trace for rbfsvm ptrain=1.0 ptest=1.0 fdim=512 n=7 kernel=L; 16.7% error

gistfile1.txt

(sk) nid00009(380)$ python rffsvm.py ptrain=1.0 ptest=1.0 n=7 fdim=384
Random Fourier Feature Support Vector Classifier
  | [0.05s | 0.01MB] 7->384 Random Fourier Feature created
  | Loading Images...
  |   | [0.02s | 0.09MB] loaded patient 12241
  |   | [0.02s | 0.06MB] loaded patient 16534
  |   | [0.02s | 0.09MB] loaded patient 14078
  |   | [0.02s | 0.06MB] loaded patient 8957
  |   | [0.03s | 0.09MB] loaded patient 14212
  |   | [0.03s | 0.09MB] loaded patient 12876
  |   | [0.03s | 0.12MB] loaded patient 13458
  |   | [0.03s | 0.15MB] loaded patient 9347
  |   | [0.03s | 0.12MB] loaded patient 12811
  |   | [0.04s | 0.18MB] loaded patient 13687
  |   | [0.04s | 0.15MB] loaded patient 14081
  |   | [0.03s | 0.12MB] loaded patient 13023
  |   | [0.04s | 0.15MB] loaded patient 9124
  |   | [0.04s | 0.21MB] loaded patient 10258
  |   | [0.04s | 0.21MB] loaded patient 13692
  |   | [0.04s | 0.18MB] loaded patient 9083
  |   | [0.04s | 0.18MB] loaded patient 9022
  |   | [0.04s | 0.18MB] loaded patient 15471
  |   | [0.05s | 0.21MB] loaded patient 9344
  |   | [0.05s | 0.21MB] loaded patient 8951
  |   | [0.05s | 0.24MB] loaded patient 8865
  |   | [0.05s | 0.24MB] loaded patient 12822
  |   | [0.06s | 0.27MB] loaded patient 12909
  |   | [0.06s | 0.27MB] loaded patient 12884
  |   | [0.06s | 0.27MB] loaded patient 16568
  |   | [0.06s | 0.30MB] loaded patient 10304
  |   | [0.06s | 0.27MB] loaded patient 12901
  |   | [0.07s | 0.36MB] loaded patient 9037
  |   | [0.07s | 0.33MB] loaded patient 9041
  |   | [0.07s | 0.30MB] loaded patient 15513
  |   | [0.03s | 0.12MB] loaded patient 12883
  |   | [0.07s | 0.36MB] loaded patient 9176
  |   | [0.04s | 0.18MB] loaded patient 16532
  |   | [0.03s | 0.09MB] loaded patient 16531
  |   | [0.07s | 0.36MB] loaded patient 12242
  |   | [0.06s | 0.27MB] loaded patient 12869
  |   | [0.08s | 0.45MB] loaded patient 9259
  |   | [0.08s | 0.36MB] loaded patient 13106
  |   | [0.08s | 0.45MB] loaded patient 15473
  |   | [0.08s | 0.39MB] loaded patient 13691
  |   | [0.08s | 0.42MB] loaded patient 10260
  |   | [0.09s | 0.48MB] loaded patient 14154
  |   | [0.09s | 0.48MB] loaded patient 13019
  |   | [0.05s | 0.21MB] loaded patient 10286
  |   | [0.08s | 0.42MB] loaded patient 9257
  |   | [0.07s | 0.36MB] loaded patient 12955
  |   | [0.09s | 0.42MB] loaded patient 13613
  |   | [0.09s | 0.48MB] loaded patient 9225
  |   | [0.03s | 0.09MB] loaded patient 9044
  |   | [0.06s | 0.27MB] loaded patient 10254
  |   | [0.04s | 0.18MB] loaded patient 9383
  |   | [0.04s | 0.15MB] loaded patient 14209
  |   | [0.06s | 0.27MB] loaded patient 12870
  |   | [0.09s | 0.42MB] loaded patient 16166
  |   | [0.06s | 0.27MB] loaded patient 9291
  |   | [0.06s | 0.24MB] loaded patient 14188
  |   | [0.10s | 0.51MB] loaded patient 8867
  |   | [0.02s | 0.06MB] loaded patient 16167
  |   | [0.07s | 0.33MB] loaded patient 12930
  |   | [0.04s | 0.12MB] loaded patient 13617
  |   | [0.04s | 0.15MB] loaded patient 14213
  |   | [0.08s | 0.39MB] loaded patient 15515
  |   | [0.07s | 0.30MB] loaded patient 10293
  |   | [0.08s | 0.39MB] loaded patient 12810
  |   | [0.08s | 0.39MB] loaded patient 10264
  |   | [0.03s | 0.12MB] loaded patient 12881
  |   | [0.13s | 0.69MB] loaded patient 10308
  |   | [0.13s | 0.66MB] loaded patient 14211
  |   | [0.08s | 0.36MB] loaded patient 9254
  |   | [0.13s | 0.63MB] loaded patient 10290
  |   | [0.02s | 0.06MB] loaded patient 9262
  |   | [0.03s | 0.09MB] loaded patient 9035
  |   | [0.05s | 0.21MB] loaded patient 12898
  |   | [0.07s | 0.33MB] loaded patient 9261
  |   | [0.07s | 0.33MB] loaded patient 10306
  |   | [0.14s | 0.72MB] loaded patient 10288
  |   | [0.04s | 0.15MB] loaded patient 16569
  |   | [0.08s | 0.39MB] loaded patient 10269
  |   | [0.12s | 0.60MB] loaded patient 9320
  |   | [0.15s | 0.75MB] loaded patient 13693
  |   | [0.06s | 0.27MB] loaded patient 9023
  |   | [0.08s | 0.36MB] loaded patient 12752
  |   | [0.03s | 0.09MB] loaded patient 12871
  |   | [0.07s | 0.30MB] loaded patient 8914
  |   | [0.06s | 0.27MB] loaded patient 12949
  |   | [0.04s | 0.15MB] loaded patient 13020
  |   | [0.09s | 0.45MB] loaded patient 12878
  |   | [0.06s | 0.30MB] loaded patient 12817
  |   | [0.06s | 0.27MB] loaded patient 9227
  |   | [0.13s | 0.63MB] loaded patient 12934
  |   | [0.13s | 0.66MB] loaded patient 16165
  |   | [0.12s | 0.60MB] loaded patient 14155
  |   | [0.02s | 0.06MB] loaded patient 12948
  |   | [0.03s | 0.09MB] loaded patient 9175
  |   | [0.11s | 0.54MB] loaded patient 10279
  |   | [0.04s | 0.15MB] loaded patient 12879
  |   | [0.11s | 0.51MB] loaded patient 9029
  |   | [0.03s | 0.09MB] loaded patient 12892
  |   | [0.07s | 0.33MB] loaded patient 10307
  |   | [0.07s | 0.36MB] loaded patient 12820
  |   | [0.07s | 0.33MB] loaded patient 10275
  |   | [0.07s | 0.36MB] loaded patient 9177
  |   | [0.04s | 0.12MB] loaded patient 16555
  |   | [0.12s | 0.60MB] loaded patient 12880
  |   | [0.04s | 0.15MB] loaded patient 13403
  |   | [0.08s | 0.39MB] loaded patient 10291
  |   | [0.08s | 0.36MB] loaded patient 13694
  |   | [0.06s | 0.27MB] loaded patient 15634
  |   | [0.11s | 0.54MB] loaded patient 8974
  |   | [0.11s | 0.54MB] loaded patient 12910
  |   | [0.10s | 0.48MB] loaded patient 9173
  |   | [0.06s | 0.30MB] loaded patient 8913
  |   | [0.08s | 0.39MB] loaded patient 12951
  |   | [0.10s | 0.51MB] loaded patient 9123
  |   | [0.11s | 0.57MB] loaded patient 10262
  |   | [0.07s | 0.36MB] loaded patient 15840
  |   | [0.04s | 0.18MB] loaded patient 15633
  |   | [0.08s | 0.39MB] loaded patient 13021
  |   | [0.04s | 0.15MB] loaded patient 13688
  |   | [0.11s | 0.57MB] loaded patient 9078
  |   | [0.06s | 0.27MB] loaded patient 9135
  |   | [0.04s | 0.18MB] loaded patient 10256
  |   | [0.03s | 0.12MB] loaded patient 12877
  |   | [0.13s | 0.66MB] loaded patient 10299
  |   | [0.05s | 0.24MB] loaded patient 12824
  |   | [0.09s | 0.48MB] loaded patient 10300
  |   | [0.04s | 0.15MB] loaded patient 14306
  |   | [0.08s | 0.39MB] loaded patient 9250
  |   | [0.11s | 0.54MB] loaded patient 9265
  |   | [0.06s | 0.30MB] loaded patient 16570
  |   | [0.04s | 0.18MB] loaded patient 15632
  |   | [0.10s | 0.51MB] loaded patient 9077
  |   | [0.06s | 0.30MB] loaded patient 10277
  |   | [0.03s | 0.09MB] loaded patient 12933
  |   | [0.05s | 0.21MB] loaded patient 15514
  |   | [0.04s | 0.15MB] loaded patient 9260
  |   | [0.05s | 0.24MB] loaded patient 8980
  |   | [0.04s | 0.21MB] loaded patient 14210
  |   | [0.08s | 0.39MB] loaded patient 15902
  |   | [0.06s | 0.27MB] loaded patient 12872
  |   | [0.10s | 0.51MB] loaded patient 8918
  |   | [0.05s | 0.24MB] loaded patient 12893
  |   | [0.09s | 0.48MB] loaded patient 9290
  |   | [0.03s | 0.09MB] loaded patient 10255
  |   | [0.04s | 0.18MB] loaded patient 8955
  |   | [0.08s | 0.42MB] loaded patient 12935
  |   | [0.06s | 0.30MB] loaded patient 10274
  |   | [0.05s | 0.21MB] loaded patient 9125
  |   | [0.05s | 0.21MB] loaded patient 13401
  |   | [0.11s | 0.57MB] loaded patient 9075
  |   | [0.09s | 0.45MB] loaded patient 9178
  |   | [0.12s | 0.60MB] loaded patient 10305
  |   | [0.04s | 0.18MB] loaded patient 12886
  |   | [0.04s | 0.15MB] loaded patient 14082
  |   | [0.05s | 0.21MB] loaded patient 12931
  |   | [0.07s | 0.30MB] loaded patient 9076
  |   | [0.05s | 0.24MB] loaded patient 16554
  |   | [0.05s | 0.24MB] loaded patient 13025
  |   | [0.08s | 0.39MB] loaded patient 9381
  |   | [0.07s | 0.36MB] loaded patient 15510
  |   | [0.06s | 0.30MB] loaded patient 14304
  |   | [0.07s | 0.36MB] loaded patient 9325
  |   | [0.04s | 0.15MB] loaded patient 9319
  |   | [0.06s | 0.27MB] loaded patient 12932
  |   | [0.06s | 0.27MB] loaded patient 12897
  |   | [0.04s | 0.18MB] loaded patient 10253
  |   | [0.04s | 0.15MB] loaded patient 12882
  |   | [0.08s | 0.42MB] loaded patient 10303
  |   | [0.08s | 0.42MB] loaded patient 10285
  |   | [0.06s | 0.30MB] loaded patient 8917
  |   | [0.03s | 0.12MB] loaded patient 12748
  |   | [0.05s | 0.21MB] loaded patient 8950
  |   | [0.05s | 0.24MB] loaded patient 10257
  |   | [0.09s | 0.45MB] loaded patient 10292
  |   | [0.07s | 0.36MB] loaded patient 9181
  |   | [0.10s | 0.51MB] loaded patient 12818
  |   | [0.13s | 0.66MB] loaded patient 10268
  |   | [0.07s | 0.33MB] loaded patient 14192
  |   | [0.11s | 0.57MB] loaded patient 12751
  |   | [0.08s | 0.42MB] loaded patient 12626
  |   | [0.11s | 0.57MB] loaded patient 13462
  |   | [0.05s | 0.21MB] loaded patient 13461
  |   | [0.02s | 0.06MB] loaded patient 12929
  |   | [0.10s | 0.54MB] loaded patient 12819
  |   | [0.03s | 0.12MB] loaded patient 15839
  |   | [0.05s | 0.21MB] loaded patient 14321
  |   | [0.10s | 0.51MB] loaded patient 9126
  |   | [0.04s | 0.12MB] loaded patient 13018
  |   | [0.08s | 0.36MB] loaded patient 13459
  |   | [0.13s | 0.69MB] loaded patient 9323
  |   | [0.09s | 0.36MB] loaded patient 9036
  |   | [0.06s | 0.27MB] loaded patient 9043
  |   | [0.12s | 0.60MB] loaded patient 10302
  |   | [0.06s | 0.24MB] loaded patient 14153
  |   | [0.10s | 0.51MB] loaded patient 13916
  |   | [0.09s | 0.45MB] loaded patient 13616
  |   | [0.08s | 0.39MB] loaded patient 12905
  |   | [0.13s | 0.66MB] loaded patient 16551
  |   | [0.09s | 0.42MB] loaded patient 13400
  |   | [0.08s | 0.39MB] loaded patient 9266
  |   | [0.11s | 0.54MB] loaded patient 12906
  |   | [0.04s | 0.18MB] loaded patient 12896
  |   | [0.05s | 0.21MB] loaded patient 10261
  |   | [0.14s | 0.69MB] loaded patient 10272
  |   | [0.09s | 0.45MB] loaded patient 12867
  |   | [0.05s | 0.24MB] loaded patient 16553
  |   | [0.13s | 0.66MB] loaded patient 10273
  |   | [0.04s | 0.15MB] loaded patient 13666
  |   | [0.11s | 0.54MB] loaded patient 12749
  |   | [0.03s | 0.12MB] loaded patient 9321
  |   | [0.07s | 0.36MB] loaded patient 15903
  |   | [0.03s] error loading patient 16552: all the input arrays must have same number of dimensions
  |   | [0.03s | 0.09MB] loaded patient 8916
  |   | [0.07s | 0.30MB] loaded patient 14079
  |   | [0.10s | 0.48MB] loaded patient 10259
  |   | [0.04s | 0.15MB] loaded patient 16533
  |   | [0.05s | 0.21MB] loaded patient 13689
  |   | [0.07s | 0.33MB] loaded patient 14305
  |   | [0.09s | 0.42MB] loaded patient 15516
  |   | [0.09s | 0.45MB] loaded patient 12821
  |   | [0.07s | 0.33MB] loaded patient 12900
  |   | [0.03s | 0.12MB] loaded patient 12873
  |   | [0.04s | 0.15MB] loaded patient 8959
  |   | [0.03s | 0.09MB] loaded patient 16895
  |   | [0.09s | 0.45MB] loaded patient 14156
  |   | [0.08s | 0.42MB] loaded patient 12911
  |   | [0.06s | 0.27MB] loaded patient 12947
  |   | [0.03s | 0.09MB] loaded patient 15512
  |   | [0.11s | 0.54MB] loaded patient 12894
  |   | [0.06s | 0.30MB] loaded patient 10276
  |   | [0.08s | 0.36MB] loaded patient 8864
  |   | [0.12s | 0.57MB] loaded patient 12954
  |   | [0.07s | 0.36MB] loaded patient 8984
  |   | [0.04s | 0.21MB] loaded patient 9258
  |   | [0.05s | 0.27MB] loaded patient 12868
  |   | [0.05s | 0.27MB] loaded patient 9073
  |   | [0.04s | 0.21MB] loaded patient 12891
  |   | [0.04s | 0.15MB] loaded patient 13404
  |   | [0.08s | 0.39MB] loaded patient 9255
  |   | [0.08s | 0.39MB] loaded patient 13022
  |   | [0.13s | 0.72MB] loaded patient 16550
  |   | [0.03s | 0.18MB] loaded patient 9228
  |   | [0.06s | 0.33MB] loaded patient 8863
  |   | [0.06s | 0.33MB] loaded patient 14189
  |   | [0.13s | 0.69MB] loaded patient 8975
  |   | [0.11s | 0.57MB] loaded patient 8956
  |   | [0.04s | 0.21MB] loaded patient 16014
  |   | [0.06s | 0.36MB] loaded patient 12907
  |   | [0.10s | 0.54MB] loaded patient 9382
  |   | [0.08s | 0.45MB] loaded patient 14191
  |   | [0.02s | 0.06MB] loaded patient 9174
  |   | [0.07s | 0.36MB] loaded patient 13591
  |   | [0.06s | 0.30MB] loaded patient 10295
  |   | [0.05s | 0.30MB] loaded patient 9256
  |   | [0.05s | 0.27MB] loaded patient 13024
  |   | [0.10s | 0.54MB] loaded patient 12895
  |   | [0.05s | 0.27MB] loaded patient 9081
  |   | [0.08s | 0.45MB] loaded patient 14157
  |   | [0.05s | 0.24MB] loaded patient 13402
  |   | [0.04s | 0.24MB] loaded patient 13460
  |   | [0.06s | 0.36MB] loaded patient 10278
  |   | [0.05s | 0.33MB] loaded patient 12908
  |   | [0.04s | 0.33MB] loaded patient 12823
  |   | [0.02s | 0.15MB] loaded patient 12875
  |   | [0.04s | 0.30MB] loaded patient 14190
  |   | [0.05s | 0.39MB] loaded patient 9345
  |   | [0.06s | 0.48MB] loaded patient 12890
  |   | [0.04s | 0.36MB] loaded patient 9324
  |   | [0.05s | 0.45MB] loaded patient 9346
  |   | [0.08s | 0.63MB] loaded patient 10282
  |   | [0.03s | 0.36MB] loaded patient 12826
  |   | [0.05s | 0.48MB] loaded patient 12750
  |   | [0.05s | 0.48MB] loaded patient 15472
  |   | [0.04s | 0.45MB] loaded patient 9322
  |   | [0.07s | 0.63MB] loaded patient 16085
  |   | [0.04s | 0.33MB] loaded patient 9226
  |   | [0.03s | 0.39MB] loaded patient 16896
  |   | [0.03s | 0.45MB] loaded patient 10301
  |   | [0.01s | 0.24MB] loaded patient 9267
  |   | Combining thread results...
  | [7.16s | 90.75MB] 3025 images (1.0%) sampled from 279 patients
  | [1.01s] Generated K Means model (n=7)
  | Loading Images...
  |   | [2.58s | 0.19MB] loaded patient 16534
  |   | [4.51s | 0.34MB] loaded patient 8957
  |   | [6.01s | 0.47MB] loaded patient 12241
  |   | [6.03s | 0.48MB] loaded patient 12876
  |   | [7.93s | 0.62MB] loaded patient 14212
  |   | [8.27s | 0.60MB] loaded patient 14078
  |   | [8.94s | 0.69MB] loaded patient 13023
  |   | [10.03s | 0.75MB] loaded patient 12811
  |   | [12.92s | 1.00MB] loaded patient 14081
  |   | [15.84s | 1.22MB] loaded patient 9347
  |   | [15.94s | 1.23MB] loaded patient 13458
  |   | [18.16s | 1.40MB] loaded patient 13687
  |   | [18.22s | 1.42MB] loaded patient 9124
  |   | [20.74s | 1.59MB] loaded patient 9022
  |   | [21.01s | 1.63MB] loaded patient 10258
  |   | [21.14s | 1.64MB] loaded patient 15471
  |   | [21.39s | 1.64MB] loaded patient 9344
  |   | [21.60s | 1.75MB] loaded patient 9083
  |   | [24.13s | 1.87MB] loaded patient 13692
  |   | [24.69s | 1.88MB] loaded patient 8951
  |   | [18.49s | 1.44MB] loaded patient 16532
  |   | [28.65s | 2.19MB] loaded patient 8865
  |   | [30.16s | 2.34MB] loaded patient 12822
  |   | [30.28s | 2.36MB] loaded patient 12884
  |   | [9.95s | 0.77MB] loaded patient 16531
  |   | [13.31s | 1.04MB] loaded patient 12883
  |   | [31.90s | 2.45MB] loaded patient 12909
  |   | [6.29s | 0.49MB] loaded patient 9044
  |   | [32.84s | 2.48MB] loaded patient 12901
  |   | [32.87s | 2.54MB] loaded patient 16568
  |   | [34.33s | 2.67MB] loaded patient 15513
  |   | [34.91s | 2.70MB] loaded patient 10304
  |   | [24.38s | 1.91MB] loaded patient 10286
  |   | [31.91s | 2.38MB] loaded patient 12869
  |   | [40.97s | 3.18MB] loaded patient 9041
  |   | [41.74s | 3.21MB] loaded patient 9176
  |   | [43.34s | 3.28MB] loaded patient 13106
  |   | [43.79s | 3.36MB] loaded patient 12242
  |   | [44.54s | 3.41MB] loaded patient 9037
  |   | [46.48s | 3.59MB] loaded patient 13691
  |   | [16.08s | 1.29MB] loaded patient 14213
  |   | [47.29s | 3.69MB] loaded patient 9257
  |   | [37.55s | 2.89MB] loaded patient 12930
  |   | [42.36s | 3.26MB] loaded patient 12955
  |   | [48.78s | 3.74MB] loaded patient 16166
  |   | [51.39s | 3.96MB] loaded patient 10260
  |   | [28.19s | 2.18MB] loaded patient 14188
  |   | [47.60s | 3.57MB] loaded patient 15515
  |   | [32.45s | 2.50MB] loaded patient 12870
  |   | [7.62s | 0.59MB] loaded patient 16167
  |   | [22.55s | 1.73MB] loaded patient 9383
  |   | [33.74s | 2.61MB] loaded patient 10254
  |   | [34.47s | 2.67MB] loaded patient 10293
  |   | [56.08s | 4.30MB] loaded patient 9259
  |   | [56.98s | 4.42MB] loaded patient 15473
  |   | [33.06s | 2.53MB] loaded patient 9291
  |   | [57.43s | 4.43MB] loaded patient 13613
  |   | [3.63s | 0.28MB] loaded patient 9262
  |   | [13.92s | 1.08MB] loaded patient 13617
  |   | [13.69s | 1.05MB] loaded patient 14209
  |   | [60.82s | 4.64MB] loaded patient 13019
  |   | [45.25s | 3.51MB] loaded patient 12810
  |   | [61.65s | 4.67MB] loaded patient 14154
  |   | [61.67s | 4.74MB] loaded patient 9225
  |   | [9.43s | 0.73MB] loaded patient 9035
  |   | [48.51s | 3.69MB] loaded patient 10264
  |   | [32.11s | 2.50MB] loaded patient 9227
  |   | [65.15s | 5.04MB] loaded patient 8867
  |   | [12.59s | 0.97MB] loaded patient 16569
  |   | [7.16s | 0.56MB] loaded patient 12871
  |   | [10.90s | 0.84MB] loaded patient 12881
  |   | [38.82s | 2.97MB] loaded patient 9261
  |   | [15.60s | 1.19MB] loaded patient 13020
  |   | [34.65s | 2.68MB] loaded patient 9023
  |   | [23.62s | 1.78MB] loaded patient 12898
  |   | [46.50s | 3.60MB] loaded patient 9254
  |   | [41.07s | 3.15MB] loaded patient 10306
  |   | [9.01s | 0.69MB] loaded patient 12892
  |   | [45.16s | 3.51MB] loaded patient 10269
  |   | [74.53s | 5.73MB] loaded patient 9320
  |   | [32.23s | 2.48MB] loaded patient 12949
  |   | [4.69s | 0.36MB] loaded patient 9175
  |   | [80.55s | 6.24MB] loaded patient 10290
  |   | [6.37s | 0.50MB] loaded patient 12948
  |   | [83.57s | 6.44MB] loaded patient 14211
  |   | [43.52s | 3.37MB] loaded patient 12752
  |   | [55.65s | 4.29MB] loaded patient 12878
  |   | [12.76s | 0.96MB] loaded patient 13403
  |   | [42.56s | 3.25MB] loaded patient 10275
  |   | [16.34s | 1.25MB] loaded patient 12879
  |   | [91.26s | 6.97MB] loaded patient 10308
  |   | [91.62s | 7.00MB] loaded patient 10288
  |   | [83.16s | 6.48MB] loaded patient 16165
  |   | [39.32s | 3.06MB] loaded patient 10307
  |   | [94.10s | 7.21MB] loaded patient 13693
  |   | [39.25s | 3.00MB] loaded patient 8914
  |   | [44.51s | 3.45MB] loaded patient 12820
  |   | [75.38s | 5.77MB] loaded patient 14155
  |   | [43.71s | 3.39MB] loaded patient 9177
  |   | [18.07s | 1.39MB] loaded patient 15633
  |   | [80.07s | 6.16MB] loaded patient 12934
  |   | [68.46s | 5.20MB] loaded patient 10279
  |   | [37.56s | 2.87MB] loaded patient 12817
  |   | [13.64s | 1.05MB] loaded patient 13688
  |   | [10.55s | 0.81MB] loaded patient 12877
  |   | [18.92s | 1.41MB] loaded patient 15632
  |   | [28.49s | 2.17MB] loaded patient 12824
  |   | [48.77s | 3.72MB] loaded patient 10291
  |   | [45.39s | 3.48MB] loaded patient 12951
  |   | [46.53s | 3.53MB] loaded patient 9250
  |   | [32.45s | 2.49MB] loaded patient 15634
  |   | [64.57s | 5.02MB] loaded patient 9029
  |   | [18.55s | 1.44MB] loaded patient 10256
  |   | [44.12s | 3.40MB] loaded patient 15840
  |   | [6.15s | 0.47MB] loaded patient 12933
  |   | [76.14s | 5.94MB] loaded patient 12880
  |   | [14.90s | 1.15MB] loaded patient 16555
  |   | [48.14s | 3.68MB] loaded patient 13021
  |   | [72.59s | 5.55MB] loaded patient 10262
  |   | [30.81s | 2.39MB] loaded patient 12872
  |   | [63.63s | 4.88MB] loaded patient 9123
  |   | [36.24s | 2.82MB] loaded patient 16570
  |   | [69.51s | 5.35MB] loaded patient 8974
  |   | [17.84s | 1.32MB] loaded patient 14306
  |   | [48.56s | 3.72MB] loaded patient 13694
  |   | [59.03s | 4.59MB] loaded patient 10300
  |   | [57.52s | 4.39MB] loaded patient 9173
  |   | [66.70s | 5.15MB] loaded patient 9265
  |   | [84.15s | 6.46MB] loaded patient 10299
  |   | [14.33s | 1.11MB] loaded patient 9260
  |   | [38.78s | 2.93MB] loaded patient 10277
  |   | [46.19s | 3.57MB] loaded patient 15902
  |   | [28.49s | 2.20MB] loaded patient 9135
  |   | [22.93s | 1.76MB] loaded patient 14210
  |   | [64.97s | 4.99MB] loaded patient 9077
  |   | [24.92s | 1.96MB] loaded patient 15514
  |   | [27.82s | 2.15MB] loaded patient 12893
  |   | [68.60s | 5.28MB] loaded patient 12910
  |   | [27.82s | 2.14MB] loaded patient 8980
  |   | [10.52s | 0.84MB] loaded patient 10255
  |   | [48.58s | 3.77MB] loaded patient 12935
  |   | [37.61s | 2.93MB] loaded patient 8913
  |   | [19.70s | 1.52MB] loaded patient 8955
  |   | [70.28s | 5.49MB] loaded patient 9078
  |   | [22.12s | 1.74MB] loaded patient 13401
  |   | [42.69s | 3.26MB] loaded patient 15510
  |   | [24.50s | 1.87MB] loaded patient 9125
  |   | [35.01s | 2.70MB] loaded patient 10274
  |   | [71.73s | 5.47MB] loaded patient 9075
  |   | [20.77s | 1.61MB] loaded patient 12886
  |   | [61.57s | 4.74MB] loaded patient 9290
  |   | [28.53s | 2.20MB] loaded patient 16554
  |   | [18.91s | 1.47MB] loaded patient 14082
  |   | [37.04s | 2.83MB] loaded patient 9076
  |   | [23.97s | 1.81MB] loaded patient 12931
  |   | [61.57s | 4.74MB] loaded patient 8918
  |   | [16.58s | 1.28MB] loaded patient 9319
  |   | [30.05s | 2.34MB] loaded patient 13025
  |   | [32.07s | 2.46MB] loaded patient 14304
  |   | [57.99s | 4.43MB] loaded patient 9178
  |   | [28.36s | 2.19MB] loaded patient 12932
  |   | [49.82s | 3.84MB] loaded patient 9381
  |   | [39.13s | 3.00MB] loaded patient 8917
  |   | [15.71s | 1.20MB] loaded patient 12882
  |   | [45.10s | 3.47MB] loaded patient 9325
  |   | [14.41s | 1.12MB] loaded patient 12748
  |   | [25.15s | 1.95MB] loaded patient 10257
  |   | [21.84s | 1.69MB] loaded patient 10253
  |   | [24.11s | 1.87MB] loaded patient 8950
  |   | [72.65s | 5.58MB] loaded patient 10305
  |   | [9.29s | 0.73MB] loaded patient 15839
  |   | [34.67s | 2.65MB] loaded patient 12897
  |   | [49.30s | 3.79MB] loaded patient 10285
  |   | [53.97s | 4.14MB] loaded patient 10303
  |   | [43.33s | 3.30MB] loaded patient 9181
  |   | [26.99s | 2.04MB] loaded patient 13461
  |   | [40.88s | 3.17MB] loaded patient 14192
  |   | [64.30s | 4.95MB] loaded patient 12818
  |   | [6.36s | 0.49MB] loaded patient 12929
  |   | [25.39s | 1.91MB] loaded patient 14321
  |   | [58.63s | 4.56MB] loaded patient 10292
  |   | [71.99s | 5.58MB] loaded patient 12751
  |   | [12.06s | 0.93MB] loaded patient 13018
  |   | [41.43s | 3.15MB] loaded patient 13459
  |   | [64.67s | 4.98MB] loaded patient 12819
  |   | [54.12s | 4.12MB] loaded patient 12626
  |   | [48.79s | 3.79MB] loaded patient 9036
  |   | [28.49s | 2.22MB] loaded patient 14153
  |   | [33.13s | 2.56MB] loaded patient 9043
  |   | [70.72s | 5.39MB] loaded patient 13462
  |   | [48.15s | 3.73MB] loaded patient 12905
  |   | [53.83s | 4.17MB] loaded patient 13616
  |   | [76.72s | 5.85MB] loaded patient 10302
  |   | [26.92s | 2.09MB] loaded patient 16553
  |   | [63.78s | 4.89MB] loaded patient 9126
  |   | [24.71s | 1.99MB] loaded patient 10261
  |   | [85.86s | 6.48MB] loaded patient 10268
  |   | [86.86s | 6.70MB] loaded patient 9323
  |   | [15.13s | 1.20MB] loaded patient 13666
  |   | [64.45s | 5.02MB] loaded patient 13916
  |   | [12.19s | 0.96MB] loaded patient 9321
  |   | [51.64s | 3.98MB] loaded patient 13400
  |   | [52.52s | 4.38MB] loaded patient 12867
  |   | [82.29s | 6.71MB] loaded patient 16551
  |   | [20.21s | 1.56MB] loaded patient 12896
  |   | [43.27s | 3.59MB] loaded patient 9266
  |   | [18.92s | 1.80MB] loaded patient 13689
  |   | [37.92s | 3.19MB] loaded patient 15903
  |   | [14.53s | 1.13MB] loaded patient 16533
  |   | [5.13s | 0.68MB] loaded patient 15512
  |   | [33.32s | 2.74MB] loaded patient 14079
  |   | [65.91s | 5.22MB] loaded patient 12906
  |   | [53.07s | 4.50MB] loaded patient 10259
  |   | [76.73s | 6.14MB] loaded patient 10273
  |   | [49.10s | 4.30MB] loaded patient 14156
  |   | [40.48s | 3.25MB] loaded patient 8864
  |   | [81.17s | 6.68MB] loaded patient 10272
  |   | [35.65s | 3.03MB] loaded patient 14305
  |   | [50.40s | 3.97MB] loaded patient 15516
  |   | [37.23s | 3.76MB] loaded patient 9255
  |   | [46.22s | 3.82MB] loaded patient 12911
  |   | [14.62s | 2.05MB] loaded patient 16014
  |   | [26.25s | 2.55MB] loaded patient 12947
  |   | [53.92s | 4.26MB] loaded patient 12821
  |   | [37.51s | 3.14MB] loaded patient 12900
  |   | [59.76s | 5.22MB] loaded patient 12894
  |   | [26.64s | 2.65MB] loaded patient 12868
  |   | [9.99s | 1.47MB] loaded patient 9228
  |   | [66.79s | 5.94MB] loaded patient 12954
  |   | [25.78s | 2.89MB] loaded patient 10276
  |   | [63.98s | 5.36MB] loaded patient 12749
  |   | [39.01s | 3.92MB] loaded patient 13022
  |   | [53.40s | 5.61MB] loaded patient 8956
  |   | [28.05s | 3.43MB] loaded patient 8984
  |   | [32.77s | 4.12MB] loaded patient 14191
  |   | [72.54s | 7.07MB] loaded patient 16550
  |   | [24.66s | 2.49MB] loaded patient 13024
  |   | [17.87s | 2.64MB] loaded patient 9081
  |   | [25.98s | 3.17MB] loaded patient 13591
  |   | [20.60s | 2.44MB] loaded patient 13402
  |   | [46.27s | 5.16MB] loaded patient 12895
  |   | [19.06s | 2.75MB] loaded patient 10295
  |   | [74.45s | 6.79MB] loaded patient 8975
  |   | [22.80s | 2.86MB] loaded patient 9256
  |   | [22.34s | 3.20MB] loaded patient 12908
  |   | [40.40s | 4.32MB] loaded patient 14157
  |   | [48.80s | 5.07MB] loaded patient 9382
  |   | [31.41s | 4.52MB] loaded patient 12890
  |   | [21.23s | 2.92MB] loaded patient 14190
  |   | [26.13s | 3.63MB] loaded patient 9345
  |   | [30.15s | 4.41MB] loaded patient 12750
  |   | [24.28s | 3.60MB] loaded patient 9226
  |   | [23.82s | 3.47MB] loaded patient 12826
  |   | [35.53s | 5.01MB] loaded patient 15472
  |   | Combining thread results...
  | [285.37s | 781.12MB] 254189 images (100.0%) sampled from 254 patients
  | Loading Images...
  |   | [3.40s | 0.46MB] loaded patient 16895
  |   | [3.74s | 0.53MB] loaded patient 8916
  |   | [4.12s | 0.47MB] loaded patient 16552
  |   | [4.65s | 0.67MB] loaded patient 9174
  |   | [5.89s | 0.86MB] loaded patient 12873
  |   | [7.46s | 1.09MB] loaded patient 8959
  |   | [8.00s | 1.13MB] loaded patient 12875
  |   | [10.70s | 1.53MB] loaded patient 13404
  |   | [12.53s | 1.84MB] loaded patient 9258
  |   | [13.33s | 1.88MB] loaded patient 12891
  |   | [14.34s | 2.02MB] loaded patient 9267
  |   | [14.39s | 2.06MB] loaded patient 13460
  |   | [18.06s | 2.56MB] loaded patient 9073
  |   | [21.13s | 3.00MB] loaded patient 8863
  |   | [21.38s | 3.08MB] loaded patient 14189
  |   | [21.38s | 3.04MB] loaded patient 12823
  |   | [21.95s | 3.20MB] loaded patient 9324
  |   | [23.67s | 3.23MB] loaded patient 12907
  |   | [24.56s | 3.46MB] loaded patient 16896
  |   | [24.64s | 3.55MB] loaded patient 10278
  |   | [28.44s | 4.18MB] loaded patient 9346
  |   | [30.20s | 4.35MB] loaded patient 10301
  |   | [32.18s | 4.48MB] loaded patient 9322
  |   | [39.75s | 5.73MB] loaded patient 16085
  |   | [44.51s | 6.23MB] loaded patient 10282
  |   | Combining thread results...
  | [45.56s | 64.63MB] 21033 images (100.0%) sampled from 25 patients
  | [22.46s | 0.00MB] RFF SVC Computed
  | Running test data:
  |   | Incorrect labels: 3588 (17.1%)
  |   | Correct labels: 17445 (82.9)%
  |   | False positive: 1383
  |   | False negative: 2205
  |   | True positive: 3161
  |   | True negative: 14284
  | [0.20s] 21033 tests run
  | Running test data:
  |   | Incorrect labels: 48642 (19.1%)
  |   | Correct labels: 205547 (80.9)%
  |   | False positive: 15449
  |   | False negative: 33193
  |   | True positive: 40209
  |   | True negative: 165338
  | [2.33s] 254189 tests run
[364.14s] Program finished.
(sk) nid00009(381)$ python rffsvm.py ptrain=1.0 ptest=1.0 n=7 fdim=512
Random Fourier Feature Support Vector Classifier
  | [0.06s | 0.02MB] 7->512 Random Fourier Feature created
  | Loading Images...
  |   | [0.02s | 0.06MB] loaded patient 16534
  |   | [0.02s | 0.09MB] loaded patient 12241
  |   | [0.02s] error loading patient 14078: all the input arrays must have same number of dimensions
  |   | [0.03s | 0.06MB] loaded patient 8957
  |   | [0.03s | 0.09MB] loaded patient 14212
  |   | [0.03s | 0.09MB] loaded patient 12876
  |   | [0.04s | 0.15MB] loaded patient 13458
  |   | [0.04s | 0.15MB] loaded patient 9347
  |   | [0.04s | 0.12MB] loaded patient 12811
  |   | [0.04s | 0.15MB] loaded patient 9124
  |   | [0.04s | 0.18MB] loaded patient 13687
  |   | [0.04s | 0.15MB] loaded patient 14081
  |   | [0.04s | 0.12MB] loaded patient 13023
  |   | [0.05s | 0.21MB] loaded patient 10258
  |   | [0.05s | 0.21MB] loaded patient 13692
  |   | [0.05s | 0.18MB] loaded patient 9083
  |   | [0.05s | 0.18MB] loaded patient 9022
  |   | [0.05s | 0.18MB] loaded patient 15471
  |   | [0.05s | 0.21MB] loaded patient 9344
  |   | [0.05s | 0.21MB] loaded patient 8951
  |   | [0.06s | 0.24MB] loaded patient 8865
  |   | [0.06s | 0.24MB] loaded patient 12822
  |   | [0.06s | 0.27MB] loaded patient 12909
  |   | [0.06s | 0.27MB] loaded patient 12884
  |   | [0.07s | 0.27MB] loaded patient 16568
  |   | [0.07s | 0.27MB] loaded patient 12901
  |   | [0.07s | 0.30MB] loaded patient 10304
  |   | [0.07s | 0.36MB] loaded patient 9037
  |   | [0.03s | 0.09MB] loaded patient 12883
  |   | [0.07s | 0.33MB] loaded patient 9041
  |   | [0.07s | 0.30MB] loaded patient 15513
  |   | [0.08s | 0.36MB] loaded patient 9176
  |   | [0.05s | 0.18MB] loaded patient 16532
  |   | [0.03s | 0.09MB] loaded patient 16531
  |   | [0.08s | 0.36MB] loaded patient 12242
  |   | [0.07s | 0.24MB] loaded patient 12869
  |   | [0.08s | 0.36MB] loaded patient 13106
  |   | [0.09s | 0.45MB] loaded patient 9259
  |   | [0.09s | 0.45MB] loaded patient 15473
  |   | [0.09s | 0.39MB] loaded patient 13691
  |   | [0.05s | 0.21MB] loaded patient 10286
  |   | [0.10s | 0.48MB] loaded patient 14154
  |   | [0.09s | 0.42MB] loaded patient 10260
  |   | [0.09s | 0.42MB] loaded patient 9257
  |   | [0.10s | 0.48MB] loaded patient 13019
  |   | [0.08s | 0.36MB] loaded patient 12955
  |   | [0.10s | 0.48MB] loaded patient 9225
  |   | [0.10s | 0.48MB] loaded patient 13613
  |   | [0.03s | 0.09MB] loaded patient 9044
  |   | [0.05s | 0.18MB] loaded patient 9383
  |   | [0.07s | 0.27MB] loaded patient 10254
  |   | [0.07s | 0.27MB] loaded patient 9291
  |   | [0.04s | 0.15MB] loaded patient 14209
  |   | [0.10s | 0.42MB] loaded patient 16166
  |   | [0.07s | 0.27MB] loaded patient 12870
  |   | [0.06s | 0.24MB] loaded patient 14188
  |   | [0.08s | 0.33MB] loaded patient 12930
  |   | [0.02s | 0.06MB] loaded patient 16167
  |   | [0.11s | 0.51MB] loaded patient 8867
  |   | [0.04s | 0.12MB] loaded patient 13617
  |   | [0.07s | 0.30MB] loaded patient 10293
  |   | [0.04s | 0.15MB] loaded patient 14213
  |   | [0.09s | 0.39MB] loaded patient 15515
  |   | [0.09s | 0.39MB] loaded patient 12810
  |   | [0.09s | 0.39MB] loaded patient 10264
  |   | [0.03s | 0.12MB] loaded patient 12881
  |   | [0.14s | 0.66MB] loaded patient 14211
  |   | [0.14s | 0.69MB] loaded patient 10308
  |   | [0.14s | 0.63MB] loaded patient 10290
  |   | [0.02s | 0.06MB] loaded patient 9262
  |   | [0.08s | 0.36MB] loaded patient 9254
  |   | [0.03s | 0.09MB] loaded patient 9035
  |   | [0.07s | 0.33MB] loaded patient 9261
  |   | [0.05s | 0.21MB] loaded patient 12898
  |   | [0.15s | 0.72MB] loaded patient 10288
  |   | [0.08s | 0.33MB] loaded patient 10306
  |   | [0.09s | 0.39MB] loaded patient 10269
  |   | [0.04s | 0.15MB] loaded patient 16569
  |   | [0.13s | 0.60MB] loaded patient 9320
  |   | [0.06s | 0.27MB] loaded patient 9023
  |   | [0.10s | 0.39MB] loaded patient 12878
  |   | [0.08s | 0.36MB] loaded patient 12752
  |   | [0.16s | 0.69MB] loaded patient 13693
  |   | [0.03s | 0.09MB] loaded patient 12871
  |   | [0.04s | 0.15MB] loaded patient 13020
  |   | [0.08s | 0.33MB] loaded patient 8914
  |   | [0.06s | 0.27MB] loaded patient 12949
  |   | [0.06s | 0.27MB] loaded patient 9227
  |   | [0.07s | 0.30MB] loaded patient 12817
  |   | [0.13s | 0.63MB] loaded patient 12934
  |   | [0.14s | 0.66MB] loaded patient 16165
  |   | [0.13s | 0.60MB] loaded patient 14155
  |   | [0.02s | 0.06MB] loaded patient 12948
  |   | [0.12s | 0.54MB] loaded patient 10279
  |   | [0.03s | 0.09MB] loaded patient 9175
  |   | [0.11s | 0.51MB] loaded patient 9029
  |   | [0.03s | 0.09MB] loaded patient 12892
  |   | [0.04s | 0.15MB] loaded patient 12879
  |   | [0.08s | 0.33MB] loaded patient 10307
  |   | [0.08s | 0.36MB] loaded patient 12820
  |   | [0.08s | 0.33MB] loaded patient 10275
  |   | [0.08s | 0.33MB] loaded patient 9177
  |   | [0.13s | 0.60MB] loaded patient 12880
  |   | [0.04s | 0.15MB] loaded patient 13403
  |   | [0.04s | 0.12MB] loaded patient 16555
  |   | [0.09s | 0.39MB] loaded patient 10291
  |   | [0.09s | 0.36MB] loaded patient 13694
  |   | [0.06s | 0.27MB] loaded patient 15634
  |   | [0.12s | 0.54MB] loaded patient 8974
  |   | [0.07s | 0.30MB] loaded patient 8913
  |   | [0.12s | 0.54MB] loaded patient 12910
  |   | [0.09s | 0.39MB] loaded patient 12951
  |   | [0.11s | 0.51MB] loaded patient 9123
  |   | [0.10s | 0.45MB] loaded patient 9173
  |   | [0.08s | 0.36MB] loaded patient 15840
  |   | [0.12s | 0.57MB] loaded patient 10262
  |   | [0.09s | 0.39MB] loaded patient 13021
  |   | [0.04s | 0.15MB] loaded patient 13688
  |   | [0.05s | 0.18MB] loaded patient 15633
  |   | [0.06s | 0.27MB] loaded patient 9135
  |   | [0.12s | 0.57MB] loaded patient 9078
  |   | [0.05s | 0.18MB] loaded patient 10256
  |   | [0.06s | 0.24MB] loaded patient 12824
  |   | [0.10s | 0.48MB] loaded patient 10300
  |   | [0.04s | 0.12MB] loaded patient 12877
  |   | [0.14s | 0.66MB] loaded patient 10299
  |   | [0.09s | 0.39MB] loaded patient 9250
  |   | [0.04s | 0.15MB] loaded patient 14306
  |   | [0.12s | 0.54MB] loaded patient 9265
  |   | [0.07s | 0.30MB] loaded patient 16570
  |   | [0.05s | 0.18MB] loaded patient 15632
  |   | [0.07s | 0.30MB] loaded patient 10277
  |   | [0.11s | 0.51MB] loaded patient 9077
  |   | [0.03s | 0.09MB] loaded patient 12933
  |   | [0.05s | 0.21MB] loaded patient 15514
  |   | [0.04s | 0.15MB] loaded patient 9260
  |   | [0.06s | 0.24MB] loaded patient 8980
  |   | [0.09s | 0.39MB] loaded patient 15902
  |   | [0.07s | 0.27MB] loaded patient 12872
  |   | [0.11s | 0.51MB] loaded patient 8918
  |   | [0.05s | 0.21MB] loaded patient 14210
  |   | [0.06s | 0.24MB] loaded patient 12893
  |   | [0.03s | 0.09MB] loaded patient 10255
  |   | [0.11s | 0.48MB] loaded patient 9290
  |   | [0.05s | 0.18MB] loaded patient 8955
  |   | [0.10s | 0.42MB] loaded patient 12935
  |   | [0.07s | 0.30MB] loaded patient 10274
  |   | [0.05s | 0.21MB] loaded patient 9125
  |   | [0.05s | 0.21MB] loaded patient 13401
  |   | [0.13s | 0.60MB] loaded patient 10305
  |   | [0.12s | 0.57MB] loaded patient 9075
  |   | [0.10s | 0.45MB] loaded patient 9178
  |   | [0.05s | 0.18MB] loaded patient 12886
  |   | [0.04s | 0.15MB] loaded patient 14082
  |   | [0.05s | 0.18MB] loaded patient 12931
  |   | [0.07s | 0.30MB] loaded patient 9076
  |   | [0.09s | 0.36MB] loaded patient 9381
  |   | [0.06s | 0.24MB] loaded patient 13025
  |   | [0.06s | 0.24MB] loaded patient 16554
  |   | [0.08s | 0.36MB] loaded patient 15510
  |   | [0.07s | 0.24MB] loaded patient 14304
  |   | [0.08s | 0.36MB] loaded patient 9325
  |   | [0.06s | 0.24MB] loaded patient 12932
  |   | [0.04s | 0.15MB] loaded patient 9319
  |   | [0.06s | 0.27MB] loaded patient 12897
  |   | [0.04s | 0.15MB] loaded patient 12882
  |   | [0.05s | 0.18MB] loaded patient 10253
  |   | [0.04s | 0.12MB] loaded patient 12748
  |   | [0.09s | 0.42MB] loaded patient 10303
  |   | [0.05s | 0.21MB] loaded patient 8950
  |   | [0.09s | 0.42MB] loaded patient 10285
  |   | [0.07s | 0.30MB] loaded patient 8917
  |   | [0.08s | 0.36MB] loaded patient 9181
  |   | [0.06s | 0.24MB] loaded patient 10257
  |   | [0.10s | 0.45MB] loaded patient 10292
  |   | [0.11s | 0.51MB] loaded patient 12818
  |   | [0.14s | 0.66MB] loaded patient 10268
  |   | [0.08s | 0.33MB] loaded patient 14192
  |   | [0.12s | 0.57MB] loaded patient 12751
  |   | [0.05s | 0.21MB] loaded patient 13461
  |   | [0.09s | 0.42MB] loaded patient 12626
  |   | [0.04s | 0.12MB] loaded patient 15839
  |   | [0.12s | 0.57MB] loaded patient 13462
  |   | [0.12s | 0.54MB] loaded patient 12819
  |   | [0.02s | 0.06MB] loaded patient 12929
  |   | [0.05s | 0.21MB] loaded patient 14321
  |   | [0.11s | 0.51MB] loaded patient 9126
  |   | [0.09s | 0.42MB] loaded patient 9036
  |   | [0.08s | 0.36MB] loaded patient 13459
  |   | [0.04s | 0.12MB] loaded patient 13018
  |   | [0.15s | 0.69MB] loaded patient 9323
  |   | [0.13s | 0.60MB] loaded patient 10302
  |   | [0.06s | 0.27MB] loaded patient 9043
  |   | [0.06s | 0.27MB] loaded patient 14153
  |   | [0.11s | 0.51MB] loaded patient 13916
  |   | [0.09s | 0.39MB] loaded patient 12905
  |   | [0.14s | 0.66MB] loaded patient 16551
  |   | [0.09s | 0.42MB] loaded patient 13400
  |   | [0.10s | 0.45MB] loaded patient 13616
  |   | [0.09s | 0.39MB] loaded patient 9266
  |   | [0.11s | 0.54MB] loaded patient 12906
  |   | [0.05s | 0.21MB] loaded patient 10261
  |   | [0.05s | 0.18MB] loaded patient 12896
  |   | [0.06s | 0.24MB] loaded patient 16553
  |   | [0.15s | 0.69MB] loaded patient 10272
  |   | [0.10s | 0.45MB] loaded patient 12867
  |   | [0.14s | 0.66MB] loaded patient 10273
  |   | [0.04s | 0.15MB] loaded patient 13666
  |   | [0.03s | 0.12MB] loaded patient 9321
  |   | [0.07s | 0.30MB] loaded patient 14079
  |   | [0.03s | 0.09MB] loaded patient 16552
  |   | [0.08s | 0.36MB] loaded patient 15903
  |   | [0.03s | 0.09MB] loaded patient 8916
  |   | [0.12s | 0.54MB] loaded patient 12749
  |   | [0.11s | 0.48MB] loaded patient 10259
  |   | [0.04s | 0.15MB] loaded patient 16533
  |   | [0.05s | 0.21MB] loaded patient 13689
  |   | [0.09s | 0.42MB] loaded patient 15516
  |   | [0.08s | 0.33MB] loaded patient 14305
  |   | [0.07s | 0.33MB] loaded patient 12900
  |   | [0.10s | 0.45MB] loaded patient 12821
  |   | [0.04s | 0.15MB] loaded patient 8959
  |   | [0.03s | 0.12MB] loaded patient 12873
  |   | [0.03s | 0.09MB] loaded patient 16895
  |   | [0.10s | 0.45MB] loaded patient 14156
  |   | [0.09s | 0.42MB] loaded patient 12911
  |   | [0.11s | 0.54MB] loaded patient 12894
  |   | [0.03s | 0.09MB] loaded patient 15512
  |   | [0.06s | 0.27MB] loaded patient 12947
  |   | [0.08s | 0.33MB] loaded patient 8864
  |   | [0.07s | 0.30MB] loaded patient 10276
  |   | [0.13s | 0.60MB] loaded patient 12954
  |   | [0.05s | 0.21MB] loaded patient 9258
  |   | [0.08s | 0.36MB] loaded patient 8984
  |   | [0.06s | 0.27MB] loaded patient 12868
  |   | [0.06s | 0.27MB] loaded patient 9073
  |   | [0.04s | 0.12MB] loaded patient 13404
  |   | [0.05s | 0.21MB] loaded patient 12891
  |   | [0.09s | 0.39MB] loaded patient 13022
  |   | [0.04s | 0.18MB] loaded patient 9228
  |   | [0.08s | 0.39MB] loaded patient 9255
  |   | [0.14s | 0.72MB] loaded patient 16550
  |   | [0.07s | 0.33MB] loaded patient 8863
  |   | [0.07s | 0.33MB] loaded patient 14189
  |   | [0.07s | 0.36MB] loaded patient 12907
  |   | [0.05s | 0.24MB] loaded patient 16014
  |   | [0.11s | 0.57MB] loaded patient 8956
  |   | [0.14s | 0.69MB] loaded patient 8975
  |   | [0.11s | 0.54MB] loaded patient 9382
  |   | [0.09s | 0.45MB] loaded patient 14191
  |   | [0.02s | 0.09MB] loaded patient 9174
  |   | [0.07s | 0.36MB] loaded patient 13591
  |   | [0.06s | 0.30MB] loaded patient 10295
  |   | [0.05s | 0.27MB] loaded patient 13024
  |   | [0.06s | 0.30MB] loaded patient 9256
  |   | [0.10s | 0.54MB] loaded patient 12895
  |   | [0.08s | 0.42MB] loaded patient 14157
  |   | [0.05s | 0.27MB] loaded patient 13402
  |   | [0.05s | 0.27MB] loaded patient 9081
  |   | [0.04s | 0.24MB] loaded patient 13460
  |   | [0.06s | 0.36MB] loaded patient 10278
  |   | [0.02s | 0.15MB] loaded patient 12875
  |   | [0.05s | 0.33MB] loaded patient 12908
  |   | [0.04s | 0.33MB] loaded patient 12823
  |   | [0.04s | 0.30MB] loaded patient 14190
  |   | [0.05s | 0.39MB] loaded patient 9345
  |   | [0.04s | 0.36MB] loaded patient 9324
  |   | [0.05s | 0.45MB] loaded patient 9346
  |   | [0.06s | 0.48MB] loaded patient 12890
  |   | [0.08s | 0.63MB] loaded patient 10282
  |   | [0.05s | 0.48MB] loaded patient 12750
  |   | [0.03s | 0.36MB] loaded patient 12826
  |   | [0.07s | 0.63MB] loaded patient 16085
  |   | [0.03s | 0.39MB] loaded patient 9226
  |   | [0.05s | 0.54MB] loaded patient 15472
  |   | [0.04s | 0.45MB] loaded patient 9322
  |   | [0.03s | 0.39MB] loaded patient 16896
  |   | [0.03s | 0.45MB] loaded patient 10301
  |   | [0.01s | 0.24MB] loaded patient 9267
  |   | Combining thread results...
  | [7.33s | 90.72MB] 3024 images (1.0%) sampled from 279 patients
  | [1.06s] Generated K Means model (n=7)
  | Loading Images...
  |   | [2.54s | 0.26MB] loaded patient 16534
  |   | [4.27s | 0.45MB] loaded patient 8957
  |   | [6.05s | 0.62MB] loaded patient 12241
  |   | [6.35s | 0.64MB] loaded patient 12876
  |   | [7.82s | 0.80MB] loaded patient 14078
  |   | [8.01s | 0.83MB] loaded patient 14212
  |   | [9.04s | 0.93MB] loaded patient 13023
  |   | [9.68s | 1.00MB] loaded patient 12811
  |   | [12.82s | 1.34MB] loaded patient 14081
  |   | [15.58s | 1.63MB] loaded patient 9347
  |   | [15.78s | 1.64MB] loaded patient 13458
  |   | [18.05s | 1.86MB] loaded patient 13687
  |   | [18.75s | 1.89MB] loaded patient 9124
  |   | [20.16s | 2.12MB] loaded patient 9022
  |   | [21.19s | 2.19MB] loaded patient 15471
  |   | [21.25s | 2.17MB] loaded patient 10258
  |   | [21.44s | 2.19MB] loaded patient 9344
  |   | [22.76s | 2.34MB] loaded patient 9083
  |   | [24.11s | 2.51MB] loaded patient 8951
  |   | [24.29s | 2.49MB] loaded patient 13692
  |   | [18.42s | 1.91MB] loaded patient 16532
  |   | [28.83s | 2.92MB] loaded patient 8865
  |   | [30.08s | 3.11MB] loaded patient 12822
  |   | [30.94s | 3.15MB] loaded patient 12884
  |   | [9.86s | 1.02MB] loaded patient 16531
  |   | [32.00s | 3.27MB] loaded patient 12909
  |   | [32.03s | 3.31MB] loaded patient 12901
  |   | [13.35s | 1.38MB] loaded patient 12883
  |   | [6.15s | 0.65MB] loaded patient 9044
  |   | [32.66s | 3.39MB] loaded patient 16568
  |   | [34.74s | 3.56MB] loaded patient 15513
  |   | [35.09s | 3.61MB] loaded patient 10304
  |   | [24.99s | 2.54MB] loaded patient 10286
  |   | [30.96s | 3.18MB] loaded patient 12869
  |   | [41.78s | 4.24MB] loaded patient 9041
  |   | [42.32s | 4.28MB] loaded patient 9176
  |   | [42.90s | 4.38MB] loaded patient 13106
  |   | [43.57s | 4.48MB] loaded patient 12242
  |   | [44.95s | 4.55MB] loaded patient 9037
  |   | [46.80s | 4.78MB] loaded patient 13691
  |   | [37.54s | 3.86MB] loaded patient 12930
  |   | [47.44s | 4.92MB] loaded patient 9257
  |   | [16.57s | 1.72MB] loaded patient 14213
  |   | [42.70s | 4.35MB] loaded patient 12955
  |   | [49.28s | 4.98MB] loaded patient 16166
  |   | [27.77s | 2.90MB] loaded patient 14188
  |   | [45.68s | 4.76MB] loaded patient 15515
  |   | [52.41s | 5.28MB] loaded patient 10260
  |   | [7.55s | 0.79MB] loaded patient 16167
  |   | [22.47s | 2.31MB] loaded patient 9383
  |   | [34.36s | 3.56MB] loaded patient 10293
  |   | [33.66s | 3.47MB] loaded patient 10254
  |   | [32.36s | 3.34MB] loaded patient 12870
  |   | [56.09s | 5.73MB] loaded patient 9259
  |   | [57.21s | 5.89MB] loaded patient 15473
  |   | [32.98s | 3.38MB] loaded patient 9291
  |   | [13.96s | 1.44MB] loaded patient 13617
  |   | [57.58s | 5.91MB] loaded patient 13613
  |   | [3.69s | 0.38MB] loaded patient 9262
  |   | [13.69s | 1.40MB] loaded patient 14209
  |   | [60.20s | 6.19MB] loaded patient 13019
  |   | [61.17s | 6.23MB] loaded patient 14154
  |   | [9.45s | 0.97MB] loaded patient 9035
  |   | [61.52s | 6.32MB] loaded patient 9225
  |   | [45.91s | 4.68MB] loaded patient 12810
  |   | [47.73s | 4.92MB] loaded patient 10264
  |   | [32.13s | 3.33MB] loaded patient 9227
  |   | [65.68s | 6.72MB] loaded patient 8867
  |   | [13.39s | 1.29MB] loaded patient 16569
  |   | [10.96s | 1.12MB] loaded patient 12881
  |   | [7.74s | 0.75MB] loaded patient 12871
  |   | [34.96s | 3.57MB] loaded patient 9023
  |   | [38.71s | 3.95MB] loaded patient 9261
  |   | [15.41s | 1.58MB] loaded patient 13020
  |   | [45.87s | 4.80MB] loaded patient 9254
  |   | [40.12s | 4.20MB] loaded patient 10306
  |   | [23.30s | 2.38MB] loaded patient 12898
  |   | [8.88s | 0.92MB] loaded patient 12892
  |   | [45.64s | 4.68MB] loaded patient 10269
  |   | [74.15s | 7.63MB] loaded patient 9320
  |   | [4.44s | 0.48MB] loaded patient 9175
  |   | [32.09s | 3.31MB] loaded patient 12949
  |   | [80.67s | 8.32MB] loaded patient 10290
  |   | [6.38s | 0.67MB] loaded patient 12948
  |   | [83.15s | 8.59MB] loaded patient 14211
  |   | [43.81s | 4.49MB] loaded patient 12752
  |   | [56.67s | 5.72MB] loaded patient 12878
  |   | [12.55s | 1.28MB] loaded patient 13403
  |   | [42.37s | 4.33MB] loaded patient 10275
  |   | [16.22s | 1.67MB] loaded patient 12879
  |   | [90.51s | 9.29MB] loaded patient 10308
  |   | [90.75s | 9.33MB] loaded patient 10288
  |   | [83.97s | 8.64MB] loaded patient 16165
  |   | [93.75s | 9.61MB] loaded patient 13693
  |   | [39.93s | 4.08MB] loaded patient 10307
  |   | [39.05s | 4.00MB] loaded patient 8914
  |   | [44.49s | 4.60MB] loaded patient 12820
  |   | [18.01s | 1.85MB] loaded patient 15633
  |   | [66.81s | 6.93MB] loaded patient 10279
  |   | [76.61s | 7.69MB] loaded patient 14155
  |   | [80.27s | 8.21MB] loaded patient 12934
  |   | [44.52s | 4.52MB] loaded patient 9177
  |   | [37.84s | 3.83MB] loaded patient 12817
  |   | [18.18s | 1.88MB] loaded patient 15632
  |   | [13.56s | 1.40MB] loaded patient 13688
  |   | [10.32s | 1.08MB] loaded patient 12877
  |   | [48.44s | 4.97MB] loaded patient 10291
  |   | [28.07s | 2.90MB] loaded patient 12824
  |   | [45.05s | 4.65MB] loaded patient 12951
  |   | [45.55s | 4.71MB] loaded patient 9250
  |   | [32.72s | 3.31MB] loaded patient 15634
  |   | [65.00s | 6.69MB] loaded patient 9029
  |   | [43.52s | 4.53MB] loaded patient 15840
  |   | [6.42s | 0.63MB] loaded patient 12933
  |   | [14.93s | 1.53MB] loaded patient 16555
  |   | [18.67s | 1.92MB] loaded patient 10256
  |   | [77.00s | 7.92MB] loaded patient 12880
  |   | [71.64s | 7.40MB] loaded patient 10262
  |   | [30.58s | 3.19MB] loaded patient 12872
  |   | [36.67s | 3.76MB] loaded patient 16570
  |   | [48.77s | 4.90MB] loaded patient 13021
  |   | [63.55s | 6.51MB] loaded patient 9123
  |   | [68.96s | 7.13MB] loaded patient 8974
  |   | [17.34s | 1.77MB] loaded patient 14306
  |   | [59.46s | 6.11MB] loaded patient 10300
  |   | [14.63s | 1.48MB] loaded patient 9260
  |   | [57.91s | 5.86MB] loaded patient 9173
  |   | [49.82s | 4.96MB] loaded patient 13694
  |   | [67.27s | 6.87MB] loaded patient 9265
  |   | [84.72s | 8.61MB] loaded patient 10299
  |   | [38.55s | 3.91MB] loaded patient 10277
  |   | [28.57s | 2.93MB] loaded patient 9135
  |   | [47.19s | 4.77MB] loaded patient 15902
  |   | [22.82s | 2.35MB] loaded patient 14210
  |   | [65.18s | 6.65MB] loaded patient 9077
  |   | [27.84s | 2.86MB] loaded patient 12893
  |   | [25.89s | 2.61MB] loaded patient 15514
  |   | [68.28s | 7.04MB] loaded patient 12910
  |   | [28.24s | 2.85MB] loaded patient 8980
  |   | [48.53s | 5.02MB] loaded patient 12935
  |   | [10.78s | 1.11MB] loaded patient 10255
  |   | [38.34s | 3.91MB] loaded patient 8913
  |   | [19.74s | 2.03MB] loaded patient 8955
  |   | [70.56s | 7.32MB] loaded patient 9078
  |   | [24.13s | 2.49MB] loaded patient 9125
  |   | [42.79s | 4.35MB] loaded patient 15510
  |   | [22.18s | 2.32MB] loaded patient 13401
  |   | [34.93s | 3.60MB] loaded patient 10274
  |   | [71.84s | 7.30MB] loaded patient 9075
  |   | [20.97s | 2.14MB] loaded patient 12886
  |   | [61.07s | 6.32MB] loaded patient 9290
  |   | [36.10s | 3.78MB] loaded patient 9076
  |   | [28.34s | 2.94MB] loaded patient 16554
  |   | [19.00s | 1.96MB] loaded patient 14082
  |   | [23.76s | 2.41MB] loaded patient 12931
  |   | [16.14s | 1.70MB] loaded patient 9319
  |   | [61.58s | 6.31MB] loaded patient 8918
  |   | [30.45s | 3.12MB] loaded patient 13025
  |   | [32.36s | 3.29MB] loaded patient 14304
  |   | [57.55s | 5.90MB] loaded patient 9178
  |   | [29.57s | 2.92MB] loaded patient 12932
  |   | [49.51s | 5.12MB] loaded patient 9381
  |   | [38.85s | 3.99MB] loaded patient 8917
  |   | [44.79s | 4.62MB] loaded patient 9325
  |   | [15.71s | 1.61MB] loaded patient 12882
  |   | [14.44s | 1.49MB] loaded patient 12748
  |   | [22.10s | 2.25MB] loaded patient 10253
  |   | [25.20s | 2.60MB] loaded patient 10257
  |   | [24.12s | 2.50MB] loaded patient 8950
  |   | [71.91s | 7.44MB] loaded patient 10305
  |   | [9.44s | 0.98MB] loaded patient 15839
  |   | [49.37s | 5.05MB] loaded patient 10285
  |   | [43.04s | 4.40MB] loaded patient 9181
  |   | [36.17s | 3.53MB] loaded patient 12897
  |   | [53.45s | 5.52MB] loaded patient 10303
  |   | [64.18s | 6.60MB] loaded patient 12818
  |   | [26.67s | 2.72MB] loaded patient 13461
  |   | [41.11s | 4.22MB] loaded patient 14192
  |   | [6.36s | 0.65MB] loaded patient 12929
  |   | [24.60s | 2.54MB] loaded patient 14321
  |   | [58.95s | 6.08MB] loaded patient 10292
  |   | [11.89s | 1.23MB] loaded patient 13018
  |   | [73.04s | 7.44MB] loaded patient 12751
  |   | [41.28s | 4.20MB] loaded patient 13459
  |   | [53.57s | 5.50MB] loaded patient 12626
  |   | [64.41s | 6.65MB] loaded patient 12819
  |   | [47.62s | 4.97MB] loaded patient 12905
  |   | [49.38s | 5.06MB] loaded patient 9036
  |   | [33.26s | 3.41MB] loaded patient 9043
  |   | [71.09s | 7.19MB] loaded patient 13462
  |   | [63.48s | 6.52MB] loaded patient 9126
  |   | [54.01s | 5.56MB] loaded patient 13616
  |   | [29.40s | 2.95MB] loaded patient 14153
  |   | [75.96s | 7.80MB] loaded patient 10302
  |   | [84.13s | 8.64MB] loaded patient 10268
  |   | [27.86s | 2.78MB] loaded patient 16553
  |   | [25.65s | 2.65MB] loaded patient 10261
  |   | [49.55s | 5.31MB] loaded patient 13400
  |   | [64.79s | 6.69MB] loaded patient 13916
  |   | [87.30s | 8.93MB] loaded patient 9323
  |   | [15.65s | 1.60MB] loaded patient 13666
  |   | [18.07s | 2.08MB] loaded patient 12896
  |   | [11.58s | 1.28MB] loaded patient 9321
  |   | [82.00s | 8.94MB] loaded patient 16551
  |   | [61.88s | 6.96MB] loaded patient 12906
  |   | [19.28s | 2.40MB] loaded patient 13689
  |   | [11.91s | 1.50MB] loaded patient 16533
  |   | [38.88s | 4.26MB] loaded patient 15903
  |   | [56.42s | 5.84MB] loaded patient 12867
  |   | [43.61s | 5.67MB] loaded patient 12821
  |   | [45.81s | 4.78MB] loaded patient 9266
  |   | [37.83s | 4.33MB] loaded patient 8864
  |   | [35.57s | 3.65MB] loaded patient 14079
  |   | [49.65s | 5.73MB] loaded patient 14156
  |   | [76.46s | 8.19MB] loaded patient 10273
  |   | [33.60s | 4.04MB] loaded patient 14305
  |   | [33.95s | 4.19MB] loaded patient 12900
  |   | [49.88s | 5.29MB] loaded patient 15516
  |   | [57.56s | 6.00MB] loaded patient 10259
  |   | [84.20s | 8.91MB] loaded patient 10272
  |   | [59.79s | 7.15MB] loaded patient 12749
  |   | [38.76s | 5.02MB] loaded patient 9255
  |   | [7.11s | 0.91MB] loaded patient 15512
  |   | [47.23s | 5.09MB] loaded patient 12911
  |   | [28.07s | 3.40MB] loaded patient 12947
  |   | [59.62s | 6.97MB] loaded patient 12894
  |   | [26.50s | 3.85MB] loaded patient 10276
  |   | [28.19s | 3.53MB] loaded patient 12868
  |   | [19.43s | 2.73MB] loaded patient 16014
  |   | [36.97s | 5.23MB] loaded patient 13022
  |   | [18.47s | 3.32MB] loaded patient 13024
  |   | [69.53s | 7.92MB] loaded patient 12954
  |   | [12.40s | 1.96MB] loaded patient 9228
  |   | [72.94s | 9.43MB] loaded patient 16550
  |   | [20.08s | 3.25MB] loaded patient 13402
  |   | [35.25s | 5.49MB] loaded patient 14191
  |   | [29.45s | 4.23MB] loaded patient 13591
  |   | [32.74s | 4.57MB] loaded patient 8984
  |   | [46.04s | 6.88MB] loaded patient 12895
  |   | [74.86s | 9.05MB] loaded patient 8975
  |   | [60.13s | 7.48MB] loaded patient 8956
  |   | [20.49s | 3.81MB] loaded patient 9256
  |   | [18.50s | 3.52MB] loaded patient 9081
  |   | [37.56s | 5.76MB] loaded patient 14157
  |   | [44.98s | 6.76MB] loaded patient 9382
  |   | [24.72s | 4.84MB] loaded patient 9345
  |   | [19.71s | 3.67MB] loaded patient 10295
  |   | [22.80s | 4.26MB] loaded patient 12908
  |   | [34.42s | 6.03MB] loaded patient 12890
  |   | [21.41s | 3.89MB] loaded patient 14190
  |   | [24.43s | 4.79MB] loaded patient 9226
  |   | [30.45s | 5.88MB] loaded patient 12750
  |   | [33.96s | 6.67MB] loaded patient 15472
  |   | [23.98s | 4.63MB] loaded patient 12826
  |   | Combining thread results...
  | [303.66s | 1041.41MB] 254189 images (100.0%) sampled from 254 patients
  | Loading Images...
  |   | [3.89s | 0.62MB] loaded patient 16552
  |   | [3.96s | 0.62MB] loaded patient 16895
  |   | [4.39s | 0.70MB] loaded patient 8916
  |   | [5.48s | 0.89MB] loaded patient 9174
  |   | [6.37s | 1.15MB] loaded patient 12873
  |   | [7.59s | 1.46MB] loaded patient 8959
  |   | [8.10s | 1.51MB] loaded patient 12875
  |   | [11.02s | 2.04MB] loaded patient 13404
  |   | [13.78s | 2.70MB] loaded patient 9267
  |   | [14.15s | 2.51MB] loaded patient 12891
  |   | [14.35s | 2.74MB] loaded patient 13460
  |   | [14.45s | 2.45MB] loaded patient 9258
  |   | [18.26s | 3.42MB] loaded patient 9073
  |   | [20.96s | 4.05MB] loaded patient 12823
  |   | [21.03s | 3.99MB] loaded patient 8863
  |   | [21.86s | 4.27MB] loaded patient 9324
  |   | [22.25s | 4.11MB] loaded patient 14189
  |   | [22.54s | 4.30MB] loaded patient 12907
  |   | [24.71s | 4.74MB] loaded patient 10278
  |   | [25.03s | 4.62MB] loaded patient 16896
  |   | [29.13s | 5.58MB] loaded patient 9346
  |   | [31.07s | 5.80MB] loaded patient 10301
  |   | [31.20s | 5.98MB] loaded patient 9322
  |   | [39.86s | 7.65MB] loaded patient 16085
  |   | [43.06s | 8.30MB] loaded patient 10282
  |   | Combining thread results...
  | [44.47s | 86.17MB] 21033 images (100.0%) sampled from 25 patients
  | [26.68s | 0.00MB] RFF SVC Computed
  | Running test data:
  |   | Incorrect labels: 3513 (16.7%)
  |   | Correct labels: 17520 (83.3)%
  |   | False positive: 1279
  |   | False negative: 2234
  |   | True positive: 3132
  |   | True negative: 14388
  | [0.20s] 21033 tests run
  | Running test data:
  |   | Incorrect labels: 49060 (19.3%)
  |   | Correct labels: 205129 (80.7)%
  |   | False positive: 14932
  |   | False negative: 34128
  |   | True positive: 39274
  |   | True negative: 165855
  | [2.34s] 254189 tests run
[385.80s] Program finished.
(sk) nid00009(382)$