
52.302
52.801
52.302
52.425
52.786
52.909
0
normal
53.796
46.47
48.983
53.247
55.9
51.141
47.473
48.59
39.909
55.008
46.06
56.716
48.57
48.532
47.952
42.051
48.076
52.499
54.027
47.822
52.142
35.847
51.242
49.541
56.491
50.321
45.466
56.41
52.88
53.283
52.379
50.86
1
anomaly
44.363
43.428
43.367
43.948
43.726
43.431
43.574
44.345
43.761
43.867
43.468
43.833
43.121
44.566
44.132
44.209
43.849
43.628
44.031
43.59
44.279
44.121
44
43.762
43.34
43.718
43.671
43.378
43.479
44.076
43.698
44.1
0
normal
45.669
56.565
47.633
48.955
49.555
47.161
44.372
48.191
49.216
47.557
45.214
54.137
51.057
52.099
55.648
44.731
44.545
46.931
48.69
49.518
44.239
56.048
59.21
49.031
47.623
57.995
45.357
51.448
52.361
52.575
49.32
42.677
1
anomaly
49.489
50.334
49.85
50.443
50.111
50.301
50.024
50.207
50.267
50.663
50.153
50.759
49.925
50.883
50.787
50.919
50.047
50.521
51.03
50.345
50.151
50.364
50.563
51.468
50.5
50.759
51.266
51.359
50.86
50.909
51.567
51.162
0
normal
43.026
55.826
38.438
43.819
44.089
42.352
46.756
38.876
36.02
40.128
52.728
47.932
42.854
41.878
51.05
43.558
46.647
43.397
47.029
49.479
45.387
43.722
45.815
50.097
46.902
42.015
47.944
53.11
46.037
43.591
44.832
44.104
1
anomaly
50.269
50.496
50.022
49.979
50.891
50.624
50.133
50.668
50.224
50.6
50.403
50.442
50.308
49.834
50.252
50.291
49.756
50.135
49.628
50.807
49.657
50.228
49.487
49.572
50.417
50.077
49.943
49.175
49.675
49.389
49.721
49.173
0
normal
48.706
52.205
47.621
47.857
49.726
51.961
47.952
49.356
45.939
51.68
49.602
52.217
47.811
48.37
49.904
52.874
47.605
52.176
55.463
49.206
51.825
45.272
50.265
49.018
47.641
49.192
48.355
54.512
42.547
50.304
55.289
47.244
1
anomaly
53.264
53.331
53.724
53.523
53.22
53.603
53.096
53.393
52.573
53.668
53.04
53.422
52.563
53.461
52.796
52.715
52.893
52.669
52.339
53.002
52.792
52.721
52.862
52.483
53.084
52.46
52.58
52.523
52.748
52.629
52.335
52.729
0
normal
56.316
56.822
57.125
56.604
56.422
56.854
56.492
56.583
57.148
57.449
58.222
58.354
59.262
59.437
60.825
61.349
61.885
62.32
62.546
63.167
63.761
64.118
64.728
65.047
65.997
66.77
66.769
67.406
68.066
69.007
69.18
69.491
1
anomaly
46.169
46.145
46.448
46.711
46.281
45.695
45.808
45.995
46.505
46.078
46.385
46.205
45.704
45.964
45.799
46.159
45.361
45.605
45.492
45.739
45.719
46.295
45.407
45.212
45.952
45.275
45.251
45.509
45.348
45.37
45.291
45.394
0
normal
46.576
45.595
45.767
46.546
46.093
46.312
45.796
45.748
45.903
46.026
46.335
46.49
46.781
45.955
46.32
46.392
46.781
46.292
46.088
46.683
0
0
0
0
0
0
0
0
0
0
0
0
1
anomaly
47.565
47.66
47.567
47.303
47.366
47.903
47.713
48.1
47.741
47.741
47.673
47.793
47.703
48.211
48.003
48.115
47.991
47.913
47.666
48.396
48.494
48.368
48.529
48.212
48.295
48.587
48.765
48.286
48.816
49.093
48.722
48.608
0
normal
45.505
45.752
45.298
45.278
45.301
45.301
45.379
45.466
46.092
45.348
45.466
45.388
45.191
45.805
46.101
45.502
45.638
45.746
45.945
45.513
45.952
45.789
45.993
45.484
45.416
45.933
45.498
0
0
0
0
0
1
anomaly
45.485
44.896
45.063
44.962
45.834
45.787
45.779
46.35
45.855
45.994
46.024
45.439
45.983
45.752
46.028
45.893
45.962
46.232
45.814
45.635
46.335
46.134
46.483
45.504
45.968
46.241
46.051
46.432
46.545
46.402
46.919
47.17
0
normal
55.254
55.637
55.481
55.459
56.317
54.902
55.845
55.796
55.474
55.132
55.623
55.778
55.056
55.299
55.925
55.224
55.319
55.023
55.244
54.905
55.412
55.023
55.305
54.994
38.987
38.961
39.264
39.289
54.59
55.297
55.275
54.45
1
anomaly
53.405
53.053
53.331
53.418
53.815
53.998
53.498
54.039
53.646
53.856
53.662
53.482
53.454
53.905
54.406
54.017
53.742
54.379
54.039
54.062
53.744
54.15
53.637
53.814
53.938
53.815
54.18
54.113
53.757
54.404
53.835
54.608
0
normal
49.897
49.66
49.586
50.08
50.009
50.251
50.329
51.146
52.21
52.441
53.255
54.853
55.396
56.178
56.843
57.13
58.033
59.937
59.62
60.593
61.697
62.259
62.646
63.071
64.525
64.924
65.903
66.963
67.263
68.601
69.057
69.294
1
anomaly
48.312
47.911
48.699
48.087
48.96
48.344
48.513
48.04
48.751
48.196
48.169
48.379
48.531
48.361
48.168
48.434
48.063
47.918
48.136
48.056
47.583
48.637
48.092
47.905
48.294
48.484
47.676
48.111
47.656
48.084
48.725
47.577
0
normal
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
anomaly
46.783
46.719
46.505
46.638
46.653
45.928
47.021
47.221
46.965
46.981
46.708
46.262
46.01
46.7
47.021
46.905
46.007
46.539
46.29
46.376
46.001
46.574
45.765
45.865
46.836
45.853
46.311
46.099
46.031
45.828
45.558
45.716
0
normal
46.108
46.507
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
anomaly
44.205
44.024
43.794
43.631
44.129
43.804
44.275
43.52
44.322
43.369
43.961
43.396
43.734
43.738
44.088
44.43
43.819
43.993
44.091
44.032
43.564
43.505
43.821
43.935
43.464
43.871
43.539
44.013
43.888
43.603
43.749
44.056
0
normal
56.496
45.182
49.494
44.039
56.361
55.774
40.234
40.582
51.481
42.747
38.585
52.774
46.564
39.962
52.174
42.188
50.639
43.749
64.041
52.108
52.197
49.053
41.123
40.706
49.605
57.512
47.148
37.345
45.539
35.758
38.177
41.121
1
anomaly
51.869
52.265
51.667
52.308
51.972
51.592
51.955
51.913
51.742
51.781
51.457
51.813
51.824
51.855
51.651
51.531
52.19
51.368
51.126
51.242
51.292
51.735
51.345
50.826
51.606
51.45
51.22
51.702
51.641
51.341
51.165
51.356
0
normal
58.627
58.994
55.438
55.93
58.809
60.277
52.988
58.982
53.696
57.049
59.02
56.595
54.157
55.843
54.455
55.867
52.881
59.215
56.287
53.66
56.352
54.969
51.539
52.775
55.365
53.413
57.383
48.456
52.341
53.412
55.789
52.043
1
anomaly
48.728
48.988
48.35
48.804
48.179
48.272
48.177
48.58
48.189
48.052
48.606
48.235
48.149
48.014
47.916
47.729
47.583
48.378
48.02
47.311
47.731
47.677
47.625
48.001
47.674
47.432
47.246
47.278
47.496
47.317
47.237
47.349
0
normal
49.366
49.442
49.228
48.083
46.427
45.269
44.466
43.235
41.291
40.251
38.888
37.804
36.616
35.2
34.105
32.574
31.078
29.575
28.761
27.773
25.786
24.747
23.534
22.191
20.853
19.975
18.169
17.052
15.502
14.51
13.697
11.784
1
anomaly
48.517
48.78
48.594
48.043
48.617
48.198
48.919
48.933
49.035
48.262
48.807
49.079
48.467
48.634
48.944
48.82
48.632
48.165
48.713
48.793
48.775
48.809
48.731
48.871
48.907
49.365
49.038
48.581
48.54
49.348
49.113
49.079
0
normal
47.714
47.726
47.33
47.467
47.664
47.525
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
anomaly
52.61
52.414
52.73
52.224
52.353
52.17
51.896
51.935
52.368
51.887
51.797
52.017
51.638
52.291
51.663
51.513
51.636
51.355
51.818
51.455
51.497
51.576
51.744
51.502
51.384
51.782
51.457
51.382
51.442
51.105
51.383
51.273
0
normal
46.809
46.346
46.914
46.438
47.116
45.995
46.724
46.976
46.301
46.86
45.425
46.62
46.251
46.592
46.728
46.344
46.88
45.945
46.399
46.12
0
0
0
0
0
0
0
0
0
0
0
0
1
anomaly
50.444
49.783
49.315
50.196
50.175
49.745
49.813
50.553
49.447
49.704
49.545
49.805
49.434
49.704
49.811
50.078
49.039
49.426
49.888
49.205
49.303
48.866
48.98
48.809
49.665
49.649
48.834
48.751
49.212
48.873
49.204
49.041
0
normal
57.59
53.132
51.526
58.562
50.174
51.287
53.508
55.587
47.861
65.706
61.741
56.595
58.275
55.312
61.436
52.585
51.177
55.364
59.43
60.669
67.544
51.99
52.62
59.797
62.088
52.839
56.445
51.161
54.991
58.409
47.123
54.662
1
anomaly
47.266
47.565
47.339
47.652
47.364
47.518
47.66
47.233
47.381
46.967
47.531
48.015
47.112
47.736
47.469
46.84
47.179
47.272
47.442
46.898
47.116
46.988
47.32
47.749
47.067
47.48
47.455
47.182
46.978
47.216
46.914
46.91
0
normal
47.487
47.633
47.446
47.126
47.222
47.21
63.514
63.601
62.909
63.261
63.798
46.626
47.018
46.841
46.924
47.13
47.122
47.072
47.283
46.628
47.117
46.862
46.928
47.296
46.422
46.937
46.823
47.194
46.789
46.641
47.182
47.291
1
anomaly
46.717
46.249
46.645
46.704
46.299
46.457
46.392
46.343
46.077
46.515
46.272
45.537
45.971
45.753
46.344
46.291
46.14
45.981
45.691
45.923
45.961
45.873
45.463
45.52
45.565
45.901
45.946
45.626
45.202
45.666
44.65
45.579
0
normal
48.074
52.379
51.798
52.861
50.388
45.531
49.968
55.017
49.619
56.001
46.59
53.082
49.59
48.069
49.102
51.011
49.648
46.243
49.355
55.247
53.762
55.82
49.701
53.206
54.484
55.057
48.63
50.81
47.696
44.482
46.941
47.416
1
anomaly
50.213
49.804
50.001
50.175
49.971
49.94
49.624
49.734
49.768
49.518
49.375
49.451
49.508
49.655
49.755
49.751
49.03
49.748
49.462
48.938
49.002
49.414
49.178
48.884
48.922
49.215
49.395
48.562
48.482
48.849
48.28
48.301
0
normal
46.578
46.502
47.183
47.404
48.608
48.888
49.242
49.284
50.366
50.152
50.925
51.325
52.199
53.033
52.909
53.829
54.729
54.963
54.935
55.695
56.199
56.951
57.553
58.068
58.338
59.346
59.364
59.629
60.41
61.274
61.788
61.791
1
anomaly
53.911
53.957
54.34
54.209
54.353
54.38
54.522
54.043
54.19
54.25
54.09
54.2
54.058
54.234
54.246
53.831
54.073
54.459
53.763
54.561
54.572
53.605
53.485
54.148
53.655
54.026
53.829
53.976
53.178
53.939
53.723
54.421
0
normal
47.419
46.518
47.041
46.182
46.201
46.624
47.345
46.866
46.298
46.423
46.582
46.93
45.745
45.996
46.273
45.936
46.252
46.108
46.823
45.672
46.358
46.537
45.774
45.972
45.996
31.083
30.939
31.495
31.545
31.513
45.907
45.537
1
anomaly
50.867
50.7
50.84
51.001
50.984
50.861
50.852
50.795
51.283
50.925
50.883
50.783
51.429
51.032
51.59
51.044
51.282
51.437
51.596
51.748
51.52
51.823
51.411
51.516
51.75
51.906
51.7
51.957
52.115
52.274
51.84
51.949
0
normal
49.831
49.455
49.878
50.419
49.966
49.645
50.227
49.69
49.827
50.127
49.73
49.828
50.844
50.518
50.394
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
anomaly
57.001
57.241
56.541
56.7
57.134
56.596
56.585
56.754
57.138
56.629
56.863
56.88
56.608
56.634
56.711
57.25
57.673
57.034
57.466
56.729
56.855
56.368
56.897
56.752
56.912
56.673
56.603
57.194
57.389
56.596
56.734
56.762
0
normal
52.063
43.926
52.806
52.715
53.141
53.783
53.646
53.373
53.122
55.125
53.24
54.532
54.224
54.109
47.957
57.354
54.876
46.442
49.227
56.751
51.098
51.973
55.101
50.512
49.71
52.089
53.532
54.496
53.514
54.305
59.837
55.909
1
anomaly
45.164
46.039
44.901
45.834
45.543
45.785
45.34
45.484
45.513
45.193
45.098
45.804
45.455
45.42
45.482
44.792
44.971
45.144
45.188
45.291
44.973
44.922
44.858
44.455
45.221
44.977
44.981
44.445
44.879
44.72
44.633
44.106
0
normal
50.898
51.56
51.194
51.435
50.888
51.083
50.86
51.007
50.871
50.97
51.008
51.159
50.812
51.803
52.242
52.722
53.317
53.573
53.995
53.895
54.835
55.758
55.198
55.643
56.037
56.474
56.702
56.827
57.612
57.552
58.4
58.764
1
anomaly
54.225
54.113
54.42
53.758
54.132
54.075
53.962
53.535
54.195
54.026
53.776
53.98
54.029
53.461
53.454
53.292
53.475
52.993
53.487
53.697
53.507
53.541
52.944
53.131
53.889
53.219
53.228
52.959
52.805
53.021
53.244
52.743
0
normal
47.604
54.407
53.767
47.288
52.235
43.251
49.439
52.059
47.101
45.475
55.068
53.032
50.003
53.622
52.93
45.472
50.452
52.844
56.637
46.734
50.397
53.076
48.213
49.935
53.84
56.589
48.194
52.772
43.145
49.042
50.423
52.196
1
anomaly
45.479
45.457
45.637
45.679
45.209
45.361
45.372
45.618
45.529
45.318
45.92
44.944
45.252
45.019
44.978
45.294
45.405
45.193
44.446
45.364
44.888
44.802
44.907
44.979
44.291
44.837
45.35
44.546
44.587
44.16
44.963
44.616
0
normal
49.972
49.92
50.216
50.711
49.733
50.231
49.983
50.049
49.824
50.12
49.776
49.439
50.352
49.743
49.844
49.585
49.735
49.638
49.863
49.532
49.591
49.398
0
0
0
0
0
0
0
0
0
0
1
anomaly
48.01
47.656
47.628
47.108
47.966
47.3
47.201
47.265
47.633
47.503
47.108
47.293
47.706
47.39
47.331
47.564
47.372
47.671
47.58
47.621
47.347
47.37
47.133
47.071
47.134
46.884
47.122
48.029
47.088
47.026
47.52
47.136
0
normal
50.643
59.003
47.96
50.038
43.167
43.549
46.179
53.238
49.451
52.035
48.545
46.524
41.813
45.563
51.394
47.924
47.188
44.665
51.83
44.91
54.385
40.127
56.332
43.935
44.35
54.531
44.503
44.307
44.21
53.883
54.096
45.117
1
anomaly
48.701
49.283
48.802
47.94
48.787
48.191
48.064
48.594
48.113
48.42
48.762
48.727
49.001
48.909
48.242
48.37
48.214
48.426
48.058
48.098
48.418
48.607
48.453
48.272
48.411
48.404
48.734
48.799
48.736
49.101
47.803
48.665
0
normal
46.742
46.556
46.675
47.242
47.148
46.546
47.502
47.433
47.245
47.582
46.94
47.22
49.067
49.657
50.946
52.424
53.288
54.329
55.122
56.682
58.01
59.587
60.309
61.511
62.718
63.625
64.636
66.013
66.947
68.055
69.656
69.984
1
anomaly
53.819
53.943
53.724
54.037
53.843
54.516
54.409
54.26
54.172
54.27
54.598
54.023
54.155
55.023
54.365
54.281
54.435
54.421
54.879
54.427
54.75
54.556
54.694
54.403
54.572
55.244
54.477
54.774
54.97
54.991
54.451
54.707
0
normal
52.958
53.47
52.837
53.376
52.64
53.245
52.966
53.173
52.879
53.212
52.806
53.315
52.935
53.177
53.123
78.153
52.971
52.777
53.318
53.182
52.839
53.689
53.897
53.758
53.479
53.392
53.239
52.889
53.723
52.882
53.627
53.116
1
anomaly
53.976
53.56
53.788
53.399
53.759
53.711
54.429
53.878
54.426
53.722
53.624
54.117
53.312
53.468
53.911
53.708
53.448
53.872
53.376
53.825
53.884
53.566
53.625
53.405
53.439
53.449
53.667
53.761
53.501
53.408
54.099
53.357
0
normal
54.385
54.031
54.008
53.818
54.107
53.86
53.736
53.785
53.368
54.137
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
anomaly
54.208
53.821
53.362
53
53.991
53.667
53.405
53.473
53.816
52.963
52.677
53.072
53.774
53.482
53.654
54.001
53.644
53.972
53.639
54.009
53.607
54.26
54.069
53.648
53.08
53.589
53.816
53.623
53.749
53.96
53.036
53.069
0
normal
45.074
61.056
52.501
51.483
50.178
55.882
49.742
58.311
57.946
56.963
49.975
60.443
60.567
51.878
52.447
64.199
52.572
50.864
58.923
51.957
53.349
57.045
51.528
61.96
53.061
53.059
52.514
52.406
53.793
64.812
48.161
56.437
1
anomaly
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Heater anomaly windows

Synthetic temperature windows for training tiny anomaly detectors that run on microcontrollers. Each row is 32 consecutive readings (3.2 s at 10 Hz, degrees C) from a simulated heater loop, labelled normal (0) or anomaly (1). This is the data behind eoinedge/AnomalyNet.

Split Rows Anomalies Seed
train 20,000 50 % 0
validation 4,000 50 % 1
test 4,000 50 % 12345

Columns: t0 ... t31 (Celsius, 3 decimals), label (0/1), label_name.

How it is generated

generate.py (in this repo) is the generator from the training script:

  • normal: a setpoint near 50 C with a slow sinusoidal drift and Gaussian sensor noise (sigma 0.3 C)
  • anomaly, one of four, chosen at random: spike (one or two samples jump 8 to 20 C), dropout (a few samples read 0 or a rail value), ramp (the second half runs away by several degrees), noise burst (sigma 2 to 6 C)

Rows alternate normal/anomaly, so every split is balanced. The windows are not normalised; AnomalyNet normalises as (t - 50) / 20 on the device.

Intended use

A controlled, reproducible stand-in for a real process variable when you want to try an on-device anomaly detector end to end (train, export, embed, self-test) before wiring up a real sensor. It is not a substitute for data from your own plant.

License

Apache-2.0.

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