Arch: bert-base-uncased_pt
Bs trn: 16
Bs val: 16
Hidden dim: 256
Dataset: civilcomments
Resample class: 
Slice with: rep
Rep cluster method: gmm
Num anchor: 32
Num positive: 32
Num negative: 32
Num negative easy: 0
Weight anc by loss: False
Weight pos by loss: False
Weight neg by loss: False
Anc loss temp: 0.5
Pos loss temp: 0.5
Neg loss temp: 0.5
Data wide pos: False
Target sample ratio: 1
Balance targets: False
Additional negatives: False
Hard negative factor: 0
Full contrastive: False
Train encoder: False
No projection head: False
Projection dim: 128
Batch factor: 32
Temperature: 0.05
Single pos: False
Supervised linear scale up: False
Supervised update delay: 0
Contrastive weight: 0.5
Classifier update interval: 8
Optim: sgd
Max epoch: 5
Lr: 1e-05
Momentum: 0.9
Weight decay: 0.01
Weight decay c: 0.01
Stopping window: 30
Load encoder: 
Freeze encoder: False
Finetune epochs: 0
Clip grad norm: False
Lr scheduler classifier: 
Lr scheduler: 
Grad clip grad norm: False
Erm: False
Erm only: False
Pretrained spurious path: 
Max epoch s: 1
Bs trn s: 32
Lr s: 0.001
Momentum s: 0.9
Weight decay s: 0.0005
Slice temp: 10
Log loss interval: 10
Checkpoint interval: 50
Grad checkpoint interval: 50
Log visual interval: 100
Log grad visual interval: 50
Verbose: True
Seed: 0
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 32
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: False
Cosine: False
Exp: run0
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=5-bst=16-o=sgd-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=0-r=0
Mi resampled: None

Pretrained model loaded from 
male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.001 | Train Acc: 88.427 | Val Loss: 0.000 | Val Acc: 88.658
Training:
Accuracies by groups:
0, 0  acc: 147737 / 148186 =  99.697
0, 1  acc:  9925 /  9955 =  99.699
0, 2  acc: 16491 / 16544 =  99.680
0, 3  acc:  8534 /  8553 =  99.778
0, 4  acc:  3280 /  3291 =  99.666
0, 5  acc:   365 /   368 =  99.185
0, 6  acc:   390 /   390 = 100.000
0, 7  acc:   427 /   431 =  99.072
0, 8  acc: 16476 / 16537 =  99.631
0, 9  acc:  1061 /  1062 =  99.906
0, 10  acc:  1135 /  1138 =  99.736
0, 11  acc:   793 /   795 =  99.748
0, 12  acc:   647 /   651 =  99.386
0, 13  acc:    77 /    77 = 100.000
0, 14  acc:   122 /   122 = 100.000
0, 15  acc:    67 /    67 = 100.000
0, 16  acc:  6701 /  6714 =  99.806
0, 17  acc:   205 /   205 = 100.000
0, 18  acc:   656 /   658 =  99.696
0, 19  acc:   202 /   202 = 100.000
0, 20  acc:   111 /   111 = 100.000
0, 21  acc:    13 /    13 = 100.000
0, 22  acc:    50 /    50 = 100.000
0, 23  acc:     8 /     8 = 100.000
0, 24  acc:   944 /   948 =  99.578
0, 25  acc:    43 /    43 = 100.000
0, 26  acc:    79 /    79 = 100.000
0, 27  acc:    35 /    35 = 100.000
0, 28  acc:    36 /    36 = 100.000
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     5 /     5 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2583 /  2588 =  99.807
0, 33  acc:   115 /   115 = 100.000
0, 34  acc:   104 /   104 = 100.000
0, 35  acc:    40 /    40 = 100.000
0, 36  acc:    40 /    40 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   901 /   905 =  99.558
0, 41  acc:    40 /    40 = 100.000
0, 42  acc:    38 /    38 = 100.000
0, 43  acc:    49 /    49 = 100.000
0, 44  acc:    27 /    27 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   444 /   444 = 100.000
0, 49  acc:     5 /     6 =  83.333
0, 50  acc:    25 /    25 = 100.000
0, 51  acc:    21 /    21 = 100.000
0, 52  acc:     9 /     9 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   479 /   483 =  99.172
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    23 /    23 = 100.000
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    17 /    17 = 100.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     7 /     7 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2867 /  2874 =  99.756
0, 65  acc:   369 /   371 =  99.461
0, 66  acc:   273 /   273 = 100.000
0, 67  acc:   124 /   124 = 100.000
0, 68  acc:    64 /    64 = 100.000
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    25 /    25 = 100.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    85 /    85 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    77 /    77 = 100.000
0, 81  acc:     7 /     7 = 100.000
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     7 /     7 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     7 /     7 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    72 /    72 = 100.000
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    19 /    19 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     4 /     4 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5971 /  5989 =  99.699
0, 118  acc:  1410 /  1412 =  99.858
0, 119  acc:   386 /   387 =  99.742
0, 120  acc:   394 /   395 =  99.747
0, 121  acc:    65 /    65 = 100.000
0, 122  acc:    19 /    19 = 100.000
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    23 /    23 = 100.000
0, 125  acc:   400 /   400 = 100.000
0, 126  acc:    95 /    95 = 100.000
0, 127  acc:    31 /    31 = 100.000
0, 128  acc:    34 /    34 = 100.000
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   162 /   162 = 100.000
0, 134  acc:    34 /    34 = 100.000
0, 135  acc:    20 /    20 = 100.000
0, 136  acc:    17 /    17 = 100.000
0, 137  acc:     6 /     6 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    43 /    43 = 100.000
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:     5 /     5 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   104 /   104 = 100.000
0, 149  acc:    14 /    15 =  93.333
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:     7 /     7 = 100.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    29 /    29 = 100.000
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    22 /    22 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1654 /  1657 =  99.819
0, 170  acc:   320 /   322 =  99.379
0, 171  acc:   118 /   119 =  99.160
0, 172  acc:   166 /   167 =  99.401
0, 173  acc:    21 /    22 =  95.455
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    17 /    17 = 100.000
0, 177  acc:    85 /    85 = 100.000
0, 178  acc:    11 /    12 =  91.667
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    38 /    38 = 100.000
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     8 /     8 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    23 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    36 /    37 =  97.297
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     5 /     5 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    16 /    16 = 100.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     6 /     6 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc:    34 / 12731 =   0.267
1, 1  acc:     7 /  1440 =   0.486
1, 2  acc:     9 /  2439 =   0.369
1, 3  acc:     7 /  1007 =   0.695
1, 4  acc:     4 /  1087 =   0.368
1, 5  acc:     1 /   196 =   0.510
1, 6  acc:     0 /   118 =   0.000
1, 7  acc:     1 /   134 =   0.746
1, 8  acc:     4 /  1112 =   0.360
1, 9  acc:     0 /    79 =   0.000
1, 10  acc:     0 /   104 =   0.000
1, 11  acc:     0 /    50 =   0.000
1, 12  acc:     0 /   167 =   0.000
1, 13  acc:     0 /    22 =   0.000
1, 14  acc:     0 /    28 =   0.000
1, 15  acc:     0 /    27 =   0.000
1, 16  acc:     2 /  1783 =   0.112
1, 17  acc:     0 /    70 =   0.000
1, 18  acc:     1 /   142 =   0.704
1, 19  acc:     0 /    54 =   0.000
1, 20  acc:     0 /    70 =   0.000
1, 21  acc:     0 /    11 =   0.000
1, 22  acc:     0 /    34 =   0.000
1, 23  acc:     0 /    11 =   0.000
1, 24  acc:     1 /   223 =   0.448
1, 25  acc:     0 /     5 =   0.000
1, 26  acc:     0 /    22 =   0.000
1, 27  acc:     0 /     3 =   0.000
1, 28  acc:     0 /    35 =   0.000
1, 29  acc:     0 /     2 =   0.000
1, 30  acc:     0 /     6 =   0.000
1, 31  acc:     0 /     2 =   0.000
1, 32  acc:     1 /   361 =   0.277
1, 33  acc:     0 /    19 =   0.000
1, 34  acc:     0 /    16 =   0.000
1, 35  acc:     0 /     6 =   0.000
1, 36  acc:     0 /    12 =   0.000
1, 37  acc:     0 /     2 =   0.000
1, 38  acc:     0 /     7 =   0.000
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:     0 /    84 =   0.000
1, 41  acc:     0 /     4 =   0.000
1, 42  acc:     0 /     3 =   0.000
1, 43  acc:     0 /     4 =   0.000
1, 44  acc:     0 /     6 =   0.000
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     0 /     3 =   0.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:     1 /   117 =   0.855
1, 49  acc:     0 /     3 =   0.000
1, 50  acc:     0 /     9 =   0.000
1, 51  acc:     0 /     5 =   0.000
1, 52  acc:     0 /     4 =   0.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     0 /     8 =   0.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:     0 /    88 =   0.000
1, 57  acc:     0 /     4 =   0.000
1, 58  acc:     0 /     4 =   0.000
1, 59  acc:     0 /     3 =   0.000
1, 60  acc:     0 /     7 =   0.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     0 /     5 =   0.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:     2 /  1225 =   0.163
1, 65  acc:     1 /   175 =   0.571
1, 66  acc:     2 /   108 =   1.852
1, 67  acc:     0 /    46 =   0.000
1, 68  acc:     0 /    57 =   0.000
1, 69  acc:     0 /     9 =   0.000
1, 70  acc:     0 /    18 =   0.000
1, 71  acc:     0 /     5 =   0.000
1, 72  acc:     0 /    26 =   0.000
1, 73  acc:     0 /     1 =   0.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     0 /     1 =   0.000
1, 76  acc:     0 /     5 =   0.000
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     1 =   0.000
1, 80  acc:     0 /    46 =   0.000
1, 81  acc:     0 /     6 =   0.000
1, 82  acc:     1 /    13 =   7.692
1, 83  acc:     0 /     2 =   0.000
1, 84  acc:     0 /     2 =   0.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     0 /     5 =   0.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     0 /     5 =   0.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:     0 /    36 =   0.000
1, 95  acc:     0 /     5 =   0.000
1, 96  acc:     0 /     3 =   0.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     0 /     5 =   0.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     0 /     5 =   0.000
1, 101  acc:     0 /     1 =   0.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     1 =   0.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:     0 /     6 =   0.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     0 /     5 =   0.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     0 /     2 =   0.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     0 /     3 =   0.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:     5 /  2098 =   0.238
1, 118  acc:     0 /   495 =   0.000
1, 119  acc:     0 /   127 =   0.000
1, 120  acc:     0 /   134 =   0.000
1, 121  acc:     0 /    36 =   0.000
1, 122  acc:     0 /    18 =   0.000
1, 123  acc:     0 /     7 =   0.000
1, 124  acc:     1 /     9 =  11.111
1, 125  acc:     2 /   130 =   1.538
1, 126  acc:     0 /    31 =   0.000
1, 127  acc:     0 /     7 =   0.000
1, 128  acc:     0 /    11 =   0.000
1, 129  acc:     0 /     4 =   0.000
1, 130  acc:     0 /     2 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /     2 =   0.000
1, 133  acc:     0 /   116 =   0.000
1, 134  acc:     0 /    22 =   0.000
1, 135  acc:     0 /    10 =   0.000
1, 136  acc:     0 /    11 =   0.000
1, 137  acc:     0 /     2 =   0.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     0 /     1 =   0.000
1, 140  acc:     0 /     1 =   0.000
1, 141  acc:     0 /    28 =   0.000
1, 142  acc:     0 /     5 =   0.000
1, 143  acc:     0 /     1 =   0.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     0 /     1 =   0.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:     0 /    49 =   0.000
1, 149  acc:     0 /     5 =   0.000
1, 150  acc:     0 /     2 =   0.000
1, 151  acc:     0 /     5 =   0.000
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:     0 /    10 =   0.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     0 /     2 =   0.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     0 /     8 =   0.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:     0 /     6 =   0.000
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:     6 /   828 =   0.725
1, 170  acc:     0 /   159 =   0.000
1, 171  acc:     1 /    62 =   1.613
1, 172  acc:     0 /    53 =   0.000
1, 173  acc:     0 /    15 =   0.000
1, 174  acc:     0 /     3 =   0.000
1, 175  acc:     0 /     2 =   0.000
1, 176  acc:     0 /    11 =   0.000
1, 177  acc:     0 /    18 =   0.000
1, 178  acc:     0 /     3 =   0.000
1, 179  acc:     0 /     2 =   0.000
1, 180  acc:     0 /     2 =   0.000
1, 181  acc:     0 /     2 =   0.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:     0 /     4 =   0.000
1, 184  acc:     0 /    33 =   0.000
1, 185  acc:     0 /     8 =   0.000
1, 186  acc:     0 /     5 =   0.000
1, 187  acc:     0 /     2 =   0.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     0 /     3 =   0.000
1, 191  acc:     0 /     2 =   0.000
1, 192  acc:     0 /     3 =   0.000
1, 193  acc:     0 /     1 =   0.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     0 /     1 =   0.000
1, 196  acc:     0 /    25 =   0.000
1, 197  acc:     0 /     3 =   0.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     1 =   0.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     0 /     4 =   0.000
1, 205  acc:     0 /     1 =   0.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     0 /     5 =   0.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     1 =   0.000
1, 212  acc:     0 /     1 =   0.000
1, 213  acc:     0 /     3 =   0.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     1 =   0.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     0 /     3 =   0.000
1, 218  acc:     0 /     2 =   0.000
1, 219  acc:     0 /     2 =   0.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 237902 / 269038 =  88.427
Robust  acc:     0 /   118 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25373 / 25373 = 100.000
0, 1  acc: 31282 / 31282 = 100.000
0, 2  acc:  6155 /  6155 = 100.000
0, 3  acc: 24292 / 24292 = 100.000
0, 4  acc: 10829 / 10829 = 100.000
0, 5  acc:  5541 /  5541 = 100.000
0, 6  acc:  6785 /  6785 = 100.000
0, 7  acc: 12016 / 12016 = 100.000
1, 0  acc:     0 /  4437 =   0.000
1, 1  acc:     0 /  4962 =   0.000
1, 2  acc:     0 /  2265 =   0.000
1, 3  acc:     0 /  2446 =   0.000
1, 4  acc:     0 /  3125 =   0.000
1, 5  acc:     0 /  1003 =   0.000
1, 6  acc:     0 /  3111 =   0.000
1, 7  acc:     0 /  4682 =   0.000
--------------------------------------
Average acc: 122273 / 148304 =  82.448
Robust  acc:     0 /  4437 =   0.000
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 0.000 | Best Acc: 100.000
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.000 | Train Acc: 88.657 | Val Loss: 0.000 | Val Acc: 88.658
Training:
Accuracies by groups:
0, 0  acc: 148184 / 148186 =  99.999
0, 1  acc:  9955 /  9955 = 100.000
0, 2  acc: 16544 / 16544 = 100.000
0, 3  acc:  8553 /  8553 = 100.000
0, 4  acc:  3291 /  3291 = 100.000
0, 5  acc:   368 /   368 = 100.000
0, 6  acc:   390 /   390 = 100.000
0, 7  acc:   431 /   431 = 100.000
0, 8  acc: 16537 / 16537 = 100.000
0, 9  acc:  1062 /  1062 = 100.000
0, 10  acc:  1138 /  1138 = 100.000
0, 11  acc:   795 /   795 = 100.000
0, 12  acc:   651 /   651 = 100.000
0, 13  acc:    77 /    77 = 100.000
0, 14  acc:   122 /   122 = 100.000
0, 15  acc:    67 /    67 = 100.000
0, 16  acc:  6714 /  6714 = 100.000
0, 17  acc:   205 /   205 = 100.000
0, 18  acc:   658 /   658 = 100.000
0, 19  acc:   202 /   202 = 100.000
0, 20  acc:   111 /   111 = 100.000
0, 21  acc:    13 /    13 = 100.000
0, 22  acc:    50 /    50 = 100.000
0, 23  acc:     8 /     8 = 100.000
0, 24  acc:   948 /   948 = 100.000
0, 25  acc:    43 /    43 = 100.000
0, 26  acc:    79 /    79 = 100.000
0, 27  acc:    35 /    35 = 100.000
0, 28  acc:    36 /    36 = 100.000
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     5 /     5 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2588 /  2588 = 100.000
0, 33  acc:   115 /   115 = 100.000
0, 34  acc:   104 /   104 = 100.000
0, 35  acc:    40 /    40 = 100.000
0, 36  acc:    40 /    40 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   905 /   905 = 100.000
0, 41  acc:    40 /    40 = 100.000
0, 42  acc:    38 /    38 = 100.000
0, 43  acc:    49 /    49 = 100.000
0, 44  acc:    27 /    27 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   444 /   444 = 100.000
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    25 /    25 = 100.000
0, 51  acc:    21 /    21 = 100.000
0, 52  acc:     9 /     9 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   483 /   483 = 100.000
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    23 /    23 = 100.000
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    17 /    17 = 100.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     7 /     7 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2874 /  2874 = 100.000
0, 65  acc:   371 /   371 = 100.000
0, 66  acc:   273 /   273 = 100.000
0, 67  acc:   124 /   124 = 100.000
0, 68  acc:    64 /    64 = 100.000
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    25 /    25 = 100.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    85 /    85 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    77 /    77 = 100.000
0, 81  acc:     7 /     7 = 100.000
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     7 /     7 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     7 /     7 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    72 /    72 = 100.000
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    19 /    19 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     4 /     4 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5989 /  5989 = 100.000
0, 118  acc:  1412 /  1412 = 100.000
0, 119  acc:   387 /   387 = 100.000
0, 120  acc:   395 /   395 = 100.000
0, 121  acc:    65 /    65 = 100.000
0, 122  acc:    19 /    19 = 100.000
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    23 /    23 = 100.000
0, 125  acc:   400 /   400 = 100.000
0, 126  acc:    95 /    95 = 100.000
0, 127  acc:    31 /    31 = 100.000
0, 128  acc:    34 /    34 = 100.000
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   162 /   162 = 100.000
0, 134  acc:    34 /    34 = 100.000
0, 135  acc:    20 /    20 = 100.000
0, 136  acc:    17 /    17 = 100.000
0, 137  acc:     6 /     6 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    43 /    43 = 100.000
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:     5 /     5 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   104 /   104 = 100.000
0, 149  acc:    15 /    15 = 100.000
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:     7 /     7 = 100.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    29 /    29 = 100.000
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    22 /    22 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1657 /  1657 = 100.000
0, 170  acc:   322 /   322 = 100.000
0, 171  acc:   119 /   119 = 100.000
0, 172  acc:   167 /   167 = 100.000
0, 173  acc:    22 /    22 = 100.000
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    17 /    17 = 100.000
0, 177  acc:    85 /    85 = 100.000
0, 178  acc:    12 /    12 = 100.000
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    38 /    38 = 100.000
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     8 /     8 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    23 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    37 /    37 = 100.000
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     5 /     5 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    16 /    16 = 100.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     6 /     6 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc:     0 / 12731 =   0.000
1, 1  acc:     0 /  1440 =   0.000
1, 2  acc:     0 /  2439 =   0.000
1, 3  acc:     0 /  1007 =   0.000
1, 4  acc:     0 /  1087 =   0.000
1, 5  acc:     0 /   196 =   0.000
1, 6  acc:     0 /   118 =   0.000
1, 7  acc:     0 /   134 =   0.000
1, 8  acc:     0 /  1112 =   0.000
1, 9  acc:     0 /    79 =   0.000
1, 10  acc:     0 /   104 =   0.000
1, 11  acc:     0 /    50 =   0.000
1, 12  acc:     0 /   167 =   0.000
1, 13  acc:     0 /    22 =   0.000
1, 14  acc:     0 /    28 =   0.000
1, 15  acc:     0 /    27 =   0.000
1, 16  acc:     0 /  1783 =   0.000
1, 17  acc:     0 /    70 =   0.000
1, 18  acc:     0 /   142 =   0.000
1, 19  acc:     0 /    54 =   0.000
1, 20  acc:     0 /    70 =   0.000
1, 21  acc:     0 /    11 =   0.000
1, 22  acc:     0 /    34 =   0.000
1, 23  acc:     0 /    11 =   0.000
1, 24  acc:     0 /   223 =   0.000
1, 25  acc:     0 /     5 =   0.000
1, 26  acc:     0 /    22 =   0.000
1, 27  acc:     0 /     3 =   0.000
1, 28  acc:     0 /    35 =   0.000
1, 29  acc:     0 /     2 =   0.000
1, 30  acc:     0 /     6 =   0.000
1, 31  acc:     0 /     2 =   0.000
1, 32  acc:     0 /   361 =   0.000
1, 33  acc:     0 /    19 =   0.000
1, 34  acc:     0 /    16 =   0.000
1, 35  acc:     0 /     6 =   0.000
1, 36  acc:     0 /    12 =   0.000
1, 37  acc:     0 /     2 =   0.000
1, 38  acc:     0 /     7 =   0.000
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:     0 /    84 =   0.000
1, 41  acc:     0 /     4 =   0.000
1, 42  acc:     0 /     3 =   0.000
1, 43  acc:     0 /     4 =   0.000
1, 44  acc:     0 /     6 =   0.000
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     0 /     3 =   0.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:     0 /   117 =   0.000
1, 49  acc:     0 /     3 =   0.000
1, 50  acc:     0 /     9 =   0.000
1, 51  acc:     0 /     5 =   0.000
1, 52  acc:     0 /     4 =   0.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     0 /     8 =   0.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:     0 /    88 =   0.000
1, 57  acc:     0 /     4 =   0.000
1, 58  acc:     0 /     4 =   0.000
1, 59  acc:     0 /     3 =   0.000
1, 60  acc:     0 /     7 =   0.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     0 /     5 =   0.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:     0 /  1225 =   0.000
1, 65  acc:     0 /   175 =   0.000
1, 66  acc:     0 /   108 =   0.000
1, 67  acc:     0 /    46 =   0.000
1, 68  acc:     0 /    57 =   0.000
1, 69  acc:     0 /     9 =   0.000
1, 70  acc:     0 /    18 =   0.000
1, 71  acc:     0 /     5 =   0.000
1, 72  acc:     0 /    26 =   0.000
1, 73  acc:     0 /     1 =   0.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     0 /     1 =   0.000
1, 76  acc:     0 /     5 =   0.000
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     1 =   0.000
1, 80  acc:     0 /    46 =   0.000
1, 81  acc:     0 /     6 =   0.000
1, 82  acc:     0 /    13 =   0.000
1, 83  acc:     0 /     2 =   0.000
1, 84  acc:     0 /     2 =   0.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     0 /     5 =   0.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     0 /     5 =   0.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:     0 /    36 =   0.000
1, 95  acc:     0 /     5 =   0.000
1, 96  acc:     0 /     3 =   0.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     0 /     5 =   0.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     0 /     5 =   0.000
1, 101  acc:     0 /     1 =   0.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     1 =   0.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:     0 /     6 =   0.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     0 /     5 =   0.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     0 /     2 =   0.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     0 /     3 =   0.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:     0 /  2098 =   0.000
1, 118  acc:     0 /   495 =   0.000
1, 119  acc:     0 /   127 =   0.000
1, 120  acc:     0 /   134 =   0.000
1, 121  acc:     0 /    36 =   0.000
1, 122  acc:     0 /    18 =   0.000
1, 123  acc:     0 /     7 =   0.000
1, 124  acc:     0 /     9 =   0.000
1, 125  acc:     0 /   130 =   0.000
1, 126  acc:     0 /    31 =   0.000
1, 127  acc:     0 /     7 =   0.000
1, 128  acc:     0 /    11 =   0.000
1, 129  acc:     0 /     4 =   0.000
1, 130  acc:     0 /     2 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /     2 =   0.000
1, 133  acc:     0 /   116 =   0.000
1, 134  acc:     0 /    22 =   0.000
1, 135  acc:     0 /    10 =   0.000
1, 136  acc:     0 /    11 =   0.000
1, 137  acc:     0 /     2 =   0.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     0 /     1 =   0.000
1, 140  acc:     0 /     1 =   0.000
1, 141  acc:     0 /    28 =   0.000
1, 142  acc:     0 /     5 =   0.000
1, 143  acc:     0 /     1 =   0.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     0 /     1 =   0.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:     0 /    49 =   0.000
1, 149  acc:     0 /     5 =   0.000
1, 150  acc:     0 /     2 =   0.000
1, 151  acc:     0 /     5 =   0.000
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:     0 /    10 =   0.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     0 /     2 =   0.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     0 /     8 =   0.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:     0 /     6 =   0.000
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:     0 /   828 =   0.000
1, 170  acc:     0 /   159 =   0.000
1, 171  acc:     0 /    62 =   0.000
1, 172  acc:     0 /    53 =   0.000
1, 173  acc:     0 /    15 =   0.000
1, 174  acc:     0 /     3 =   0.000
1, 175  acc:     0 /     2 =   0.000
1, 176  acc:     0 /    11 =   0.000
1, 177  acc:     0 /    18 =   0.000
1, 178  acc:     0 /     3 =   0.000
1, 179  acc:     0 /     2 =   0.000
1, 180  acc:     0 /     2 =   0.000
1, 181  acc:     0 /     2 =   0.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:     0 /     4 =   0.000
1, 184  acc:     0 /    33 =   0.000
1, 185  acc:     0 /     8 =   0.000
1, 186  acc:     0 /     5 =   0.000
1, 187  acc:     0 /     2 =   0.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     0 /     3 =   0.000
1, 191  acc:     0 /     2 =   0.000
1, 192  acc:     0 /     3 =   0.000
1, 193  acc:     0 /     1 =   0.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     0 /     1 =   0.000
1, 196  acc:     0 /    25 =   0.000
1, 197  acc:     0 /     3 =   0.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     1 =   0.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     0 /     4 =   0.000
1, 205  acc:     0 /     1 =   0.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     0 /     5 =   0.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     1 =   0.000
1, 212  acc:     0 /     1 =   0.000
1, 213  acc:     0 /     3 =   0.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     1 =   0.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     0 /     3 =   0.000
1, 218  acc:     0 /     2 =   0.000
1, 219  acc:     0 /     2 =   0.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 238521 / 269038 =  88.657
Robust  acc:     0 / 12731 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25373 / 25373 = 100.000
0, 1  acc: 31282 / 31282 = 100.000
0, 2  acc:  6155 /  6155 = 100.000
0, 3  acc: 24292 / 24292 = 100.000
0, 4  acc: 10829 / 10829 = 100.000
0, 5  acc:  5541 /  5541 = 100.000
0, 6  acc:  6785 /  6785 = 100.000
0, 7  acc: 12016 / 12016 = 100.000
1, 0  acc:     0 /  4437 =   0.000
1, 1  acc:     0 /  4962 =   0.000
1, 2  acc:     0 /  2265 =   0.000
1, 3  acc:     0 /  2446 =   0.000
1, 4  acc:     0 /  3125 =   0.000
1, 5  acc:     0 /  1003 =   0.000
1, 6  acc:     0 /  3111 =   0.000
1, 7  acc:     0 /  4682 =   0.000
--------------------------------------
Average acc: 122273 / 148304 =  82.448
Robust  acc:     0 /  4437 =   0.000
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 0.000 | Best Acc: 100.000
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   3 | Train Loss: 0.000 | Train Acc: 88.658 | Val Loss: 0.000 | Val Acc: 88.658
Training:
Accuracies by groups:
0, 0  acc: 148186 / 148186 = 100.000
0, 1  acc:  9955 /  9955 = 100.000
0, 2  acc: 16544 / 16544 = 100.000
0, 3  acc:  8553 /  8553 = 100.000
0, 4  acc:  3291 /  3291 = 100.000
0, 5  acc:   368 /   368 = 100.000
0, 6  acc:   390 /   390 = 100.000
0, 7  acc:   431 /   431 = 100.000
0, 8  acc: 16537 / 16537 = 100.000
0, 9  acc:  1062 /  1062 = 100.000
0, 10  acc:  1138 /  1138 = 100.000
0, 11  acc:   795 /   795 = 100.000
0, 12  acc:   651 /   651 = 100.000
0, 13  acc:    77 /    77 = 100.000
0, 14  acc:   122 /   122 = 100.000
0, 15  acc:    67 /    67 = 100.000
0, 16  acc:  6714 /  6714 = 100.000
0, 17  acc:   205 /   205 = 100.000
0, 18  acc:   658 /   658 = 100.000
0, 19  acc:   202 /   202 = 100.000
0, 20  acc:   111 /   111 = 100.000
0, 21  acc:    13 /    13 = 100.000
0, 22  acc:    50 /    50 = 100.000
0, 23  acc:     8 /     8 = 100.000
0, 24  acc:   948 /   948 = 100.000
0, 25  acc:    43 /    43 = 100.000
0, 26  acc:    79 /    79 = 100.000
0, 27  acc:    35 /    35 = 100.000
0, 28  acc:    36 /    36 = 100.000
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     5 /     5 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2588 /  2588 = 100.000
0, 33  acc:   115 /   115 = 100.000
0, 34  acc:   104 /   104 = 100.000
0, 35  acc:    40 /    40 = 100.000
0, 36  acc:    40 /    40 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   905 /   905 = 100.000
0, 41  acc:    40 /    40 = 100.000
0, 42  acc:    38 /    38 = 100.000
0, 43  acc:    49 /    49 = 100.000
0, 44  acc:    27 /    27 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   444 /   444 = 100.000
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    25 /    25 = 100.000
0, 51  acc:    21 /    21 = 100.000
0, 52  acc:     9 /     9 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   483 /   483 = 100.000
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    23 /    23 = 100.000
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    17 /    17 = 100.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     7 /     7 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2874 /  2874 = 100.000
0, 65  acc:   371 /   371 = 100.000
0, 66  acc:   273 /   273 = 100.000
0, 67  acc:   124 /   124 = 100.000
0, 68  acc:    64 /    64 = 100.000
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    25 /    25 = 100.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    85 /    85 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    77 /    77 = 100.000
0, 81  acc:     7 /     7 = 100.000
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     7 /     7 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     7 /     7 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    72 /    72 = 100.000
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    19 /    19 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     4 /     4 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5989 /  5989 = 100.000
0, 118  acc:  1412 /  1412 = 100.000
0, 119  acc:   387 /   387 = 100.000
0, 120  acc:   395 /   395 = 100.000
0, 121  acc:    65 /    65 = 100.000
0, 122  acc:    19 /    19 = 100.000
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    23 /    23 = 100.000
0, 125  acc:   400 /   400 = 100.000
0, 126  acc:    95 /    95 = 100.000
0, 127  acc:    31 /    31 = 100.000
0, 128  acc:    34 /    34 = 100.000
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   162 /   162 = 100.000
0, 134  acc:    34 /    34 = 100.000
0, 135  acc:    20 /    20 = 100.000
0, 136  acc:    17 /    17 = 100.000
0, 137  acc:     6 /     6 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    43 /    43 = 100.000
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:     5 /     5 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   104 /   104 = 100.000
0, 149  acc:    15 /    15 = 100.000
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:     7 /     7 = 100.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    29 /    29 = 100.000
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    22 /    22 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1657 /  1657 = 100.000
0, 170  acc:   322 /   322 = 100.000
0, 171  acc:   119 /   119 = 100.000
0, 172  acc:   167 /   167 = 100.000
0, 173  acc:    22 /    22 = 100.000
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    17 /    17 = 100.000
0, 177  acc:    85 /    85 = 100.000
0, 178  acc:    12 /    12 = 100.000
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    38 /    38 = 100.000
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     8 /     8 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    23 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    37 /    37 = 100.000
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     5 /     5 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    16 /    16 = 100.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     6 /     6 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc:     0 / 12731 =   0.000
1, 1  acc:     0 /  1440 =   0.000
1, 2  acc:     0 /  2439 =   0.000
1, 3  acc:     0 /  1007 =   0.000
1, 4  acc:     0 /  1087 =   0.000
1, 5  acc:     0 /   196 =   0.000
1, 6  acc:     0 /   118 =   0.000
1, 7  acc:     0 /   134 =   0.000
1, 8  acc:     0 /  1112 =   0.000
1, 9  acc:     0 /    79 =   0.000
1, 10  acc:     0 /   104 =   0.000
1, 11  acc:     0 /    50 =   0.000
1, 12  acc:     0 /   167 =   0.000
1, 13  acc:     0 /    22 =   0.000
1, 14  acc:     0 /    28 =   0.000
1, 15  acc:     0 /    27 =   0.000
1, 16  acc:     0 /  1783 =   0.000
1, 17  acc:     0 /    70 =   0.000
1, 18  acc:     0 /   142 =   0.000
1, 19  acc:     0 /    54 =   0.000
1, 20  acc:     0 /    70 =   0.000
1, 21  acc:     0 /    11 =   0.000
1, 22  acc:     0 /    34 =   0.000
1, 23  acc:     0 /    11 =   0.000
1, 24  acc:     0 /   223 =   0.000
1, 25  acc:     0 /     5 =   0.000
1, 26  acc:     0 /    22 =   0.000
1, 27  acc:     0 /     3 =   0.000
1, 28  acc:     0 /    35 =   0.000
1, 29  acc:     0 /     2 =   0.000
1, 30  acc:     0 /     6 =   0.000
1, 31  acc:     0 /     2 =   0.000
1, 32  acc:     0 /   361 =   0.000
1, 33  acc:     0 /    19 =   0.000
1, 34  acc:     0 /    16 =   0.000
1, 35  acc:     0 /     6 =   0.000
1, 36  acc:     0 /    12 =   0.000
1, 37  acc:     0 /     2 =   0.000
1, 38  acc:     0 /     7 =   0.000
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:     0 /    84 =   0.000
1, 41  acc:     0 /     4 =   0.000
1, 42  acc:     0 /     3 =   0.000
1, 43  acc:     0 /     4 =   0.000
1, 44  acc:     0 /     6 =   0.000
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     0 /     3 =   0.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:     0 /   117 =   0.000
1, 49  acc:     0 /     3 =   0.000
1, 50  acc:     0 /     9 =   0.000
1, 51  acc:     0 /     5 =   0.000
1, 52  acc:     0 /     4 =   0.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     0 /     8 =   0.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:     0 /    88 =   0.000
1, 57  acc:     0 /     4 =   0.000
1, 58  acc:     0 /     4 =   0.000
1, 59  acc:     0 /     3 =   0.000
1, 60  acc:     0 /     7 =   0.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     0 /     5 =   0.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:     0 /  1225 =   0.000
1, 65  acc:     0 /   175 =   0.000
1, 66  acc:     0 /   108 =   0.000
1, 67  acc:     0 /    46 =   0.000
1, 68  acc:     0 /    57 =   0.000
1, 69  acc:     0 /     9 =   0.000
1, 70  acc:     0 /    18 =   0.000
1, 71  acc:     0 /     5 =   0.000
1, 72  acc:     0 /    26 =   0.000
1, 73  acc:     0 /     1 =   0.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     0 /     1 =   0.000
1, 76  acc:     0 /     5 =   0.000
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     1 =   0.000
1, 80  acc:     0 /    46 =   0.000
1, 81  acc:     0 /     6 =   0.000
1, 82  acc:     0 /    13 =   0.000
1, 83  acc:     0 /     2 =   0.000
1, 84  acc:     0 /     2 =   0.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     0 /     5 =   0.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     0 /     5 =   0.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:     0 /    36 =   0.000
1, 95  acc:     0 /     5 =   0.000
1, 96  acc:     0 /     3 =   0.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     0 /     5 =   0.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     0 /     5 =   0.000
1, 101  acc:     0 /     1 =   0.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     1 =   0.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:     0 /     6 =   0.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     0 /     5 =   0.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     0 /     2 =   0.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     0 /     3 =   0.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:     0 /  2098 =   0.000
1, 118  acc:     0 /   495 =   0.000
1, 119  acc:     0 /   127 =   0.000
1, 120  acc:     0 /   134 =   0.000
1, 121  acc:     0 /    36 =   0.000
1, 122  acc:     0 /    18 =   0.000
1, 123  acc:     0 /     7 =   0.000
1, 124  acc:     0 /     9 =   0.000
1, 125  acc:     0 /   130 =   0.000
1, 126  acc:     0 /    31 =   0.000
1, 127  acc:     0 /     7 =   0.000
1, 128  acc:     0 /    11 =   0.000
1, 129  acc:     0 /     4 =   0.000
1, 130  acc:     0 /     2 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /     2 =   0.000
1, 133  acc:     0 /   116 =   0.000
1, 134  acc:     0 /    22 =   0.000
1, 135  acc:     0 /    10 =   0.000
1, 136  acc:     0 /    11 =   0.000
1, 137  acc:     0 /     2 =   0.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     0 /     1 =   0.000
1, 140  acc:     0 /     1 =   0.000
1, 141  acc:     0 /    28 =   0.000
1, 142  acc:     0 /     5 =   0.000
1, 143  acc:     0 /     1 =   0.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     0 /     1 =   0.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:     0 /    49 =   0.000
1, 149  acc:     0 /     5 =   0.000
1, 150  acc:     0 /     2 =   0.000
1, 151  acc:     0 /     5 =   0.000
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:     0 /    10 =   0.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     0 /     2 =   0.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     0 /     8 =   0.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:     0 /     6 =   0.000
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:     0 /   828 =   0.000
1, 170  acc:     0 /   159 =   0.000
1, 171  acc:     0 /    62 =   0.000
1, 172  acc:     0 /    53 =   0.000
1, 173  acc:     0 /    15 =   0.000
1, 174  acc:     0 /     3 =   0.000
1, 175  acc:     0 /     2 =   0.000
1, 176  acc:     0 /    11 =   0.000
1, 177  acc:     0 /    18 =   0.000
1, 178  acc:     0 /     3 =   0.000
1, 179  acc:     0 /     2 =   0.000
1, 180  acc:     0 /     2 =   0.000
1, 181  acc:     0 /     2 =   0.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:     0 /     4 =   0.000
1, 184  acc:     0 /    33 =   0.000
1, 185  acc:     0 /     8 =   0.000
1, 186  acc:     0 /     5 =   0.000
1, 187  acc:     0 /     2 =   0.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     0 /     3 =   0.000
1, 191  acc:     0 /     2 =   0.000
1, 192  acc:     0 /     3 =   0.000
1, 193  acc:     0 /     1 =   0.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     0 /     1 =   0.000
1, 196  acc:     0 /    25 =   0.000
1, 197  acc:     0 /     3 =   0.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     1 =   0.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     0 /     4 =   0.000
1, 205  acc:     0 /     1 =   0.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     0 /     5 =   0.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     1 =   0.000
1, 212  acc:     0 /     1 =   0.000
1, 213  acc:     0 /     3 =   0.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     1 =   0.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     0 /     3 =   0.000
1, 218  acc:     0 /     2 =   0.000
1, 219  acc:     0 /     2 =   0.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 238523 / 269038 =  88.658
Robust  acc:     0 / 12731 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25373 / 25373 = 100.000
0, 1  acc: 31282 / 31282 = 100.000
0, 2  acc:  6155 /  6155 = 100.000
0, 3  acc: 24292 / 24292 = 100.000
0, 4  acc: 10829 / 10829 = 100.000
0, 5  acc:  5541 /  5541 = 100.000
0, 6  acc:  6785 /  6785 = 100.000
0, 7  acc: 12016 / 12016 = 100.000
1, 0  acc:     0 /  4437 =   0.000
1, 1  acc:     0 /  4962 =   0.000
1, 2  acc:     0 /  2265 =   0.000
1, 3  acc:     0 /  2446 =   0.000
1, 4  acc:     0 /  3125 =   0.000
1, 5  acc:     0 /  1003 =   0.000
1, 6  acc:     0 /  3111 =   0.000
1, 7  acc:     0 /  4682 =   0.000
--------------------------------------
Average acc: 122273 / 148304 =  82.448
Robust  acc:     0 /  4437 =   0.000
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 0.000 | Best Acc: 100.000
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.000 | Train Acc: 88.658 | Val Loss: 0.000 | Val Acc: 88.658
Training:
Accuracies by groups:
0, 0  acc: 148186 / 148186 = 100.000
0, 1  acc:  9955 /  9955 = 100.000
0, 2  acc: 16544 / 16544 = 100.000
0, 3  acc:  8553 /  8553 = 100.000
0, 4  acc:  3291 /  3291 = 100.000
0, 5  acc:   368 /   368 = 100.000
0, 6  acc:   390 /   390 = 100.000
0, 7  acc:   431 /   431 = 100.000
0, 8  acc: 16537 / 16537 = 100.000
0, 9  acc:  1062 /  1062 = 100.000
0, 10  acc:  1138 /  1138 = 100.000
0, 11  acc:   795 /   795 = 100.000
0, 12  acc:   651 /   651 = 100.000
0, 13  acc:    77 /    77 = 100.000
0, 14  acc:   122 /   122 = 100.000
0, 15  acc:    67 /    67 = 100.000
0, 16  acc:  6714 /  6714 = 100.000
0, 17  acc:   205 /   205 = 100.000
0, 18  acc:   658 /   658 = 100.000
0, 19  acc:   202 /   202 = 100.000
0, 20  acc:   111 /   111 = 100.000
0, 21  acc:    13 /    13 = 100.000
0, 22  acc:    50 /    50 = 100.000
0, 23  acc:     8 /     8 = 100.000
0, 24  acc:   948 /   948 = 100.000
0, 25  acc:    43 /    43 = 100.000
0, 26  acc:    79 /    79 = 100.000
0, 27  acc:    35 /    35 = 100.000
0, 28  acc:    36 /    36 = 100.000
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     5 /     5 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2588 /  2588 = 100.000
0, 33  acc:   115 /   115 = 100.000
0, 34  acc:   104 /   104 = 100.000
0, 35  acc:    40 /    40 = 100.000
0, 36  acc:    40 /    40 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   905 /   905 = 100.000
0, 41  acc:    40 /    40 = 100.000
0, 42  acc:    38 /    38 = 100.000
0, 43  acc:    49 /    49 = 100.000
0, 44  acc:    27 /    27 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   444 /   444 = 100.000
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    25 /    25 = 100.000
0, 51  acc:    21 /    21 = 100.000
0, 52  acc:     9 /     9 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   483 /   483 = 100.000
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    23 /    23 = 100.000
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    17 /    17 = 100.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     7 /     7 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2874 /  2874 = 100.000
0, 65  acc:   371 /   371 = 100.000
0, 66  acc:   273 /   273 = 100.000
0, 67  acc:   124 /   124 = 100.000
0, 68  acc:    64 /    64 = 100.000
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    25 /    25 = 100.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    85 /    85 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    77 /    77 = 100.000
0, 81  acc:     7 /     7 = 100.000
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     7 /     7 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     7 /     7 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    72 /    72 = 100.000
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    19 /    19 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     4 /     4 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5989 /  5989 = 100.000
0, 118  acc:  1412 /  1412 = 100.000
0, 119  acc:   387 /   387 = 100.000
0, 120  acc:   395 /   395 = 100.000
0, 121  acc:    65 /    65 = 100.000
0, 122  acc:    19 /    19 = 100.000
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    23 /    23 = 100.000
0, 125  acc:   400 /   400 = 100.000
0, 126  acc:    95 /    95 = 100.000
0, 127  acc:    31 /    31 = 100.000
0, 128  acc:    34 /    34 = 100.000
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   162 /   162 = 100.000
0, 134  acc:    34 /    34 = 100.000
0, 135  acc:    20 /    20 = 100.000
0, 136  acc:    17 /    17 = 100.000
0, 137  acc:     6 /     6 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    43 /    43 = 100.000
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:     5 /     5 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   104 /   104 = 100.000
0, 149  acc:    15 /    15 = 100.000
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:     7 /     7 = 100.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    29 /    29 = 100.000
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    22 /    22 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1657 /  1657 = 100.000
0, 170  acc:   322 /   322 = 100.000
0, 171  acc:   119 /   119 = 100.000
0, 172  acc:   167 /   167 = 100.000
0, 173  acc:    22 /    22 = 100.000
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    17 /    17 = 100.000
0, 177  acc:    85 /    85 = 100.000
0, 178  acc:    12 /    12 = 100.000
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    38 /    38 = 100.000
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     8 /     8 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    23 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    37 /    37 = 100.000
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     5 /     5 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    16 /    16 = 100.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     6 /     6 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc:     0 / 12731 =   0.000
1, 1  acc:     0 /  1440 =   0.000
1, 2  acc:     0 /  2439 =   0.000
1, 3  acc:     0 /  1007 =   0.000
1, 4  acc:     0 /  1087 =   0.000
1, 5  acc:     0 /   196 =   0.000
1, 6  acc:     0 /   118 =   0.000
1, 7  acc:     0 /   134 =   0.000
1, 8  acc:     0 /  1112 =   0.000
1, 9  acc:     0 /    79 =   0.000
1, 10  acc:     0 /   104 =   0.000
1, 11  acc:     0 /    50 =   0.000
1, 12  acc:     0 /   167 =   0.000
1, 13  acc:     0 /    22 =   0.000
1, 14  acc:     0 /    28 =   0.000
1, 15  acc:     0 /    27 =   0.000
1, 16  acc:     0 /  1783 =   0.000
1, 17  acc:     0 /    70 =   0.000
1, 18  acc:     0 /   142 =   0.000
1, 19  acc:     0 /    54 =   0.000
1, 20  acc:     0 /    70 =   0.000
1, 21  acc:     0 /    11 =   0.000
1, 22  acc:     0 /    34 =   0.000
1, 23  acc:     0 /    11 =   0.000
1, 24  acc:     0 /   223 =   0.000
1, 25  acc:     0 /     5 =   0.000
1, 26  acc:     0 /    22 =   0.000
1, 27  acc:     0 /     3 =   0.000
1, 28  acc:     0 /    35 =   0.000
1, 29  acc:     0 /     2 =   0.000
1, 30  acc:     0 /     6 =   0.000
1, 31  acc:     0 /     2 =   0.000
1, 32  acc:     0 /   361 =   0.000
1, 33  acc:     0 /    19 =   0.000
1, 34  acc:     0 /    16 =   0.000
1, 35  acc:     0 /     6 =   0.000
1, 36  acc:     0 /    12 =   0.000
1, 37  acc:     0 /     2 =   0.000
1, 38  acc:     0 /     7 =   0.000
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:     0 /    84 =   0.000
1, 41  acc:     0 /     4 =   0.000
1, 42  acc:     0 /     3 =   0.000
1, 43  acc:     0 /     4 =   0.000
1, 44  acc:     0 /     6 =   0.000
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     0 /     3 =   0.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:     0 /   117 =   0.000
1, 49  acc:     0 /     3 =   0.000
1, 50  acc:     0 /     9 =   0.000
1, 51  acc:     0 /     5 =   0.000
1, 52  acc:     0 /     4 =   0.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     0 /     8 =   0.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:     0 /    88 =   0.000
1, 57  acc:     0 /     4 =   0.000
1, 58  acc:     0 /     4 =   0.000
1, 59  acc:     0 /     3 =   0.000
1, 60  acc:     0 /     7 =   0.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     0 /     5 =   0.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:     0 /  1225 =   0.000
1, 65  acc:     0 /   175 =   0.000
1, 66  acc:     0 /   108 =   0.000
1, 67  acc:     0 /    46 =   0.000
1, 68  acc:     0 /    57 =   0.000
1, 69  acc:     0 /     9 =   0.000
1, 70  acc:     0 /    18 =   0.000
1, 71  acc:     0 /     5 =   0.000
1, 72  acc:     0 /    26 =   0.000
1, 73  acc:     0 /     1 =   0.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     0 /     1 =   0.000
1, 76  acc:     0 /     5 =   0.000
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     1 =   0.000
1, 80  acc:     0 /    46 =   0.000
1, 81  acc:     0 /     6 =   0.000
1, 82  acc:     0 /    13 =   0.000
1, 83  acc:     0 /     2 =   0.000
1, 84  acc:     0 /     2 =   0.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     0 /     5 =   0.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     0 /     5 =   0.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:     0 /    36 =   0.000
1, 95  acc:     0 /     5 =   0.000
1, 96  acc:     0 /     3 =   0.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     0 /     5 =   0.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     0 /     5 =   0.000
1, 101  acc:     0 /     1 =   0.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     1 =   0.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:     0 /     6 =   0.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     0 /     5 =   0.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     0 /     2 =   0.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     0 /     3 =   0.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:     0 /  2098 =   0.000
1, 118  acc:     0 /   495 =   0.000
1, 119  acc:     0 /   127 =   0.000
1, 120  acc:     0 /   134 =   0.000
1, 121  acc:     0 /    36 =   0.000
1, 122  acc:     0 /    18 =   0.000
1, 123  acc:     0 /     7 =   0.000
1, 124  acc:     0 /     9 =   0.000
1, 125  acc:     0 /   130 =   0.000
1, 126  acc:     0 /    31 =   0.000
1, 127  acc:     0 /     7 =   0.000
1, 128  acc:     0 /    11 =   0.000
1, 129  acc:     0 /     4 =   0.000
1, 130  acc:     0 /     2 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /     2 =   0.000
1, 133  acc:     0 /   116 =   0.000
1, 134  acc:     0 /    22 =   0.000
1, 135  acc:     0 /    10 =   0.000
1, 136  acc:     0 /    11 =   0.000
1, 137  acc:     0 /     2 =   0.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     0 /     1 =   0.000
1, 140  acc:     0 /     1 =   0.000
1, 141  acc:     0 /    28 =   0.000
1, 142  acc:     0 /     5 =   0.000
1, 143  acc:     0 /     1 =   0.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     0 /     1 =   0.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:     0 /    49 =   0.000
1, 149  acc:     0 /     5 =   0.000
1, 150  acc:     0 /     2 =   0.000
1, 151  acc:     0 /     5 =   0.000
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:     0 /    10 =   0.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     0 /     2 =   0.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     0 /     8 =   0.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:     0 /     6 =   0.000
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:     0 /   828 =   0.000
1, 170  acc:     0 /   159 =   0.000
1, 171  acc:     0 /    62 =   0.000
1, 172  acc:     0 /    53 =   0.000
1, 173  acc:     0 /    15 =   0.000
1, 174  acc:     0 /     3 =   0.000
1, 175  acc:     0 /     2 =   0.000
1, 176  acc:     0 /    11 =   0.000
1, 177  acc:     0 /    18 =   0.000
1, 178  acc:     0 /     3 =   0.000
1, 179  acc:     0 /     2 =   0.000
1, 180  acc:     0 /     2 =   0.000
1, 181  acc:     0 /     2 =   0.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:     0 /     4 =   0.000
1, 184  acc:     0 /    33 =   0.000
1, 185  acc:     0 /     8 =   0.000
1, 186  acc:     0 /     5 =   0.000
1, 187  acc:     0 /     2 =   0.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     0 /     3 =   0.000
1, 191  acc:     0 /     2 =   0.000
1, 192  acc:     0 /     3 =   0.000
1, 193  acc:     0 /     1 =   0.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     0 /     1 =   0.000
1, 196  acc:     0 /    25 =   0.000
1, 197  acc:     0 /     3 =   0.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     1 =   0.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     0 /     4 =   0.000
1, 205  acc:     0 /     1 =   0.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     0 /     5 =   0.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     1 =   0.000
1, 212  acc:     0 /     1 =   0.000
1, 213  acc:     0 /     3 =   0.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     1 =   0.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     0 /     3 =   0.000
1, 218  acc:     0 /     2 =   0.000
1, 219  acc:     0 /     2 =   0.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 238523 / 269038 =  88.658
Robust  acc:     0 / 12731 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25373 / 25373 = 100.000
0, 1  acc: 31282 / 31282 = 100.000
0, 2  acc:  6155 /  6155 = 100.000
0, 3  acc: 24292 / 24292 = 100.000
0, 4  acc: 10829 / 10829 = 100.000
0, 5  acc:  5541 /  5541 = 100.000
0, 6  acc:  6785 /  6785 = 100.000
0, 7  acc: 12016 / 12016 = 100.000
1, 0  acc:     0 /  4437 =   0.000
1, 1  acc:     0 /  4962 =   0.000
1, 2  acc:     0 /  2265 =   0.000
1, 3  acc:     0 /  2446 =   0.000
1, 4  acc:     0 /  3125 =   0.000
1, 5  acc:     0 /  1003 =   0.000
1, 6  acc:     0 /  3111 =   0.000
1, 7  acc:     0 /  4682 =   0.000
--------------------------------------
Average acc: 122273 / 148304 =  82.448
Robust  acc:     0 /  4437 =   0.000
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 0.000 | Best Acc: 100.000
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   5 | Train Loss: 0.000 | Train Acc: 88.658 | Val Loss: 0.000 | Val Acc: 88.658
Training:
Accuracies by groups:
0, 0  acc: 148186 / 148186 = 100.000
0, 1  acc:  9955 /  9955 = 100.000
0, 2  acc: 16544 / 16544 = 100.000
0, 3  acc:  8553 /  8553 = 100.000
0, 4  acc:  3291 /  3291 = 100.000
0, 5  acc:   368 /   368 = 100.000
0, 6  acc:   390 /   390 = 100.000
0, 7  acc:   431 /   431 = 100.000
0, 8  acc: 16537 / 16537 = 100.000
0, 9  acc:  1062 /  1062 = 100.000
0, 10  acc:  1138 /  1138 = 100.000
0, 11  acc:   795 /   795 = 100.000
0, 12  acc:   651 /   651 = 100.000
0, 13  acc:    77 /    77 = 100.000
0, 14  acc:   122 /   122 = 100.000
0, 15  acc:    67 /    67 = 100.000
0, 16  acc:  6714 /  6714 = 100.000
0, 17  acc:   205 /   205 = 100.000
0, 18  acc:   658 /   658 = 100.000
0, 19  acc:   202 /   202 = 100.000
0, 20  acc:   111 /   111 = 100.000
0, 21  acc:    13 /    13 = 100.000
0, 22  acc:    50 /    50 = 100.000
0, 23  acc:     8 /     8 = 100.000
0, 24  acc:   948 /   948 = 100.000
0, 25  acc:    43 /    43 = 100.000
0, 26  acc:    79 /    79 = 100.000
0, 27  acc:    35 /    35 = 100.000
0, 28  acc:    36 /    36 = 100.000
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     5 /     5 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2588 /  2588 = 100.000
0, 33  acc:   115 /   115 = 100.000
0, 34  acc:   104 /   104 = 100.000
0, 35  acc:    40 /    40 = 100.000
0, 36  acc:    40 /    40 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   905 /   905 = 100.000
0, 41  acc:    40 /    40 = 100.000
0, 42  acc:    38 /    38 = 100.000
0, 43  acc:    49 /    49 = 100.000
0, 44  acc:    27 /    27 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   444 /   444 = 100.000
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    25 /    25 = 100.000
0, 51  acc:    21 /    21 = 100.000
0, 52  acc:     9 /     9 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   483 /   483 = 100.000
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    23 /    23 = 100.000
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    17 /    17 = 100.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     7 /     7 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2874 /  2874 = 100.000
0, 65  acc:   371 /   371 = 100.000
0, 66  acc:   273 /   273 = 100.000
0, 67  acc:   124 /   124 = 100.000
0, 68  acc:    64 /    64 = 100.000
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    25 /    25 = 100.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    85 /    85 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    77 /    77 = 100.000
0, 81  acc:     7 /     7 = 100.000
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     7 /     7 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     7 /     7 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    72 /    72 = 100.000
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    19 /    19 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     4 /     4 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5989 /  5989 = 100.000
0, 118  acc:  1412 /  1412 = 100.000
0, 119  acc:   387 /   387 = 100.000
0, 120  acc:   395 /   395 = 100.000
0, 121  acc:    65 /    65 = 100.000
0, 122  acc:    19 /    19 = 100.000
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    23 /    23 = 100.000
0, 125  acc:   400 /   400 = 100.000
0, 126  acc:    95 /    95 = 100.000
0, 127  acc:    31 /    31 = 100.000
0, 128  acc:    34 /    34 = 100.000
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   162 /   162 = 100.000
0, 134  acc:    34 /    34 = 100.000
0, 135  acc:    20 /    20 = 100.000
0, 136  acc:    17 /    17 = 100.000
0, 137  acc:     6 /     6 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    43 /    43 = 100.000
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:     5 /     5 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   104 /   104 = 100.000
0, 149  acc:    15 /    15 = 100.000
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:     7 /     7 = 100.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    29 /    29 = 100.000
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    22 /    22 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1657 /  1657 = 100.000
0, 170  acc:   322 /   322 = 100.000
0, 171  acc:   119 /   119 = 100.000
0, 172  acc:   167 /   167 = 100.000
0, 173  acc:    22 /    22 = 100.000
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    17 /    17 = 100.000
0, 177  acc:    85 /    85 = 100.000
0, 178  acc:    12 /    12 = 100.000
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    38 /    38 = 100.000
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     8 /     8 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    23 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    37 /    37 = 100.000
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     5 /     5 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    16 /    16 = 100.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     6 /     6 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc:     0 / 12731 =   0.000
1, 1  acc:     0 /  1440 =   0.000
1, 2  acc:     0 /  2439 =   0.000
1, 3  acc:     0 /  1007 =   0.000
1, 4  acc:     0 /  1087 =   0.000
1, 5  acc:     0 /   196 =   0.000
1, 6  acc:     0 /   118 =   0.000
1, 7  acc:     0 /   134 =   0.000
1, 8  acc:     0 /  1112 =   0.000
1, 9  acc:     0 /    79 =   0.000
1, 10  acc:     0 /   104 =   0.000
1, 11  acc:     0 /    50 =   0.000
1, 12  acc:     0 /   167 =   0.000
1, 13  acc:     0 /    22 =   0.000
1, 14  acc:     0 /    28 =   0.000
1, 15  acc:     0 /    27 =   0.000
1, 16  acc:     0 /  1783 =   0.000
1, 17  acc:     0 /    70 =   0.000
1, 18  acc:     0 /   142 =   0.000
1, 19  acc:     0 /    54 =   0.000
1, 20  acc:     0 /    70 =   0.000
1, 21  acc:     0 /    11 =   0.000
1, 22  acc:     0 /    34 =   0.000
1, 23  acc:     0 /    11 =   0.000
1, 24  acc:     0 /   223 =   0.000
1, 25  acc:     0 /     5 =   0.000
1, 26  acc:     0 /    22 =   0.000
1, 27  acc:     0 /     3 =   0.000
1, 28  acc:     0 /    35 =   0.000
1, 29  acc:     0 /     2 =   0.000
1, 30  acc:     0 /     6 =   0.000
1, 31  acc:     0 /     2 =   0.000
1, 32  acc:     0 /   361 =   0.000
1, 33  acc:     0 /    19 =   0.000
1, 34  acc:     0 /    16 =   0.000
1, 35  acc:     0 /     6 =   0.000
1, 36  acc:     0 /    12 =   0.000
1, 37  acc:     0 /     2 =   0.000
1, 38  acc:     0 /     7 =   0.000
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:     0 /    84 =   0.000
1, 41  acc:     0 /     4 =   0.000
1, 42  acc:     0 /     3 =   0.000
1, 43  acc:     0 /     4 =   0.000
1, 44  acc:     0 /     6 =   0.000
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     0 /     3 =   0.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:     0 /   117 =   0.000
1, 49  acc:     0 /     3 =   0.000
1, 50  acc:     0 /     9 =   0.000
1, 51  acc:     0 /     5 =   0.000
1, 52  acc:     0 /     4 =   0.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     0 /     8 =   0.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:     0 /    88 =   0.000
1, 57  acc:     0 /     4 =   0.000
1, 58  acc:     0 /     4 =   0.000
1, 59  acc:     0 /     3 =   0.000
1, 60  acc:     0 /     7 =   0.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     0 /     5 =   0.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:     0 /  1225 =   0.000
1, 65  acc:     0 /   175 =   0.000
1, 66  acc:     0 /   108 =   0.000
1, 67  acc:     0 /    46 =   0.000
1, 68  acc:     0 /    57 =   0.000
1, 69  acc:     0 /     9 =   0.000
1, 70  acc:     0 /    18 =   0.000
1, 71  acc:     0 /     5 =   0.000
1, 72  acc:     0 /    26 =   0.000
1, 73  acc:     0 /     1 =   0.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     0 /     1 =   0.000
1, 76  acc:     0 /     5 =   0.000
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     1 =   0.000
1, 80  acc:     0 /    46 =   0.000
1, 81  acc:     0 /     6 =   0.000
1, 82  acc:     0 /    13 =   0.000
1, 83  acc:     0 /     2 =   0.000
1, 84  acc:     0 /     2 =   0.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     0 /     5 =   0.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     0 /     5 =   0.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:     0 /    36 =   0.000
1, 95  acc:     0 /     5 =   0.000
1, 96  acc:     0 /     3 =   0.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     0 /     5 =   0.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     0 /     5 =   0.000
1, 101  acc:     0 /     1 =   0.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     1 =   0.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:     0 /     6 =   0.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     0 /     5 =   0.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     0 /     2 =   0.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     0 /     3 =   0.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:     0 /  2098 =   0.000
1, 118  acc:     0 /   495 =   0.000
1, 119  acc:     0 /   127 =   0.000
1, 120  acc:     0 /   134 =   0.000
1, 121  acc:     0 /    36 =   0.000
1, 122  acc:     0 /    18 =   0.000
1, 123  acc:     0 /     7 =   0.000
1, 124  acc:     0 /     9 =   0.000
1, 125  acc:     0 /   130 =   0.000
1, 126  acc:     0 /    31 =   0.000
1, 127  acc:     0 /     7 =   0.000
1, 128  acc:     0 /    11 =   0.000
1, 129  acc:     0 /     4 =   0.000
1, 130  acc:     0 /     2 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /     2 =   0.000
1, 133  acc:     0 /   116 =   0.000
1, 134  acc:     0 /    22 =   0.000
1, 135  acc:     0 /    10 =   0.000
1, 136  acc:     0 /    11 =   0.000
1, 137  acc:     0 /     2 =   0.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     0 /     1 =   0.000
1, 140  acc:     0 /     1 =   0.000
1, 141  acc:     0 /    28 =   0.000
1, 142  acc:     0 /     5 =   0.000
1, 143  acc:     0 /     1 =   0.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     0 /     1 =   0.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:     0 /    49 =   0.000
1, 149  acc:     0 /     5 =   0.000
1, 150  acc:     0 /     2 =   0.000
1, 151  acc:     0 /     5 =   0.000
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:     0 /    10 =   0.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     0 /     2 =   0.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     0 /     8 =   0.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:     0 /     6 =   0.000
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:     0 /   828 =   0.000
1, 170  acc:     0 /   159 =   0.000
1, 171  acc:     0 /    62 =   0.000
1, 172  acc:     0 /    53 =   0.000
1, 173  acc:     0 /    15 =   0.000
1, 174  acc:     0 /     3 =   0.000
1, 175  acc:     0 /     2 =   0.000
1, 176  acc:     0 /    11 =   0.000
1, 177  acc:     0 /    18 =   0.000
1, 178  acc:     0 /     3 =   0.000
1, 179  acc:     0 /     2 =   0.000
1, 180  acc:     0 /     2 =   0.000
1, 181  acc:     0 /     2 =   0.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:     0 /     4 =   0.000
1, 184  acc:     0 /    33 =   0.000
1, 185  acc:     0 /     8 =   0.000
1, 186  acc:     0 /     5 =   0.000
1, 187  acc:     0 /     2 =   0.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     0 /     3 =   0.000
1, 191  acc:     0 /     2 =   0.000
1, 192  acc:     0 /     3 =   0.000
1, 193  acc:     0 /     1 =   0.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     0 /     1 =   0.000
1, 196  acc:     0 /    25 =   0.000
1, 197  acc:     0 /     3 =   0.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     1 =   0.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     0 /     4 =   0.000
1, 205  acc:     0 /     1 =   0.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     0 /     5 =   0.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     1 =   0.000
1, 212  acc:     0 /     1 =   0.000
1, 213  acc:     0 /     3 =   0.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     1 =   0.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     0 /     3 =   0.000
1, 218  acc:     0 /     2 =   0.000
1, 219  acc:     0 /     2 =   0.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 238523 / 269038 =  88.658
Robust  acc:     0 / 12731 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25373 / 25373 = 100.000
0, 1  acc: 31282 / 31282 = 100.000
0, 2  acc:  6155 /  6155 = 100.000
0, 3  acc: 24292 / 24292 = 100.000
0, 4  acc: 10829 / 10829 = 100.000
0, 5  acc:  5541 /  5541 = 100.000
0, 6  acc:  6785 /  6785 = 100.000
0, 7  acc: 12016 / 12016 = 100.000
1, 0  acc:     0 /  4437 =   0.000
1, 1  acc:     0 /  4962 =   0.000
1, 2  acc:     0 /  2265 =   0.000
1, 3  acc:     0 /  2446 =   0.000
1, 4  acc:     0 /  3125 =   0.000
1, 5  acc:     0 /  1003 =   0.000
1, 6  acc:     0 /  3111 =   0.000
1, 7  acc:     0 /  4682 =   0.000
--------------------------------------
Average acc: 122273 / 148304 =  82.448
Robust  acc:     0 /  4437 =   0.000
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 0.000 | Best Acc: 100.000
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
replace: True
-> Updating checkpoint cp-bias-end-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=5-bst=16-o=sgd-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=0-r=0-cpe=4-cpre=-1-cpb=-1.pt...
Checkpoint saved at ./model/civilcomments/config/cp-bias-end-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=5-bst=16-o=sgd-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=0-r=0-cpe=4-cpre=-1-cpb=-1.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.002 | Train Acc: 99.252 | Val Loss: 0.000 | Val Acc: 99.430
Training:
Accuracies by groups:
0, 0  acc:   720 /  1622 =  44.390
0, 1  acc:    25 /   111 =  22.523
0, 2  acc:    39 /   176 =  22.159
0, 3  acc:     7 /    86 =   8.140
0, 4  acc:     0 /    35 =   0.000
0, 5  acc:     1 /     5 =  20.000
0, 6  acc:     0 /     7 =   0.000
0, 7  acc:     0 /     1 =   0.000
0, 8  acc:    67 /   165 =  40.606
0, 9  acc:     6 /     9 =  66.667
0, 10  acc:     5 /    10 =  50.000
0, 11  acc:     3 /     6 =  50.000
0, 12  acc:     0 /     5 =   0.000
0, 13  acc:     0 /     0 =     nan
0, 14  acc:     0 /     2 =   0.000
0, 15  acc:     0 /     0 =     nan
0, 16  acc:     0 /    74 =   0.000
0, 17  acc:     0 /     3 =   0.000
0, 18  acc:     0 /     4 =   0.000
0, 19  acc:     0 /     0 =     nan
0, 20  acc:     0 /     1 =   0.000
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     1 =   0.000
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     0 /    11 =   0.000
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     0 /     0 =     nan
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:     1 /    31 =   3.226
0, 33  acc:     0 /     1 =   0.000
0, 34  acc:     0 /     1 =   0.000
0, 35  acc:     0 /     1 =   0.000
0, 36  acc:     0 /     1 =   0.000
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     7 /    13 =  53.846
0, 41  acc:     0 /     1 =   0.000
0, 42  acc:     0 /     2 =   0.000
0, 43  acc:     0 /     1 =   0.000
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     0 /     4 =   0.000
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     0 /     1 =   0.000
0, 52  acc:     0 /     2 =   0.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     1 /     3 =  33.333
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     2 =   0.000
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     0 /    30 =   0.000
0, 65  acc:     0 /     4 =   0.000
0, 66  acc:     1 /     3 =  33.333
0, 67  acc:     0 /     0 =     nan
0, 68  acc:     0 /     2 =   0.000
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     2 =   0.000
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     1 =   0.000
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     0 =     nan
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:     0 /     0 =     nan
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     1 =   0.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:     0 /    68 =   0.000
0, 118  acc:     0 /    13 =   0.000
0, 119  acc:     1 /     7 =  14.286
0, 120  acc:     0 /     2 =   0.000
0, 121  acc:     0 /     0 =     nan
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     0 /     2 =   0.000
0, 126  acc:     0 /     0 =     nan
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     0 =     nan
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     0 =     nan
0, 134  acc:     0 /     1 =   0.000
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     0 =     nan
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     0 =     nan
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     0 /     4 =   0.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     1 =   0.000
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     0 =     nan
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     1 =   0.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     1 =   0.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     1 =   0.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     0 /    13 =   0.000
0, 170  acc:     0 /     3 =   0.000
0, 171  acc:     0 /     2 =   0.000
0, 172  acc:     0 /     1 =   0.000
0, 173  acc:     0 /     1 =   0.000
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     0 =     nan
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     2 =   0.000
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     1 =   0.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     1 =   0.000
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     1 =   0.000
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 110095 / 110266 =  99.845
1, 1  acc: 12636 / 12653 =  99.866
1, 2  acc: 21240 / 21261 =  99.901
1, 3  acc:  8811 /  8819 =  99.909
1, 4  acc:  9530 /  9539 =  99.906
1, 5  acc:  1726 /  1727 =  99.942
1, 6  acc:  1032 /  1033 =  99.903
1, 7  acc:  1207 /  1207 = 100.000
1, 8  acc:  9541 /  9566 =  99.739
1, 9  acc:   661 /   664 =  99.548
1, 10  acc:   929 /   932 =  99.678
1, 11  acc:   447 /   447 = 100.000
1, 12  acc:  1509 /  1510 =  99.934
1, 13  acc:   203 /   203 = 100.000
1, 14  acc:   257 /   259 =  99.228
1, 15  acc:   229 /   229 = 100.000
1, 16  acc: 15839 / 15850 =  99.931
1, 17  acc:   643 /   643 = 100.000
1, 18  acc:  1254 /  1254 = 100.000
1, 19  acc:   472 /   473 =  99.789
1, 20  acc:   674 /   675 =  99.852
1, 21  acc:    91 /    91 = 100.000
1, 22  acc:   257 /   257 = 100.000
1, 23  acc:   105 /   105 = 100.000
1, 24  acc:  2013 /  2014 =  99.950
1, 25  acc:    42 /    42 = 100.000
1, 26  acc:   204 /   204 = 100.000
1, 27  acc:    28 /    28 = 100.000
1, 28  acc:   350 /   350 = 100.000
1, 29  acc:    15 /    15 = 100.000
1, 30  acc:    55 /    55 = 100.000
1, 31  acc:    15 /    15 = 100.000
1, 32  acc:  3036 /  3042 =  99.803
1, 33  acc:   135 /   135 = 100.000
1, 34  acc:   154 /   154 = 100.000
1, 35  acc:    46 /    46 = 100.000
1, 36  acc:    95 /    95 = 100.000
1, 37  acc:    14 /    14 = 100.000
1, 38  acc:    68 /    68 = 100.000
1, 39  acc:     9 /     9 = 100.000
1, 40  acc:   820 /   822 =  99.757
1, 41  acc:    44 /    44 = 100.000
1, 42  acc:    26 /    26 = 100.000
1, 43  acc:    30 /    32 =  93.750
1, 44  acc:    57 /    57 = 100.000
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:    25 /    25 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1070 /  1071 =  99.907
1, 49  acc:    28 /    28 = 100.000
1, 50  acc:    79 /    79 = 100.000
1, 51  acc:    56 /    56 = 100.000
1, 52  acc:    35 /    35 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    64 /    64 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   802 /   803 =  99.875
1, 57  acc:    33 /    33 = 100.000
1, 58  acc:    31 /    31 = 100.000
1, 59  acc:    27 /    27 = 100.000
1, 60  acc:    57 /    57 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    54 /    54 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10812 / 10818 =  99.945
1, 65  acc:  1565 /  1567 =  99.872
1, 66  acc:   962 /   962 = 100.000
1, 67  acc:   378 /   378 = 100.000
1, 68  acc:   486 /   487 =  99.795
1, 69  acc:    83 /    83 = 100.000
1, 70  acc:   164 /   164 = 100.000
1, 71  acc:    39 /    39 = 100.000
1, 72  acc:   215 /   216 =  99.537
1, 73  acc:    12 /    12 = 100.000
1, 74  acc:     7 /     7 = 100.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    50 /    50 = 100.000
1, 77  acc:    10 /    10 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   386 /   386 = 100.000
1, 81  acc:    46 /    47 =  97.872
1, 82  acc:   117 /   117 = 100.000
1, 83  acc:    15 /    15 = 100.000
1, 84  acc:    22 /    22 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    46 /    46 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    42 /    42 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     6 /     6 = 100.000
1, 93  acc:    13 /    13 = 100.000
1, 94  acc:   291 /   291 = 100.000
1, 95  acc:    39 /    39 = 100.000
1, 96  acc:    24 /    24 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    40 /    40 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    37 /    37 = 100.000
1, 101  acc:    13 /    13 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:    11 /    11 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    54 /    54 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    38 /    38 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    20 /    20 = 100.000
1, 111  acc:     6 /     6 = 100.000
1, 112  acc:    32 /    32 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc: 18292 / 18303 =  99.940
1, 118  acc:  4259 /  4261 =  99.953
1, 119  acc:  1165 /  1165 = 100.000
1, 120  acc:  1118 /  1119 =  99.911
1, 121  acc:   324 /   324 = 100.000
1, 122  acc:   157 /   157 = 100.000
1, 123  acc:    62 /    62 = 100.000
1, 124  acc:    74 /    75 =  98.667
1, 125  acc:  1191 /  1191 = 100.000
1, 126  acc:   288 /   288 = 100.000
1, 127  acc:    55 /    55 = 100.000
1, 128  acc:    98 /    98 = 100.000
1, 129  acc:    23 /    23 = 100.000
1, 130  acc:    23 /    23 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    15 /    15 = 100.000
1, 133  acc:  1039 /  1039 = 100.000
1, 134  acc:   183 /   183 = 100.000
1, 135  acc:    93 /    93 = 100.000
1, 136  acc:    89 /    89 = 100.000
1, 137  acc:    20 /    20 = 100.000
1, 138  acc:     7 /     7 = 100.000
1, 139  acc:    10 /    10 = 100.000
1, 140  acc:     7 /     7 = 100.000
1, 141  acc:   215 /   216 =  99.537
1, 142  acc:    51 /    52 =  98.077
1, 143  acc:    10 /    10 = 100.000
1, 144  acc:    11 /    12 =  91.667
1, 145  acc:     7 /     7 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   405 /   405 = 100.000
1, 149  acc:    40 /    40 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:    37 /    37 = 100.000
1, 152  acc:     7 /     7 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    91 /    91 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    21 /    21 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    78 /    78 = 100.000
1, 160  acc:     8 /     8 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     6 /     6 = 100.000
1, 164  acc:    44 /    45 =  97.778
1, 165  acc:    10 /    10 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7459 /  7464 =  99.933
1, 170  acc:  1379 /  1381 =  99.855
1, 171  acc:   534 /   535 =  99.813
1, 172  acc:   454 /   454 = 100.000
1, 173  acc:   124 /   124 = 100.000
1, 174  acc:    32 /    32 = 100.000
1, 175  acc:    20 /    20 = 100.000
1, 176  acc:    96 /    96 = 100.000
1, 177  acc:   161 /   161 = 100.000
1, 178  acc:    35 /    35 = 100.000
1, 179  acc:    24 /    24 = 100.000
1, 180  acc:    22 /    22 = 100.000
1, 181  acc:    16 /    16 = 100.000
1, 182  acc:    10 /    10 = 100.000
1, 183  acc:    29 /    29 = 100.000
1, 184  acc:   307 /   307 = 100.000
1, 185  acc:    78 /    78 = 100.000
1, 186  acc:    43 /    43 = 100.000
1, 187  acc:    21 /    21 = 100.000
1, 188  acc:     7 /     7 = 100.000
1, 189  acc:     9 /     9 = 100.000
1, 190  acc:    21 /    21 = 100.000
1, 191  acc:    21 /    21 = 100.000
1, 192  acc:    19 /    19 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:    13 /    13 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:   220 /   220 = 100.000
1, 197  acc:    24 /    24 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     9 /     9 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    33 /    33 = 100.000
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    40 /    40 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     6 /     6 = 100.000
1, 212  acc:     8 /     8 = 100.000
1, 213  acc:    22 /    22 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:    10 /    10 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    24 /    24 = 100.000
1, 218  acc:    16 /    16 = 100.000
1, 219  acc:    20 /    20 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 267026 / 269038 =  99.252
Robust  acc:     0 /    35 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25230 / 25373 =  99.436
0, 1  acc: 31092 / 31282 =  99.393
0, 2  acc:  6125 /  6155 =  99.513
0, 3  acc: 24153 / 24292 =  99.428
0, 4  acc: 10757 / 10829 =  99.335
0, 5  acc:  5512 /  5541 =  99.477
0, 6  acc:  6749 /  6785 =  99.469
0, 7  acc: 11946 / 12016 =  99.417
1, 0  acc:  4418 /  4437 =  99.572
1, 1  acc:  4933 /  4962 =  99.416
1, 2  acc:  2258 /  2265 =  99.691
1, 3  acc:  2432 /  2446 =  99.428
1, 4  acc:  3104 /  3125 =  99.328
1, 5  acc:   996 /  1003 =  99.302
1, 6  acc:  3093 /  3111 =  99.421
1, 7  acc:  4652 /  4682 =  99.359
--------------------------------------
Average acc: 147450 / 148304 =  99.424
Robust  acc:   996 /  1003 =  99.302
--------------------------------------
New max robust acc: 99.30209371884347
- Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint cp-debias-wga-best-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=5-bst=16-o=sgd-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=0-r=0-cpe=0-cpre=-1-cpb=-1.pt...
Checkpoint saved at ./model/civilcomments/config/cp-debias-wga-best-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=5-bst=16-o=sgd-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=0-r=0-cpe=0-cpre=-1-cpb=-1.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 0.630 | Best Acc: 100.000
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  2821 / 12092 =  23.329
0, 1  acc:  3513 / 14179 =  24.776
0, 2  acc:    47 /  3210 =   1.464
0, 3  acc:  4474 / 12101 =  36.972
0, 4  acc:    71 /  5355 =   1.326
0, 5  acc:   387 /  2980 =  12.987
0, 6  acc:    21 /  3335 =   0.630
0, 7  acc:    87 /  5723 =   1.520
1, 0  acc:  2200 /  2203 =  99.864
1, 1  acc:  2262 /  2270 =  99.648
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1255 /  1260 =  99.603
1, 4  acc:  1627 /  1627 = 100.000
1, 5  acc:   520 /   520 = 100.000
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2246 /  2246 = 100.000
------------------------------------
Average acc: 24284 / 71854 =  33.796
Robust  acc:    21 /  3335 =   0.630
------------------------------------
Accuracies by groups:
0, 0  acc:  2821 / 12092 =  23.329
0, 1  acc:  3513 / 14179 =  24.776
0, 2  acc:    47 /  3210 =   1.464
0, 3  acc:  4474 / 12101 =  36.972
0, 4  acc:    71 /  5355 =   1.326
0, 5  acc:   387 /  2980 =  12.987
0, 6  acc:    21 /  3335 =   0.630
0, 7  acc:    87 /  5723 =   1.520
1, 0  acc:  2200 /  2203 =  99.864
1, 1  acc:  2262 /  2270 =  99.648
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1255 /  1260 =  99.603
1, 4  acc:  1627 /  1627 = 100.000
1, 5  acc:   520 /   520 = 100.000
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2246 /  2246 = 100.000
------------------------------------
Average acc: 24284 / 71854 =  33.796
Robust  acc:    21 /  3335 =   0.630
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  2821 / 12092 =  23.329
0, 1  acc:  3513 / 14179 =  24.776
0, 2  acc:    47 /  3210 =   1.464
0, 3  acc:  4474 / 12101 =  36.972
0, 4  acc:    71 /  5355 =   1.326
0, 5  acc:   387 /  2980 =  12.987
0, 6  acc:    21 /  3335 =   0.630
0, 7  acc:    87 /  5723 =   1.520
1, 0  acc:  2200 /  2203 =  99.864
1, 1  acc:  2262 /  2270 =  99.648
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1255 /  1260 =  99.603
1, 4  acc:  1627 /  1627 = 100.000
1, 5  acc:   520 /   520 = 100.000
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2246 /  2246 = 100.000
------------------------------------
Average acc: 24284 / 71854 =  33.796
Robust  acc:    21 /  3335 =   0.630
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.002 | Train Acc: 99.483 | Val Loss: 0.000 | Val Acc: 99.577
Training:
Accuracies by groups:
0, 0  acc:  1116 /  1718 =  64.959
0, 1  acc:    57 /   118 =  48.305
0, 2  acc:    85 /   189 =  44.974
0, 3  acc:    37 /    83 =  44.578
0, 4  acc:     1 /    37 =   2.703
0, 5  acc:     0 /     2 =   0.000
0, 6  acc:     0 /     0 =     nan
0, 7  acc:     0 /     2 =   0.000
0, 8  acc:   115 /   184 =  62.500
0, 9  acc:     8 /    10 =  80.000
0, 10  acc:     4 /     8 =  50.000
0, 11  acc:     3 /    11 =  27.273
0, 12  acc:     0 /     8 =   0.000
0, 13  acc:     0 /     1 =   0.000
0, 14  acc:     0 /     2 =   0.000
0, 15  acc:     0 /     0 =     nan
0, 16  acc:    12 /    75 =  16.000
0, 17  acc:     0 /     3 =   0.000
0, 18  acc:     1 /     6 =  16.667
0, 19  acc:     0 /     0 =     nan
0, 20  acc:     0 /     0 =     nan
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     1 =   0.000
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     0 /     7 =   0.000
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     0 /     0 =     nan
0, 28  acc:     0 /     2 =   0.000
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    14 /    45 =  31.111
0, 33  acc:     0 /     0 =     nan
0, 34  acc:     0 /     0 =     nan
0, 35  acc:     1 /     1 = 100.000
0, 36  acc:     0 /     0 =     nan
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     4 /    10 =  40.000
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     0 =     nan
0, 43  acc:     0 /     0 =     nan
0, 44  acc:     0 /     1 =   0.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     0 /     6 =   0.000
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     0 /     1 =   0.000
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     3 /     9 =  33.333
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     0 /    35 =   0.000
0, 65  acc:     0 /     2 =   0.000
0, 66  acc:     0 /     1 =   0.000
0, 67  acc:     0 /     2 =   0.000
0, 68  acc:     0 /     2 =   0.000
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     0 =     nan
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     0 =     nan
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     1 =   0.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     1 =   0.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:     0 /     1 =   0.000
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:     3 /    74 =   4.054
0, 118  acc:     2 /    24 =   8.333
0, 119  acc:     0 /     3 =   0.000
0, 120  acc:     1 /     4 =  25.000
0, 121  acc:     0 /     0 =     nan
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     0 /     4 =   0.000
0, 126  acc:     0 /     0 =     nan
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     0 =     nan
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     1 =   0.000
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     0 =     nan
0, 134  acc:     0 /     1 =   0.000
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     1 =   0.000
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     0 =     nan
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     1 /     2 =  50.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     0 =     nan
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     0 =     nan
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     0 /    10 =   0.000
0, 170  acc:     0 /     6 =   0.000
0, 171  acc:     0 /     1 =   0.000
0, 172  acc:     0 /     2 =   0.000
0, 173  acc:     0 /     0 =     nan
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     0 =     nan
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     0 =     nan
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     0 =     nan
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 110907 / 110996 =  99.920
1, 1  acc: 12418 / 12421 =  99.976
1, 2  acc: 21118 / 21128 =  99.953
1, 3  acc:  8831 /  8835 =  99.955
1, 4  acc:  9581 /  9583 =  99.979
1, 5  acc:  1684 /  1684 = 100.000
1, 6  acc:  1032 /  1032 = 100.000
1, 7  acc:  1179 /  1179 = 100.000
1, 8  acc:  9570 /  9581 =  99.885
1, 9  acc:   652 /   652 = 100.000
1, 10  acc:   921 /   922 =  99.892
1, 11  acc:   463 /   463 = 100.000
1, 12  acc:  1456 /  1456 = 100.000
1, 13  acc:   165 /   165 = 100.000
1, 14  acc:   233 /   233 = 100.000
1, 15  acc:   243 /   243 = 100.000
1, 16  acc: 15962 / 15968 =  99.962
1, 17  acc:   578 /   578 = 100.000
1, 18  acc:  1297 /  1297 = 100.000
1, 19  acc:   433 /   433 = 100.000
1, 20  acc:   631 /   631 = 100.000
1, 21  acc:   118 /   118 = 100.000
1, 22  acc:   307 /   307 = 100.000
1, 23  acc:    91 /    91 = 100.000
1, 24  acc:  1933 /  1935 =  99.897
1, 25  acc:    34 /    34 = 100.000
1, 26  acc:   212 /   212 = 100.000
1, 27  acc:    24 /    24 = 100.000
1, 28  acc:   325 /   325 = 100.000
1, 29  acc:    11 /    11 = 100.000
1, 30  acc:    56 /    56 = 100.000
1, 31  acc:    25 /    25 = 100.000
1, 32  acc:  3136 /  3139 =  99.904
1, 33  acc:   168 /   168 = 100.000
1, 34  acc:   156 /   156 = 100.000
1, 35  acc:    48 /    48 = 100.000
1, 36  acc:   122 /   122 = 100.000
1, 37  acc:    16 /    16 = 100.000
1, 38  acc:    67 /    67 = 100.000
1, 39  acc:     8 /     8 = 100.000
1, 40  acc:   747 /   748 =  99.866
1, 41  acc:    39 /    39 = 100.000
1, 42  acc:    21 /    21 = 100.000
1, 43  acc:    33 /    33 = 100.000
1, 44  acc:    61 /    61 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    35 /    35 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1076 /  1076 = 100.000
1, 49  acc:    36 /    36 = 100.000
1, 50  acc:    72 /    72 = 100.000
1, 51  acc:    50 /    50 = 100.000
1, 52  acc:    32 /    32 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    67 /    67 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   794 /   794 = 100.000
1, 57  acc:    36 /    36 = 100.000
1, 58  acc:    36 /    36 = 100.000
1, 59  acc:    28 /    28 = 100.000
1, 60  acc:    73 /    73 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    35 /    35 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10464 / 10465 =  99.990
1, 65  acc:  1538 /  1538 = 100.000
1, 66  acc:   921 /   921 = 100.000
1, 67  acc:   382 /   382 = 100.000
1, 68  acc:   511 /   511 = 100.000
1, 69  acc:    75 /    75 = 100.000
1, 70  acc:   162 /   162 = 100.000
1, 71  acc:    44 /    44 = 100.000
1, 72  acc:   228 /   228 = 100.000
1, 73  acc:     7 /     7 = 100.000
1, 74  acc:     9 /     9 = 100.000
1, 75  acc:    12 /    12 = 100.000
1, 76  acc:    46 /    46 = 100.000
1, 77  acc:    12 /    12 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   382 /   382 = 100.000
1, 81  acc:    51 /    51 = 100.000
1, 82  acc:   104 /   104 = 100.000
1, 83  acc:    12 /    12 = 100.000
1, 84  acc:    13 /    13 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    32 /    32 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    44 /    44 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     4 = 100.000
1, 93  acc:    12 /    12 = 100.000
1, 94  acc:   300 /   300 = 100.000
1, 95  acc:    52 /    52 = 100.000
1, 96  acc:    21 /    21 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    31 /    31 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    53 /    53 = 100.000
1, 101  acc:     6 /     6 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     8 /     8 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    61 /    61 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    50 /    50 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    17 /    17 = 100.000
1, 111  acc:     9 /     9 = 100.000
1, 112  acc:    33 /    33 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc: 18450 / 18455 =  99.973
1, 118  acc:  4226 /  4226 = 100.000
1, 119  acc:  1156 /  1157 =  99.914
1, 120  acc:  1113 /  1113 = 100.000
1, 121  acc:   324 /   324 = 100.000
1, 122  acc:   162 /   162 = 100.000
1, 123  acc:    47 /    47 = 100.000
1, 124  acc:    91 /    91 = 100.000
1, 125  acc:  1188 /  1188 = 100.000
1, 126  acc:   293 /   293 = 100.000
1, 127  acc:    60 /    60 = 100.000
1, 128  acc:    94 /    94 = 100.000
1, 129  acc:    21 /    21 = 100.000
1, 130  acc:    18 /    18 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    15 /    15 = 100.000
1, 133  acc:  1004 /  1004 = 100.000
1, 134  acc:   175 /   175 = 100.000
1, 135  acc:    84 /    84 = 100.000
1, 136  acc:    98 /    98 = 100.000
1, 137  acc:    16 /    16 = 100.000
1, 138  acc:     6 /     6 = 100.000
1, 139  acc:    13 /    13 = 100.000
1, 140  acc:    10 /    10 = 100.000
1, 141  acc:   247 /   247 = 100.000
1, 142  acc:    48 /    48 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     6 /     6 = 100.000
1, 145  acc:    14 /    14 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     9 /     9 = 100.000
1, 148  acc:   455 /   455 = 100.000
1, 149  acc:    45 /    45 = 100.000
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:    50 /    50 = 100.000
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     9 /     9 = 100.000
1, 154  acc:    80 /    80 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    23 /    23 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    66 /    66 = 100.000
1, 160  acc:     5 /     5 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     8 /     8 = 100.000
1, 164  acc:    45 /    45 = 100.000
1, 165  acc:     7 /     7 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7207 /  7208 =  99.986
1, 170  acc:  1391 /  1391 = 100.000
1, 171  acc:   578 /   578 = 100.000
1, 172  acc:   461 /   461 = 100.000
1, 173  acc:   117 /   117 = 100.000
1, 174  acc:    23 /    23 = 100.000
1, 175  acc:    17 /    17 = 100.000
1, 176  acc:   100 /   100 = 100.000
1, 177  acc:   170 /   170 = 100.000
1, 178  acc:    23 /    23 = 100.000
1, 179  acc:    21 /    21 = 100.000
1, 180  acc:    15 /    15 = 100.000
1, 181  acc:    13 /    13 = 100.000
1, 182  acc:    11 /    11 = 100.000
1, 183  acc:    30 /    30 = 100.000
1, 184  acc:   283 /   283 = 100.000
1, 185  acc:    75 /    75 = 100.000
1, 186  acc:    39 /    39 = 100.000
1, 187  acc:    23 /    23 = 100.000
1, 188  acc:     6 /     6 = 100.000
1, 189  acc:     6 /     6 = 100.000
1, 190  acc:    30 /    30 = 100.000
1, 191  acc:    16 /    16 = 100.000
1, 192  acc:    27 /    27 = 100.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:    15 /    15 = 100.000
1, 195  acc:     7 /     7 = 100.000
1, 196  acc:   206 /   206 = 100.000
1, 197  acc:    33 /    33 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     8 /     8 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    48 /    48 = 100.000
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    49 /    49 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     8 /     8 = 100.000
1, 212  acc:     7 /     7 = 100.000
1, 213  acc:    30 /    30 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    28 /    28 = 100.000
1, 218  acc:    22 /    22 = 100.000
1, 219  acc:    20 /    20 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 267647 / 269038 =  99.483
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25256 / 25373 =  99.539
0, 1  acc: 31130 / 31282 =  99.514
0, 2  acc:  6129 /  6155 =  99.578
0, 3  acc: 24204 / 24292 =  99.638
0, 4  acc: 10787 / 10829 =  99.612
0, 5  acc:  5519 /  5541 =  99.603
0, 6  acc:  6754 /  6785 =  99.543
0, 7  acc: 11976 / 12016 =  99.667
1, 0  acc:  4417 /  4437 =  99.549
1, 1  acc:  4936 /  4962 =  99.476
1, 2  acc:  2249 /  2265 =  99.294
1, 3  acc:  2435 /  2446 =  99.550
1, 4  acc:  3110 /  3125 =  99.520
1, 5  acc:   999 /  1003 =  99.601
1, 6  acc:  3097 /  3111 =  99.550
1, 7  acc:  4658 /  4682 =  99.487
--------------------------------------
Average acc: 147656 / 148304 =  99.563
Robust  acc:  2249 /  2265 =  99.294
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 3.748 | Best Acc: 99.939
------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc:  5098 / 12092 =  42.160
0, 1  acc:  6115 / 14179 =  43.127
0, 2  acc:   179 /  3210 =   5.576
0, 3  acc:  6601 / 12101 =  54.549
0, 4  acc:   612 /  5355 =  11.429
0, 5  acc:  1038 /  2980 =  34.832
0, 6  acc:   125 /  3335 =   3.748
0, 7  acc:   468 /  5723 =   8.178
1, 0  acc:  2180 /  2203 =  98.956
1, 1  acc:  2243 /  2270 =  98.811
1, 2  acc:  1214 /  1216 =  99.836
1, 3  acc:  1238 /  1260 =  98.254
1, 4  acc:  1626 /  1627 =  99.939
1, 5  acc:   516 /   520 =  99.231
1, 6  acc:  1536 /  1537 =  99.935
1, 7  acc:  2241 /  2246 =  99.777
------------------------------------
Average acc: 33030 / 71854 =  45.968
Robust  acc:   125 /  3335 =   3.748
------------------------------------
Accuracies by groups:
0, 0  acc:  5098 / 12092 =  42.160
0, 1  acc:  6115 / 14179 =  43.127
0, 2  acc:   179 /  3210 =   5.576
0, 3  acc:  6601 / 12101 =  54.549
0, 4  acc:   612 /  5355 =  11.429
0, 5  acc:  1038 /  2980 =  34.832
0, 6  acc:   125 /  3335 =   3.748
0, 7  acc:   468 /  5723 =   8.178
1, 0  acc:  2180 /  2203 =  98.956
1, 1  acc:  2243 /  2270 =  98.811
1, 2  acc:  1214 /  1216 =  99.836
1, 3  acc:  1238 /  1260 =  98.254
1, 4  acc:  1626 /  1627 =  99.939
1, 5  acc:   516 /   520 =  99.231
1, 6  acc:  1536 /  1537 =  99.935
1, 7  acc:  2241 /  2246 =  99.777
------------------------------------
Average acc: 33030 / 71854 =  45.968
Robust  acc:   125 /  3335 =   3.748
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  5098 / 12092 =  42.160
0, 1  acc:  6115 / 14179 =  43.127
0, 2  acc:   179 /  3210 =   5.576
0, 3  acc:  6601 / 12101 =  54.549
0, 4  acc:   612 /  5355 =  11.429
0, 5  acc:  1038 /  2980 =  34.832
0, 6  acc:   125 /  3335 =   3.748
0, 7  acc:   468 /  5723 =   8.178
1, 0  acc:  2180 /  2203 =  98.956
1, 1  acc:  2243 /  2270 =  98.811
1, 2  acc:  1214 /  1216 =  99.836
1, 3  acc:  1238 /  1260 =  98.254
1, 4  acc:  1626 /  1627 =  99.939
1, 5  acc:   516 /   520 =  99.231
1, 6  acc:  1536 /  1537 =  99.935
1, 7  acc:  2241 /  2246 =  99.777
------------------------------------
Average acc: 33030 / 71854 =  45.968
Robust  acc:   125 /  3335 =   3.748
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   3 | Train Loss: 0.002 | Train Acc: 99.566 | Val Loss: 0.000 | Val Acc: 99.638
Training:
Accuracies by groups:
0, 0  acc:  1151 /  1624 =  70.874
0, 1  acc:    70 /   124 =  56.452
0, 2  acc:   100 /   185 =  54.054
0, 3  acc:    44 /    85 =  51.765
0, 4  acc:     5 /    39 =  12.821
0, 5  acc:     0 /     4 =   0.000
0, 6  acc:     1 /    11 =   9.091
0, 7  acc:     0 /     8 =   0.000
0, 8  acc:   128 /   189 =  67.725
0, 9  acc:     6 /    12 =  50.000
0, 10  acc:     6 /    13 =  46.154
0, 11  acc:    10 /    12 =  83.333
0, 12  acc:     1 /     7 =  14.286
0, 13  acc:     0 /     1 =   0.000
0, 14  acc:     0 /     0 =     nan
0, 15  acc:     0 /     0 =     nan
0, 16  acc:    11 /    67 =  16.418
0, 17  acc:     3 /     3 = 100.000
0, 18  acc:     4 /    11 =  36.364
0, 19  acc:     0 /     2 =   0.000
0, 20  acc:     0 /     0 =     nan
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     0 =     nan
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     0 /     9 =   0.000
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     0 /     0 =     nan
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    13 /    29 =  44.828
0, 33  acc:     0 /     1 =   0.000
0, 34  acc:     1 /     1 = 100.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     0 =     nan
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     2 /     8 =  25.000
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     1 /     1 = 100.000
0, 43  acc:     0 /     1 =   0.000
0, 44  acc:     0 /     1 =   0.000
0, 45  acc:     0 /     1 =   0.000
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     2 /     6 =  33.333
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     0 /     0 =     nan
0, 52  acc:     0 /     1 =   0.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     1 /     3 =  33.333
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     1 =   0.000
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     4 /    30 =  13.333
0, 65  acc:     0 /     2 =   0.000
0, 66  acc:     0 /     2 =   0.000
0, 67  acc:     0 /     2 =   0.000
0, 68  acc:     0 /     0 =     nan
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     2 =   0.000
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     1 =   0.000
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     3 =   0.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     1 =   0.000
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:     0 /     1 =   0.000
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     1 =   0.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:     4 /    58 =   6.897
0, 118  acc:     1 /    19 =   5.263
0, 119  acc:     0 /     3 =   0.000
0, 120  acc:     1 /     4 =  25.000
0, 121  acc:     0 /     0 =     nan
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     0 /     2 =   0.000
0, 126  acc:     0 /     1 =   0.000
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     0 =     nan
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     2 =   0.000
0, 134  acc:     0 /     2 =   0.000
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     1 =   0.000
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     0 =     nan
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     1 =   0.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     0 /     1 =   0.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     1 =   0.000
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     0 =     nan
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     0 /    18 =   0.000
0, 170  acc:     1 /     4 =  25.000
0, 171  acc:     0 /     2 =   0.000
0, 172  acc:     1 /     1 = 100.000
0, 173  acc:     0 /     0 =     nan
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     1 /     4 =  25.000
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     0 =     nan
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     1 =   0.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     0 =     nan
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     1 =   0.000
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 110405 / 110450 =  99.959
1, 1  acc: 12589 / 12595 =  99.952
1, 2  acc: 20950 / 20960 =  99.952
1, 3  acc:  8906 /  8911 =  99.944
1, 4  acc:  9637 /  9640 =  99.969
1, 5  acc:  1747 /  1747 = 100.000
1, 6  acc:   983 /   984 =  99.898
1, 7  acc:  1258 /  1258 = 100.000
1, 8  acc:  9771 /  9786 =  99.847
1, 9  acc:   714 /   716 =  99.721
1, 10  acc:   935 /   935 = 100.000
1, 11  acc:   448 /   448 = 100.000
1, 12  acc:  1519 /  1520 =  99.934
1, 13  acc:   213 /   213 = 100.000
1, 14  acc:   237 /   238 =  99.580
1, 15  acc:   216 /   216 = 100.000
1, 16  acc: 15924 / 15928 =  99.975
1, 17  acc:   635 /   635 = 100.000
1, 18  acc:  1238 /  1238 = 100.000
1, 19  acc:   465 /   465 = 100.000
1, 20  acc:   603 /   603 = 100.000
1, 21  acc:    90 /    90 = 100.000
1, 22  acc:   310 /   310 = 100.000
1, 23  acc:    91 /    91 = 100.000
1, 24  acc:  1971 /  1972 =  99.949
1, 25  acc:    39 /    39 = 100.000
1, 26  acc:   203 /   203 = 100.000
1, 27  acc:    25 /    25 = 100.000
1, 28  acc:   325 /   325 = 100.000
1, 29  acc:    18 /    18 = 100.000
1, 30  acc:    42 /    42 = 100.000
1, 31  acc:    22 /    22 = 100.000
1, 32  acc:  3167 /  3169 =  99.937
1, 33  acc:   187 /   187 = 100.000
1, 34  acc:   141 /   141 = 100.000
1, 35  acc:    54 /    54 = 100.000
1, 36  acc:   119 /   119 = 100.000
1, 37  acc:    21 /    21 = 100.000
1, 38  acc:    56 /    56 = 100.000
1, 39  acc:    13 /    13 = 100.000
1, 40  acc:   722 /   723 =  99.862
1, 41  acc:    33 /    33 = 100.000
1, 42  acc:    22 /    22 = 100.000
1, 43  acc:    21 /    21 = 100.000
1, 44  acc:    59 /    59 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:    21 /    21 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1050 /  1050 = 100.000
1, 49  acc:    33 /    33 = 100.000
1, 50  acc:    72 /    72 = 100.000
1, 51  acc:    54 /    54 = 100.000
1, 52  acc:    32 /    32 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    67 /    67 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   805 /   806 =  99.876
1, 57  acc:    44 /    44 = 100.000
1, 58  acc:    41 /    41 = 100.000
1, 59  acc:    28 /    28 = 100.000
1, 60  acc:    67 /    67 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    38 /    38 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10592 / 10594 =  99.981
1, 65  acc:  1466 /  1466 = 100.000
1, 66  acc:   875 /   876 =  99.886
1, 67  acc:   397 /   397 = 100.000
1, 68  acc:   509 /   509 = 100.000
1, 69  acc:    73 /    73 = 100.000
1, 70  acc:   136 /   136 = 100.000
1, 71  acc:    42 /    42 = 100.000
1, 72  acc:   245 /   245 = 100.000
1, 73  acc:    10 /    10 = 100.000
1, 74  acc:    10 /    10 = 100.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    47 /    47 = 100.000
1, 77  acc:     7 /     7 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   395 /   395 = 100.000
1, 81  acc:    45 /    45 = 100.000
1, 82  acc:    99 /    99 = 100.000
1, 83  acc:     9 /     9 = 100.000
1, 84  acc:    15 /    15 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    45 /    45 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    51 /    51 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:    13 /    13 = 100.000
1, 93  acc:     9 /     9 = 100.000
1, 94  acc:   325 /   325 = 100.000
1, 95  acc:    40 /    40 = 100.000
1, 96  acc:    25 /    25 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    41 /    41 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    48 /    48 = 100.000
1, 101  acc:    13 /    13 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:    10 /    10 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    53 /    53 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    41 /    41 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    23 /    23 = 100.000
1, 111  acc:     9 /     9 = 100.000
1, 112  acc:    28 /    28 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc: 18297 / 18299 =  99.989
1, 118  acc:  4386 /  4387 =  99.977
1, 119  acc:  1141 /  1145 =  99.651
1, 120  acc:  1116 /  1116 = 100.000
1, 121  acc:   289 /   289 = 100.000
1, 122  acc:   151 /   151 = 100.000
1, 123  acc:    61 /    61 = 100.000
1, 124  acc:    79 /    79 = 100.000
1, 125  acc:  1152 /  1152 = 100.000
1, 126  acc:   299 /   299 = 100.000
1, 127  acc:    46 /    46 = 100.000
1, 128  acc:    85 /    85 = 100.000
1, 129  acc:    40 /    40 = 100.000
1, 130  acc:    21 /    21 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    21 /    21 = 100.000
1, 133  acc:  1020 /  1020 = 100.000
1, 134  acc:   178 /   178 = 100.000
1, 135  acc:    89 /    89 = 100.000
1, 136  acc:    74 /    74 = 100.000
1, 137  acc:    18 /    18 = 100.000
1, 138  acc:     8 /     8 = 100.000
1, 139  acc:    13 /    13 = 100.000
1, 140  acc:    12 /    12 = 100.000
1, 141  acc:   259 /   259 = 100.000
1, 142  acc:    35 /    35 = 100.000
1, 143  acc:    10 /    10 = 100.000
1, 144  acc:     6 /     6 = 100.000
1, 145  acc:     6 /     6 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:    13 /    13 = 100.000
1, 148  acc:   424 /   424 = 100.000
1, 149  acc:    35 /    35 = 100.000
1, 150  acc:    15 /    15 = 100.000
1, 151  acc:    37 /    37 = 100.000
1, 152  acc:     9 /     9 = 100.000
1, 153  acc:    15 /    15 = 100.000
1, 154  acc:    90 /    90 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    15 /    15 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    77 /    77 = 100.000
1, 160  acc:     8 /     8 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     7 /     7 = 100.000
1, 164  acc:    47 /    47 = 100.000
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7395 /  7395 = 100.000
1, 170  acc:  1342 /  1342 = 100.000
1, 171  acc:   543 /   543 = 100.000
1, 172  acc:   479 /   479 = 100.000
1, 173  acc:   151 /   151 = 100.000
1, 174  acc:    20 /    20 = 100.000
1, 175  acc:    19 /    19 = 100.000
1, 176  acc:    92 /    92 = 100.000
1, 177  acc:   175 /   175 = 100.000
1, 178  acc:    26 /    26 = 100.000
1, 179  acc:    16 /    16 = 100.000
1, 180  acc:    10 /    10 = 100.000
1, 181  acc:    20 /    20 = 100.000
1, 182  acc:     8 /     8 = 100.000
1, 183  acc:    30 /    30 = 100.000
1, 184  acc:   296 /   296 = 100.000
1, 185  acc:    57 /    57 = 100.000
1, 186  acc:    60 /    60 = 100.000
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     6 /     6 = 100.000
1, 189  acc:    14 /    14 = 100.000
1, 190  acc:    32 /    32 = 100.000
1, 191  acc:    22 /    22 = 100.000
1, 192  acc:    26 /    26 = 100.000
1, 193  acc:    12 /    12 = 100.000
1, 194  acc:    10 /    10 = 100.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:   217 /   217 = 100.000
1, 197  acc:    23 /    23 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     6 /     6 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    32 /    32 = 100.000
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    53 /    53 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     5 /     5 = 100.000
1, 212  acc:    10 /    10 = 100.000
1, 213  acc:    24 /    24 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     9 /     9 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    25 /    25 = 100.000
1, 218  acc:    18 /    18 = 100.000
1, 219  acc:    21 /    21 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 267870 / 269038 =  99.566
Robust  acc:     0 /     4 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25269 / 25373 =  99.590
0, 1  acc: 31171 / 31282 =  99.645
0, 2  acc:  6128 /  6155 =  99.561
0, 3  acc: 24212 / 24292 =  99.671
0, 4  acc: 10793 / 10829 =  99.668
0, 5  acc:  5517 /  5541 =  99.567
0, 6  acc:  6762 /  6785 =  99.661
0, 7  acc: 11980 / 12016 =  99.700
1, 0  acc:  4424 /  4437 =  99.707
1, 1  acc:  4944 /  4962 =  99.637
1, 2  acc:  2256 /  2265 =  99.603
1, 3  acc:  2441 /  2446 =  99.796
1, 4  acc:  3111 /  3125 =  99.552
1, 5  acc:   999 /  1003 =  99.601
1, 6  acc:  3100 /  3111 =  99.646
1, 7  acc:  4668 /  4682 =  99.701
--------------------------------------
Average acc: 147775 / 148304 =  99.643
Robust  acc:  3111 /  3125 =  99.552
--------------------------------------
New max robust acc: 99.55199999999999
- Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint cp-debias-wga-best-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=5-bst=16-o=sgd-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=0-r=0-cpe=0-cpre=-1-cpb=-1.pt...
Checkpoint saved at ./model/civilcomments/config/cp-debias-wga-best-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=5-bst=16-o=sgd-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=0-r=0-cpe=2-cpre=-1-cpb=-1.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 13.703 | Best Acc: 99.414
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc:  6293 / 12092 =  52.043
0, 1  acc:  7672 / 14179 =  54.108
0, 2  acc:   629 /  3210 =  19.595
0, 3  acc:  7884 / 12101 =  65.152
0, 4  acc:  1429 /  5355 =  26.685
0, 5  acc:  1462 /  2980 =  49.060
0, 6  acc:   457 /  3335 =  13.703
0, 7  acc:   951 /  5723 =  16.617
1, 0  acc:  2150 /  2203 =  97.594
1, 1  acc:  2195 /  2270 =  96.696
1, 2  acc:  1195 /  1216 =  98.273
1, 3  acc:  1216 /  1260 =  96.508
1, 4  acc:  1605 /  1627 =  98.648
1, 5  acc:   500 /   520 =  96.154
1, 6  acc:  1528 /  1537 =  99.414
1, 7  acc:  2231 /  2246 =  99.332
------------------------------------
Average acc: 39397 / 71854 =  54.829
Robust  acc:   457 /  3335 =  13.703
------------------------------------
Accuracies by groups:
0, 0  acc:  6293 / 12092 =  52.043
0, 1  acc:  7672 / 14179 =  54.108
0, 2  acc:   629 /  3210 =  19.595
0, 3  acc:  7884 / 12101 =  65.152
0, 4  acc:  1429 /  5355 =  26.685
0, 5  acc:  1462 /  2980 =  49.060
0, 6  acc:   457 /  3335 =  13.703
0, 7  acc:   951 /  5723 =  16.617
1, 0  acc:  2150 /  2203 =  97.594
1, 1  acc:  2195 /  2270 =  96.696
1, 2  acc:  1195 /  1216 =  98.273
1, 3  acc:  1216 /  1260 =  96.508
1, 4  acc:  1605 /  1627 =  98.648
1, 5  acc:   500 /   520 =  96.154
1, 6  acc:  1528 /  1537 =  99.414
1, 7  acc:  2231 /  2246 =  99.332
------------------------------------
Average acc: 39397 / 71854 =  54.829
Robust  acc:   457 /  3335 =  13.703
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  6293 / 12092 =  52.043
0, 1  acc:  7672 / 14179 =  54.108
0, 2  acc:   629 /  3210 =  19.595
0, 3  acc:  7884 / 12101 =  65.152
0, 4  acc:  1429 /  5355 =  26.685
0, 5  acc:  1462 /  2980 =  49.060
0, 6  acc:   457 /  3335 =  13.703
0, 7  acc:   951 /  5723 =  16.617
1, 0  acc:  2150 /  2203 =  97.594
1, 1  acc:  2195 /  2270 =  96.696
1, 2  acc:  1195 /  1216 =  98.273
1, 3  acc:  1216 /  1260 =  96.508
1, 4  acc:  1605 /  1627 =  98.648
1, 5  acc:   500 /   520 =  96.154
1, 6  acc:  1528 /  1537 =  99.414
1, 7  acc:  2231 /  2246 =  99.332
------------------------------------
Average acc: 39397 / 71854 =  54.829
Robust  acc:   457 /  3335 =  13.703
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.001 | Train Acc: 99.616 | Val Loss: 0.000 | Val Acc: 99.607
Training:
Accuracies by groups:
0, 0  acc:  1192 /  1624 =  73.399
0, 1  acc:    71 /   122 =  58.197
0, 2  acc:   103 /   183 =  56.284
0, 3  acc:    50 /    86 =  58.140
0, 4  acc:     5 /    36 =  13.889
0, 5  acc:     0 /     5 =   0.000
0, 6  acc:     1 /     5 =  20.000
0, 7  acc:     0 /     3 =   0.000
0, 8  acc:   147 /   194 =  75.773
0, 9  acc:     8 /    11 =  72.727
0, 10  acc:     6 /    10 =  60.000
0, 11  acc:     7 /     8 =  87.500
0, 12  acc:     0 /     7 =   0.000
0, 13  acc:     0 /     1 =   0.000
0, 14  acc:     0 /     1 =   0.000
0, 15  acc:     0 /     2 =   0.000
0, 16  acc:    12 /    66 =  18.182
0, 17  acc:     0 /     3 =   0.000
0, 18  acc:     0 /     5 =   0.000
0, 19  acc:     0 /     4 =   0.000
0, 20  acc:     0 /     2 =   0.000
0, 21  acc:     0 /     1 =   0.000
0, 22  acc:     0 /     0 =     nan
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     1 /    13 =   7.692
0, 25  acc:     0 /     1 =   0.000
0, 26  acc:     1 /     1 = 100.000
0, 27  acc:     0 /     0 =     nan
0, 28  acc:     0 /     2 =   0.000
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    12 /    28 =  42.857
0, 33  acc:     1 /     1 = 100.000
0, 34  acc:     2 /     2 = 100.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     0 =     nan
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     2 /     5 =  40.000
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     0 =     nan
0, 43  acc:     1 /     1 = 100.000
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     0 /     2 =   0.000
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     0 /     0 =     nan
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     2 /     6 =  33.333
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     4 /    22 =  18.182
0, 65  acc:     0 /     4 =   0.000
0, 66  acc:     0 /     3 =   0.000
0, 67  acc:     0 /     1 =   0.000
0, 68  acc:     0 /     1 =   0.000
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     0 =     nan
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     1 /     1 = 100.000
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     2 =   0.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:     0 /     0 =     nan
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:     4 /    56 =   7.143
0, 118  acc:     3 /    22 =  13.636
0, 119  acc:     3 /     5 =  60.000
0, 120  acc:     2 /     5 =  40.000
0, 121  acc:     0 /     1 =   0.000
0, 122  acc:     0 /     1 =   0.000
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     2 /     9 =  22.222
0, 126  acc:     0 /     2 =   0.000
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     0 =     nan
0, 129  acc:     0 /     1 =   0.000
0, 130  acc:     0 /     1 =   0.000
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     1 =   0.000
0, 134  acc:     0 /     1 =   0.000
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     1 =   0.000
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     1 /     1 = 100.000
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     0 /     2 =   0.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     0 =     nan
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     0 =     nan
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     3 /    15 =  20.000
0, 170  acc:     0 /     3 =   0.000
0, 171  acc:     0 /     2 =   0.000
0, 172  acc:     0 /     1 =   0.000
0, 173  acc:     0 /     0 =     nan
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     1 =   0.000
0, 177  acc:     0 /     0 =     nan
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     1 =   0.000
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     0 =     nan
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 110419 / 110460 =  99.963
1, 1  acc: 12505 / 12506 =  99.992
1, 2  acc: 21095 / 21100 =  99.976
1, 3  acc:  8799 /  8801 =  99.977
1, 4  acc:  9514 /  9515 =  99.989
1, 5  acc:  1688 /  1688 = 100.000
1, 6  acc:  1020 /  1020 = 100.000
1, 7  acc:  1189 /  1189 = 100.000
1, 8  acc:  9768 /  9777 =  99.908
1, 9  acc:   686 /   686 = 100.000
1, 10  acc:   857 /   857 = 100.000
1, 11  acc:   439 /   439 = 100.000
1, 12  acc:  1479 /  1479 = 100.000
1, 13  acc:   201 /   201 = 100.000
1, 14  acc:   211 /   211 = 100.000
1, 15  acc:   206 /   206 = 100.000
1, 16  acc: 15836 / 15839 =  99.981
1, 17  acc:   610 /   610 = 100.000
1, 18  acc:  1299 /  1300 =  99.923
1, 19  acc:   477 /   477 = 100.000
1, 20  acc:   653 /   653 = 100.000
1, 21  acc:    89 /    89 = 100.000
1, 22  acc:   319 /   319 = 100.000
1, 23  acc:   105 /   105 = 100.000
1, 24  acc:  1966 /  1966 = 100.000
1, 25  acc:    59 /    59 = 100.000
1, 26  acc:   197 /   197 = 100.000
1, 27  acc:    14 /    14 = 100.000
1, 28  acc:   322 /   322 = 100.000
1, 29  acc:    14 /    14 = 100.000
1, 30  acc:    47 /    47 = 100.000
1, 31  acc:    22 /    22 = 100.000
1, 32  acc:  3144 /  3145 =  99.968
1, 33  acc:   168 /   168 = 100.000
1, 34  acc:   127 /   127 = 100.000
1, 35  acc:    61 /    61 = 100.000
1, 36  acc:   106 /   106 = 100.000
1, 37  acc:    12 /    12 = 100.000
1, 38  acc:    81 /    81 = 100.000
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   789 /   789 = 100.000
1, 41  acc:    36 /    36 = 100.000
1, 42  acc:    33 /    33 = 100.000
1, 43  acc:    36 /    36 = 100.000
1, 44  acc:    61 /    61 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    25 /    25 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1062 /  1062 = 100.000
1, 49  acc:    26 /    26 = 100.000
1, 50  acc:    70 /    70 = 100.000
1, 51  acc:    53 /    53 = 100.000
1, 52  acc:    42 /    42 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    83 /    83 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   772 /   772 = 100.000
1, 57  acc:    33 /    33 = 100.000
1, 58  acc:    29 /    29 = 100.000
1, 59  acc:    26 /    26 = 100.000
1, 60  acc:    52 /    52 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    44 /    44 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10775 / 10775 = 100.000
1, 65  acc:  1566 /  1566 = 100.000
1, 66  acc:   975 /   975 = 100.000
1, 67  acc:   390 /   390 = 100.000
1, 68  acc:   501 /   501 = 100.000
1, 69  acc:    51 /    51 = 100.000
1, 70  acc:   183 /   183 = 100.000
1, 71  acc:    40 /    40 = 100.000
1, 72  acc:   243 /   243 = 100.000
1, 73  acc:    11 /    11 = 100.000
1, 74  acc:     6 /     6 = 100.000
1, 75  acc:     8 /     8 = 100.000
1, 76  acc:    53 /    53 = 100.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     9 /     9 = 100.000
1, 80  acc:   383 /   383 = 100.000
1, 81  acc:    50 /    50 = 100.000
1, 82  acc:   109 /   109 = 100.000
1, 83  acc:    17 /    17 = 100.000
1, 84  acc:    19 /    19 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    40 /    40 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    51 /    51 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:    11 /    11 = 100.000
1, 93  acc:    11 /    11 = 100.000
1, 94  acc:   292 /   292 = 100.000
1, 95  acc:    39 /    39 = 100.000
1, 96  acc:    23 /    23 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    46 /    46 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    41 /    41 = 100.000
1, 101  acc:     9 /     9 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:    13 /    13 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    49 /    49 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    39 /    39 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    20 /    20 = 100.000
1, 111  acc:     8 /     8 = 100.000
1, 112  acc:    20 /    20 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc: 18435 / 18435 = 100.000
1, 118  acc:  4251 /  4251 = 100.000
1, 119  acc:  1092 /  1096 =  99.635
1, 120  acc:  1140 /  1140 = 100.000
1, 121  acc:   329 /   329 = 100.000
1, 122  acc:   160 /   161 =  99.379
1, 123  acc:    69 /    69 = 100.000
1, 124  acc:    79 /    79 = 100.000
1, 125  acc:  1134 /  1134 = 100.000
1, 126  acc:   260 /   260 = 100.000
1, 127  acc:    62 /    62 = 100.000
1, 128  acc:    99 /    99 = 100.000
1, 129  acc:    31 /    31 = 100.000
1, 130  acc:    15 /    15 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    16 /    16 = 100.000
1, 133  acc:  1029 /  1030 =  99.903
1, 134  acc:   177 /   177 = 100.000
1, 135  acc:    97 /    97 = 100.000
1, 136  acc:   101 /   101 = 100.000
1, 137  acc:    21 /    21 = 100.000
1, 138  acc:    10 /    10 = 100.000
1, 139  acc:     9 /     9 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:   251 /   251 = 100.000
1, 142  acc:    38 /    38 = 100.000
1, 143  acc:    10 /    10 = 100.000
1, 144  acc:     7 /     7 = 100.000
1, 145  acc:    14 /    14 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:    12 /    12 = 100.000
1, 148  acc:   443 /   443 = 100.000
1, 149  acc:    48 /    48 = 100.000
1, 150  acc:    20 /    20 = 100.000
1, 151  acc:    42 /    42 = 100.000
1, 152  acc:     9 /     9 = 100.000
1, 153  acc:     7 /     7 = 100.000
1, 154  acc:    81 /    81 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    22 /    22 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    75 /    75 = 100.000
1, 160  acc:    12 /    12 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    52 /    52 = 100.000
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7394 /  7395 =  99.986
1, 170  acc:  1383 /  1383 = 100.000
1, 171  acc:   565 /   565 = 100.000
1, 172  acc:   457 /   457 = 100.000
1, 173  acc:   115 /   115 = 100.000
1, 174  acc:    27 /    27 = 100.000
1, 175  acc:    21 /    21 = 100.000
1, 176  acc:   105 /   105 = 100.000
1, 177  acc:   176 /   176 = 100.000
1, 178  acc:    41 /    41 = 100.000
1, 179  acc:    14 /    14 = 100.000
1, 180  acc:    17 /    17 = 100.000
1, 181  acc:    17 /    17 = 100.000
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:    46 /    46 = 100.000
1, 184  acc:   308 /   308 = 100.000
1, 185  acc:    67 /    67 = 100.000
1, 186  acc:    53 /    53 = 100.000
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:    12 /    12 = 100.000
1, 189  acc:    11 /    11 = 100.000
1, 190  acc:    23 /    23 = 100.000
1, 191  acc:    16 /    16 = 100.000
1, 192  acc:    29 /    29 = 100.000
1, 193  acc:    12 /    12 = 100.000
1, 194  acc:    10 /    10 = 100.000
1, 195  acc:     6 /     6 = 100.000
1, 196  acc:   240 /   241 =  99.585
1, 197  acc:    21 /    21 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     6 /     6 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    35 /    35 = 100.000
1, 205  acc:    11 /    11 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    39 /    39 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     9 /     9 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    24 /    24 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:    10 /    10 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    27 /    27 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:    17 /    17 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 268004 / 269038 =  99.616
Robust  acc:     0 /     5 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25273 / 25373 =  99.606
0, 1  acc: 31154 / 31282 =  99.591
0, 2  acc:  6132 /  6155 =  99.626
0, 3  acc: 24167 / 24292 =  99.485
0, 4  acc: 10775 / 10829 =  99.501
0, 5  acc:  5516 /  5541 =  99.549
0, 6  acc:  6750 /  6785 =  99.484
0, 7  acc: 11963 / 12016 =  99.559
1, 0  acc:  4418 /  4437 =  99.572
1, 1  acc:  4943 /  4962 =  99.617
1, 2  acc:  2260 /  2265 =  99.779
1, 3  acc:  2440 /  2446 =  99.755
1, 4  acc:  3110 /  3125 =  99.520
1, 5  acc:  1000 /  1003 =  99.701
1, 6  acc:  3103 /  3111 =  99.743
1, 7  acc:  4669 /  4682 =  99.722
--------------------------------------
Average acc: 147673 / 148304 =  99.575
Robust  acc:  6750 /  6785 =  99.484
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 7.436 | Best Acc: 99.599
------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc:  5170 / 12092 =  42.756
0, 1  acc:  6055 / 14179 =  42.704
0, 2  acc:   344 /  3210 =  10.717
0, 3  acc:  6941 / 12101 =  57.359
0, 4  acc:   869 /  5355 =  16.228
0, 5  acc:  1006 /  2980 =  33.758
0, 6  acc:   248 /  3335 =   7.436
0, 7  acc:   650 /  5723 =  11.358
1, 0  acc:  2182 /  2203 =  99.047
1, 1  acc:  2237 /  2270 =  98.546
1, 2  acc:  1210 /  1216 =  99.507
1, 3  acc:  1232 /  1260 =  97.778
1, 4  acc:  1619 /  1627 =  99.508
1, 5  acc:   513 /   520 =  98.654
1, 6  acc:  1528 /  1537 =  99.414
1, 7  acc:  2237 /  2246 =  99.599
------------------------------------
Average acc: 34041 / 71854 =  47.375
Robust  acc:   248 /  3335 =   7.436
------------------------------------
Accuracies by groups:
0, 0  acc:  5170 / 12092 =  42.756
0, 1  acc:  6055 / 14179 =  42.704
0, 2  acc:   344 /  3210 =  10.717
0, 3  acc:  6941 / 12101 =  57.359
0, 4  acc:   869 /  5355 =  16.228
0, 5  acc:  1006 /  2980 =  33.758
0, 6  acc:   248 /  3335 =   7.436
0, 7  acc:   650 /  5723 =  11.358
1, 0  acc:  2182 /  2203 =  99.047
1, 1  acc:  2237 /  2270 =  98.546
1, 2  acc:  1210 /  1216 =  99.507
1, 3  acc:  1232 /  1260 =  97.778
1, 4  acc:  1619 /  1627 =  99.508
1, 5  acc:   513 /   520 =  98.654
1, 6  acc:  1528 /  1537 =  99.414
1, 7  acc:  2237 /  2246 =  99.599
------------------------------------
Average acc: 34041 / 71854 =  47.375
Robust  acc:   248 /  3335 =   7.436
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  5170 / 12092 =  42.756
0, 1  acc:  6055 / 14179 =  42.704
0, 2  acc:   344 /  3210 =  10.717
0, 3  acc:  6941 / 12101 =  57.359
0, 4  acc:   869 /  5355 =  16.228
0, 5  acc:  1006 /  2980 =  33.758
0, 6  acc:   248 /  3335 =   7.436
0, 7  acc:   650 /  5723 =  11.358
1, 0  acc:  2182 /  2203 =  99.047
1, 1  acc:  2237 /  2270 =  98.546
1, 2  acc:  1210 /  1216 =  99.507
1, 3  acc:  1232 /  1260 =  97.778
1, 4  acc:  1619 /  1627 =  99.508
1, 5  acc:   513 /   520 =  98.654
1, 6  acc:  1528 /  1537 =  99.414
1, 7  acc:  2237 /  2246 =  99.599
------------------------------------
Average acc: 34041 / 71854 =  47.375
Robust  acc:   248 /  3335 =   7.436
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   5 | Train Loss: 0.001 | Train Acc: 99.639 | Val Loss: 0.000 | Val Acc: 99.676
Training:
Accuracies by groups:
0, 0  acc:  1334 /  1734 =  76.932
0, 1  acc:    49 /    95 =  51.579
0, 2  acc:   104 /   178 =  58.427
0, 3  acc:    57 /    95 =  60.000
0, 4  acc:     4 /    35 =  11.429
0, 5  acc:     2 /     6 =  33.333
0, 6  acc:     2 /     7 =  28.571
0, 7  acc:     4 /     6 =  66.667
0, 8  acc:   109 /   154 =  70.779
0, 9  acc:    12 /    17 =  70.588
0, 10  acc:     3 /     7 =  42.857
0, 11  acc:     9 /    15 =  60.000
0, 12  acc:     2 /     9 =  22.222
0, 13  acc:     0 /     1 =   0.000
0, 14  acc:     1 /     3 =  33.333
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:    13 /    67 =  19.403
0, 17  acc:     1 /     3 =  33.333
0, 18  acc:     3 /    10 =  30.000
0, 19  acc:     0 /     0 =     nan
0, 20  acc:     0 /     0 =     nan
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     0 =     nan
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     4 /    11 =  36.364
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     0 =     nan
0, 27  acc:     0 /     0 =     nan
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:    11 /    23 =  47.826
0, 33  acc:     2 /     2 = 100.000
0, 34  acc:     0 /     0 =     nan
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     0 =     nan
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     2 /     3 =  66.667
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     0 =     nan
0, 43  acc:     0 /     0 =     nan
0, 44  acc:     0 /     1 =   0.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     0 /     1 =   0.000
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     0 /     0 =     nan
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     4 /     6 =  66.667
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     1 =   0.000
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     2 /    33 =   6.061
0, 65  acc:     0 /     2 =   0.000
0, 66  acc:     3 /     4 =  75.000
0, 67  acc:     0 /     1 =   0.000
0, 68  acc:     0 /     2 =   0.000
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     0 =     nan
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     1 /     2 =  50.000
0, 81  acc:     0 /     1 =   0.000
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:     0 /     1 =   0.000
0, 95  acc:     0 /     1 =   0.000
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:    15 /    72 =  20.833
0, 118  acc:     1 /    10 =  10.000
0, 119  acc:     2 /     5 =  40.000
0, 120  acc:     1 /     5 =  20.000
0, 121  acc:     0 /     0 =     nan
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     1 =   0.000
0, 125  acc:     2 /     3 =  66.667
0, 126  acc:     0 /     1 =   0.000
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     0 =     nan
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     1 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     0 =     nan
0, 134  acc:     0 /     1 =   0.000
0, 135  acc:     0 /     1 =   0.000
0, 136  acc:     0 /     1 =   0.000
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     0 =     nan
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     0 /     1 =   0.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     1 =   0.000
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     1 =   0.000
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     1 =   0.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     1 /    15 =   6.667
0, 170  acc:     0 /     8 =   0.000
0, 171  acc:     0 /     1 =   0.000
0, 172  acc:     0 /     1 =   0.000
0, 173  acc:     0 /     1 =   0.000
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     1 =   0.000
0, 177  acc:     0 /     0 =     nan
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     0 =     nan
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     0 =     nan
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 110220 / 110255 =  99.968
1, 1  acc: 12490 / 12495 =  99.960
1, 2  acc: 21092 / 21098 =  99.972
1, 3  acc:  8777 /  8778 =  99.989
1, 4  acc:  9628 /  9629 =  99.990
1, 5  acc:  1744 /  1744 = 100.000
1, 6  acc:  1006 /  1006 = 100.000
1, 7  acc:  1211 /  1211 = 100.000
1, 8  acc:  9779 /  9782 =  99.969
1, 9  acc:   708 /   708 = 100.000
1, 10  acc:   885 /   885 = 100.000
1, 11  acc:   410 /   411 =  99.757
1, 12  acc:  1488 /  1488 = 100.000
1, 13  acc:   194 /   194 = 100.000
1, 14  acc:   267 /   267 = 100.000
1, 15  acc:   238 /   238 = 100.000
1, 16  acc: 15838 / 15839 =  99.994
1, 17  acc:   618 /   618 = 100.000
1, 18  acc:  1325 /  1326 =  99.925
1, 19  acc:   476 /   476 = 100.000
1, 20  acc:   580 /   580 = 100.000
1, 21  acc:    85 /    85 = 100.000
1, 22  acc:   290 /   290 = 100.000
1, 23  acc:   121 /   121 = 100.000
1, 24  acc:  1987 /  1987 = 100.000
1, 25  acc:    40 /    40 = 100.000
1, 26  acc:   177 /   177 = 100.000
1, 27  acc:    25 /    25 = 100.000
1, 28  acc:   304 /   304 = 100.000
1, 29  acc:    19 /    19 = 100.000
1, 30  acc:    61 /    61 = 100.000
1, 31  acc:    20 /    20 = 100.000
1, 32  acc:  3099 /  3099 = 100.000
1, 33  acc:   159 /   159 = 100.000
1, 34  acc:   136 /   136 = 100.000
1, 35  acc:    52 /    52 = 100.000
1, 36  acc:   117 /   117 = 100.000
1, 37  acc:    20 /    20 = 100.000
1, 38  acc:    82 /    82 = 100.000
1, 39  acc:     8 /     8 = 100.000
1, 40  acc:   776 /   776 = 100.000
1, 41  acc:    30 /    30 = 100.000
1, 42  acc:    27 /    27 = 100.000
1, 43  acc:    28 /    28 = 100.000
1, 44  acc:    58 /    58 = 100.000
1, 45  acc:    10 /    10 = 100.000
1, 46  acc:    20 /    20 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1041 /  1041 = 100.000
1, 49  acc:    32 /    32 = 100.000
1, 50  acc:    78 /    78 = 100.000
1, 51  acc:    35 /    35 = 100.000
1, 52  acc:    36 /    36 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    70 /    70 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   763 /   763 = 100.000
1, 57  acc:    45 /    45 = 100.000
1, 58  acc:    27 /    27 = 100.000
1, 59  acc:    31 /    31 = 100.000
1, 60  acc:    62 /    62 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    60 /    60 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10695 / 10695 = 100.000
1, 65  acc:  1523 /  1523 = 100.000
1, 66  acc:   958 /   958 = 100.000
1, 67  acc:   418 /   418 = 100.000
1, 68  acc:   520 /   520 = 100.000
1, 69  acc:    74 /    74 = 100.000
1, 70  acc:   146 /   146 = 100.000
1, 71  acc:    37 /    37 = 100.000
1, 72  acc:   231 /   231 = 100.000
1, 73  acc:     7 /     7 = 100.000
1, 74  acc:     8 /     8 = 100.000
1, 75  acc:     9 /     9 = 100.000
1, 76  acc:    47 /    47 = 100.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   411 /   411 = 100.000
1, 81  acc:    65 /    65 = 100.000
1, 82  acc:   125 /   125 = 100.000
1, 83  acc:    22 /    22 = 100.000
1, 84  acc:    23 /    23 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    32 /    32 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    48 /    48 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     8 /     8 = 100.000
1, 93  acc:    12 /    12 = 100.000
1, 94  acc:   331 /   331 = 100.000
1, 95  acc:    45 /    45 = 100.000
1, 96  acc:    29 /    29 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    49 /    49 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    47 /    47 = 100.000
1, 101  acc:    10 /    10 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     7 /     7 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    60 /    60 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    46 /    46 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    14 /    14 = 100.000
1, 111  acc:     7 /     7 = 100.000
1, 112  acc:    20 /    20 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc: 18390 / 18393 =  99.984
1, 118  acc:  4368 /  4368 = 100.000
1, 119  acc:  1151 /  1152 =  99.913
1, 120  acc:  1207 /  1207 = 100.000
1, 121  acc:   314 /   314 = 100.000
1, 122  acc:   144 /   144 = 100.000
1, 123  acc:    65 /    65 = 100.000
1, 124  acc:    77 /    77 = 100.000
1, 125  acc:  1177 /  1177 = 100.000
1, 126  acc:   319 /   319 = 100.000
1, 127  acc:    42 /    42 = 100.000
1, 128  acc:    89 /    89 = 100.000
1, 129  acc:    43 /    43 = 100.000
1, 130  acc:    21 /    21 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    16 /    16 = 100.000
1, 133  acc:  1013 /  1013 = 100.000
1, 134  acc:   191 /   191 = 100.000
1, 135  acc:    91 /    91 = 100.000
1, 136  acc:   107 /   107 = 100.000
1, 137  acc:    14 /    14 = 100.000
1, 138  acc:     7 /     7 = 100.000
1, 139  acc:     9 /     9 = 100.000
1, 140  acc:    10 /    10 = 100.000
1, 141  acc:   243 /   243 = 100.000
1, 142  acc:    51 /    51 = 100.000
1, 143  acc:     8 /     8 = 100.000
1, 144  acc:    12 /    12 = 100.000
1, 145  acc:    13 /    13 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     5 = 100.000
1, 148  acc:   412 /   412 = 100.000
1, 149  acc:    28 /    28 = 100.000
1, 150  acc:    22 /    22 = 100.000
1, 151  acc:    41 /    41 = 100.000
1, 152  acc:     8 /     8 = 100.000
1, 153  acc:    14 /    14 = 100.000
1, 154  acc:   108 /   108 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    16 /    16 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    71 /    71 = 100.000
1, 160  acc:    10 /    10 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:    14 /    14 = 100.000
1, 164  acc:    59 /    59 = 100.000
1, 165  acc:    15 /    15 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7299 /  7299 = 100.000
1, 170  acc:  1357 /  1357 = 100.000
1, 171  acc:   560 /   560 = 100.000
1, 172  acc:   497 /   497 = 100.000
1, 173  acc:   137 /   137 = 100.000
1, 174  acc:    31 /    31 = 100.000
1, 175  acc:    23 /    23 = 100.000
1, 176  acc:    79 /    79 = 100.000
1, 177  acc:   140 /   140 = 100.000
1, 178  acc:    19 /    19 = 100.000
1, 179  acc:    20 /    20 = 100.000
1, 180  acc:    19 /    19 = 100.000
1, 181  acc:    17 /    17 = 100.000
1, 182  acc:    11 /    11 = 100.000
1, 183  acc:    19 /    19 = 100.000
1, 184  acc:   263 /   264 =  99.621
1, 185  acc:    66 /    66 = 100.000
1, 186  acc:    41 /    41 = 100.000
1, 187  acc:    18 /    18 = 100.000
1, 188  acc:    10 /    10 = 100.000
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:    31 /    31 = 100.000
1, 191  acc:    13 /    13 = 100.000
1, 192  acc:    26 /    26 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:    19 /    19 = 100.000
1, 195  acc:    11 /    11 = 100.000
1, 196  acc:   218 /   218 = 100.000
1, 197  acc:    25 /    25 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:    10 /    10 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    29 /    29 = 100.000
1, 205  acc:     9 /     9 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    39 /    39 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     5 /     5 = 100.000
1, 212  acc:    10 /    10 = 100.000
1, 213  acc:    27 /    27 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:    15 /    15 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    29 /    29 = 100.000
1, 218  acc:    15 /    15 = 100.000
1, 219  acc:    24 /    24 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 268068 / 269038 =  99.639
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25290 / 25373 =  99.673
0, 1  acc: 31188 / 31282 =  99.700
0, 2  acc:  6140 /  6155 =  99.756
0, 3  acc: 24216 / 24292 =  99.687
0, 4  acc: 10801 / 10829 =  99.741
0, 5  acc:  5525 /  5541 =  99.711
0, 6  acc:  6766 /  6785 =  99.720
0, 7  acc: 11974 / 12016 =  99.650
1, 0  acc:  4419 /  4437 =  99.594
1, 1  acc:  4948 /  4962 =  99.718
1, 2  acc:  2258 /  2265 =  99.691
1, 3  acc:  2436 /  2446 =  99.591
1, 4  acc:  3114 /  3125 =  99.648
1, 5  acc:  1000 /  1003 =  99.701
1, 6  acc:  3103 /  3111 =  99.743
1, 7  acc:  4669 /  4682 =  99.722
--------------------------------------
Average acc: 147847 / 148304 =  99.692
Robust  acc:  2436 /  2446 =  99.591
--------------------------------------
New max robust acc: 99.59116925592805
- Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint cp-debias-wga-best-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=5-bst=16-o=sgd-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=0-r=0-cpe=2-cpre=-1-cpb=-1.pt...
Checkpoint saved at ./model/civilcomments/config/cp-debias-wga-best-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=5-bst=16-o=sgd-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=0-r=0-cpe=4-cpre=-1-cpb=-1.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 13.223 | Best Acc: 99.510
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc:  6203 / 12092 =  51.298
0, 1  acc:  7621 / 14179 =  53.749
0, 2  acc:   439 /  3210 =  13.676
0, 3  acc:  7589 / 12101 =  62.714
0, 4  acc:  1171 /  5355 =  21.867
0, 5  acc:  1213 /  2980 =  40.705
0, 6  acc:   441 /  3335 =  13.223
0, 7  acc:   892 /  5723 =  15.586
1, 0  acc:  2157 /  2203 =  97.912
1, 1  acc:  2200 /  2270 =  96.916
1, 2  acc:  1206 /  1216 =  99.178
1, 3  acc:  1212 /  1260 =  96.190
1, 4  acc:  1612 /  1627 =  99.078
1, 5  acc:   505 /   520 =  97.115
1, 6  acc:  1522 /  1537 =  99.024
1, 7  acc:  2235 /  2246 =  99.510
------------------------------------
Average acc: 38218 / 71854 =  53.188
Robust  acc:   441 /  3335 =  13.223
------------------------------------
Accuracies by groups:
0, 0  acc:  6203 / 12092 =  51.298
0, 1  acc:  7621 / 14179 =  53.749
0, 2  acc:   439 /  3210 =  13.676
0, 3  acc:  7589 / 12101 =  62.714
0, 4  acc:  1171 /  5355 =  21.867
0, 5  acc:  1213 /  2980 =  40.705
0, 6  acc:   441 /  3335 =  13.223
0, 7  acc:   892 /  5723 =  15.586
1, 0  acc:  2157 /  2203 =  97.912
1, 1  acc:  2200 /  2270 =  96.916
1, 2  acc:  1206 /  1216 =  99.178
1, 3  acc:  1212 /  1260 =  96.190
1, 4  acc:  1612 /  1627 =  99.078
1, 5  acc:   505 /   520 =  97.115
1, 6  acc:  1522 /  1537 =  99.024
1, 7  acc:  2235 /  2246 =  99.510
------------------------------------
Average acc: 38218 / 71854 =  53.188
Robust  acc:   441 /  3335 =  13.223
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  6203 / 12092 =  51.298
0, 1  acc:  7621 / 14179 =  53.749
0, 2  acc:   439 /  3210 =  13.676
0, 3  acc:  7589 / 12101 =  62.714
0, 4  acc:  1171 /  5355 =  21.867
0, 5  acc:  1213 /  2980 =  40.705
0, 6  acc:   441 /  3335 =  13.223
0, 7  acc:   892 /  5723 =  15.586
1, 0  acc:  2157 /  2203 =  97.912
1, 1  acc:  2200 /  2270 =  96.916
1, 2  acc:  1206 /  1216 =  99.178
1, 3  acc:  1212 /  1260 =  96.190
1, 4  acc:  1612 /  1627 =  99.078
1, 5  acc:   505 /   520 =  97.115
1, 6  acc:  1522 /  1537 =  99.024
1, 7  acc:  2235 /  2246 =  99.510
------------------------------------
Average acc: 38218 / 71854 =  53.188
Robust  acc:   441 /  3335 =  13.223
------------------------------------
replace: True
-> Updating checkpoint cp-debias-end-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=5-bst=16-o=sgd-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=0-r=0-cpe=4-cpre=-1-cpb=-1.pt...
Checkpoint saved at ./model/civilcomments/config/cp-debias-end-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=5-bst=16-o=sgd-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=0-r=0-cpe=4-cpre=-1-cpb=-1.pt
