Arch: bert-base-uncased_pt
Bs trn: 64
Bs val: 64
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: None
Temperature: 0.05
Single pos: False
Supervised linear scale up: False
Supervised update delay: 0
Contrastive weight: 0.5
Classifier update interval: 8
Optim: AdamW
Max epoch: 10
Lr: 0.0001
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: True
Lr scheduler classifier: 
Lr scheduler: 
Grad clip grad norm: False
Erm: False
Erm only: False
Pretrained spurious path: ./model/civilcomments/jtt_model_b_worst_avg_gap_best_seed0.pt
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: True
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=None-cw=0.5-sud=0-me=10-bst=64-o=AdamW-lr=0.0001-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

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/jtt_model_b_worst_avg_gap_best_seed0.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 176736160

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: 98.345 | Val Loss: 0.000 | Val Acc: 98.383
Training:
Accuracies by groups:
0, 0  acc:     1 /  2813 =   0.036
0, 1  acc:     0 /   186 =   0.000
0, 2  acc:     1 /   275 =   0.364
0, 3  acc:     0 /   166 =   0.000
0, 4  acc:     0 /    41 =   0.000
0, 5  acc:     0 /    11 =   0.000
0, 6  acc:     0 /     4 =   0.000
0, 7  acc:     0 /     7 =   0.000
0, 8  acc:     0 /   284 =   0.000
0, 9  acc:     0 /    23 =   0.000
0, 10  acc:     0 /    15 =   0.000
0, 11  acc:     0 /    18 =   0.000
0, 12  acc:     0 /     8 =   0.000
0, 13  acc:     0 /     3 =   0.000
0, 14  acc:     0 /     3 =   0.000
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:     0 /   106 =   0.000
0, 17  acc:     0 /     3 =   0.000
0, 18  acc:     0 /     8 =   0.000
0, 19  acc:     0 /     8 =   0.000
0, 20  acc:     0 /     0 =     nan
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     0 =     nan
0, 23  acc:     0 /     1 =   0.000
0, 24  acc:     0 /    16 =   0.000
0, 25  acc:     0 /     1 =   0.000
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     0 /     3 =   0.000
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     1 =   0.000
0, 31  acc:     0 /     0 =     nan
0, 32  acc:     0 /    44 =   0.000
0, 33  acc:     0 /     1 =   0.000
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:     0 /    13 =   0.000
0, 41  acc:     0 /     1 =   0.000
0, 42  acc:     0 /     0 =     nan
0, 43  acc:     0 /     2 =   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 /     8 =   0.000
0, 49  acc:     0 /     1 =   0.000
0, 50  acc:     0 /     1 =   0.000
0, 51  acc:     0 /     3 =   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:     0 /    11 =   0.000
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:     0 /    39 =   0.000
0, 65  acc:     0 /     2 =   0.000
0, 66  acc:     0 /     3 =   0.000
0, 67  acc:     0 /     0 =     nan
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 /     1 =   0.000
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 /     1 =   0.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     1 =   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 /     2 =   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 /     1 =   0.000
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:     0 /   104 =   0.000
0, 118  acc:     0 /    23 =   0.000
0, 119  acc:     0 /     8 =   0.000
0, 120  acc:     0 /     5 =   0.000
0, 121  acc:     0 /     2 =   0.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     0 /    12 =   0.000
0, 126  acc:     0 /     2 =   0.000
0, 127  acc:     0 /     1 =   0.000
0, 128  acc:     0 /     0 =     nan
0, 129  acc:     0 /     1 =   0.000
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     1 =   0.000
0, 134  acc:     0 /     0 =     nan
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 /     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:     0 /    17 =   0.000
0, 170  acc:     0 /     6 =   0.000
0, 171  acc:     0 /     3 =   0.000
0, 172  acc:     0 /     0 =     nan
0, 173  acc:     0 /     2 =   0.000
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     1 =   0.000
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     1 =   0.000
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 /     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 /     1 =   0.000
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: 109915 / 109972 =  99.948
1, 1  acc: 12382 / 12385 =  99.976
1, 2  acc: 20895 / 20903 =  99.962
1, 3  acc:  8720 /  8725 =  99.943
1, 4  acc:  9582 /  9588 =  99.937
1, 5  acc:  1706 /  1706 = 100.000
1, 6  acc:  1060 /  1061 =  99.906
1, 7  acc:  1099 /  1100 =  99.909
1, 8  acc:  9664 /  9669 =  99.948
1, 9  acc:   675 /   675 = 100.000
1, 10  acc:   869 /   869 = 100.000
1, 11  acc:   430 /   430 = 100.000
1, 12  acc:  1419 /  1420 =  99.930
1, 13  acc:   185 /   185 = 100.000
1, 14  acc:   261 /   261 = 100.000
1, 15  acc:   215 /   215 = 100.000
1, 16  acc: 15508 / 15519 =  99.929
1, 17  acc:   655 /   655 = 100.000
1, 18  acc:  1250 /  1250 = 100.000
1, 19  acc:   422 /   422 = 100.000
1, 20  acc:   630 /   630 = 100.000
1, 21  acc:    91 /    91 = 100.000
1, 22  acc:   302 /   303 =  99.670
1, 23  acc:    98 /    98 = 100.000
1, 24  acc:  1915 /  1915 = 100.000
1, 25  acc:    30 /    30 = 100.000
1, 26  acc:   188 /   188 = 100.000
1, 27  acc:    26 /    26 = 100.000
1, 28  acc:   327 /   327 = 100.000
1, 29  acc:    24 /    24 = 100.000
1, 30  acc:    45 /    45 = 100.000
1, 31  acc:    23 /    23 = 100.000
1, 32  acc:  3183 /  3184 =  99.969
1, 33  acc:   135 /   135 = 100.000
1, 34  acc:   128 /   128 = 100.000
1, 35  acc:    53 /    53 = 100.000
1, 36  acc:   110 /   110 = 100.000
1, 37  acc:    17 /    17 = 100.000
1, 38  acc:    60 /    60 = 100.000
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   760 /   760 = 100.000
1, 41  acc:    32 /    32 = 100.000
1, 42  acc:    22 /    22 = 100.000
1, 43  acc:    41 /    41 = 100.000
1, 44  acc:    59 /    59 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    37 /    37 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1063 /  1064 =  99.906
1, 49  acc:    20 /    20 = 100.000
1, 50  acc:    72 /    72 = 100.000
1, 51  acc:    49 /    49 = 100.000
1, 52  acc:    30 /    30 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    70 /    70 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   823 /   823 = 100.000
1, 57  acc:    29 /    29 = 100.000
1, 58  acc:    27 /    27 = 100.000
1, 59  acc:    24 /    24 = 100.000
1, 60  acc:    55 /    55 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    39 /    39 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10848 / 10852 =  99.963
1, 65  acc:  1593 /  1593 = 100.000
1, 66  acc:   958 /   958 = 100.000
1, 67  acc:   369 /   370 =  99.730
1, 68  acc:   506 /   506 = 100.000
1, 69  acc:    80 /    80 = 100.000
1, 70  acc:   163 /   164 =  99.390
1, 71  acc:    50 /    50 = 100.000
1, 72  acc:   237 /   237 = 100.000
1, 73  acc:     7 /     7 = 100.000
1, 74  acc:    12 /    12 = 100.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    38 /    38 = 100.000
1, 77  acc:     9 /     9 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   371 /   371 = 100.000
1, 81  acc:    59 /    59 = 100.000
1, 82  acc:    93 /    93 = 100.000
1, 83  acc:    15 /    15 = 100.000
1, 84  acc:    18 /    18 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    53 /    53 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    53 /    53 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     7 /     7 = 100.000
1, 93  acc:     9 /     9 = 100.000
1, 94  acc:   315 /   315 = 100.000
1, 95  acc:    61 /    61 = 100.000
1, 96  acc:    30 /    30 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    46 /    46 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    37 /    37 = 100.000
1, 101  acc:     8 /     8 = 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:    56 /    56 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    53 /    53 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    14 /    14 = 100.000
1, 111  acc:    16 /    16 = 100.000
1, 112  acc:    26 /    26 = 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: 18334 / 18340 =  99.967
1, 118  acc:  4194 /  4194 = 100.000
1, 119  acc:  1095 /  1095 = 100.000
1, 120  acc:  1192 /  1193 =  99.916
1, 121  acc:   303 /   304 =  99.671
1, 122  acc:   163 /   163 = 100.000
1, 123  acc:    48 /    48 = 100.000
1, 124  acc:    79 /    79 = 100.000
1, 125  acc:  1159 /  1159 = 100.000
1, 126  acc:   249 /   249 = 100.000
1, 127  acc:    56 /    56 = 100.000
1, 128  acc:   114 /   114 = 100.000
1, 129  acc:    41 /    41 = 100.000
1, 130  acc:    12 /    12 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:  1019 /  1019 = 100.000
1, 134  acc:   178 /   178 = 100.000
1, 135  acc:    83 /    83 = 100.000
1, 136  acc:    92 /    92 = 100.000
1, 137  acc:    23 /    23 = 100.000
1, 138  acc:    10 /    10 = 100.000
1, 139  acc:    12 /    12 = 100.000
1, 140  acc:     8 /     8 = 100.000
1, 141  acc:   250 /   250 = 100.000
1, 142  acc:    51 /    51 = 100.000
1, 143  acc:    15 /    15 = 100.000
1, 144  acc:     8 /     8 = 100.000
1, 145  acc:     5 /     5 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   409 /   410 =  99.756
1, 149  acc:    38 /    38 = 100.000
1, 150  acc:    26 /    26 = 100.000
1, 151  acc:    51 /    51 = 100.000
1, 152  acc:     9 /     9 = 100.000
1, 153  acc:    10 /    10 = 100.000
1, 154  acc:    79 /    79 = 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:    70 /    70 = 100.000
1, 160  acc:    12 /    12 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     9 /     9 = 100.000
1, 164  acc:    56 /    57 =  98.246
1, 165  acc:    13 /    13 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7243 /  7245 =  99.972
1, 170  acc:  1382 /  1382 = 100.000
1, 171  acc:   536 /   536 = 100.000
1, 172  acc:   430 /   430 = 100.000
1, 173  acc:   133 /   133 = 100.000
1, 174  acc:    31 /    31 = 100.000
1, 175  acc:    13 /    13 = 100.000
1, 176  acc:   118 /   118 = 100.000
1, 177  acc:   169 /   169 = 100.000
1, 178  acc:    23 /    23 = 100.000
1, 179  acc:    19 /    19 = 100.000
1, 180  acc:    18 /    18 = 100.000
1, 181  acc:    15 /    15 = 100.000
1, 182  acc:     8 /     8 = 100.000
1, 183  acc:    33 /    33 = 100.000
1, 184  acc:   289 /   289 = 100.000
1, 185  acc:    84 /    84 = 100.000
1, 186  acc:    42 /    42 = 100.000
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:    11 /    11 = 100.000
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:    32 /    32 = 100.000
1, 191  acc:    19 /    19 = 100.000
1, 192  acc:    29 /    29 = 100.000
1, 193  acc:    14 /    14 = 100.000
1, 194  acc:    14 /    14 = 100.000
1, 195  acc:    11 /    11 = 100.000
1, 196  acc:   210 /   210 = 100.000
1, 197  acc:    20 /    20 = 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:    16 /    16 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    39 /    39 = 100.000
1, 205  acc:    13 /    13 = 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:     6 /     6 = 100.000
1, 212  acc:     7 /     7 = 100.000
1, 213  acc:    27 /    27 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    18 /    18 = 100.000
1, 218  acc:    16 /    16 = 100.000
1, 219  acc:    29 /    29 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 264586 / 269038 =  98.345
Robust  acc:     0 /   186 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24972 / 25373 =  98.420
0, 1  acc: 30779 / 31282 =  98.392
0, 2  acc:  6065 /  6155 =  98.538
0, 3  acc: 23887 / 24292 =  98.333
0, 4  acc: 10643 / 10829 =  98.282
0, 5  acc:  5453 /  5541 =  98.412
0, 6  acc:  6684 /  6785 =  98.511
0, 7  acc: 11812 / 12016 =  98.302
1, 0  acc:  4367 /  4437 =  98.422
1, 1  acc:  4886 /  4962 =  98.468
1, 2  acc:  2229 /  2265 =  98.411
1, 3  acc:  2411 /  2446 =  98.569
1, 4  acc:  3079 /  3125 =  98.528
1, 5  acc:   993 /  1003 =  99.003
1, 6  acc:  3059 /  3111 =  98.329
1, 7  acc:  4612 /  4682 =  98.505
--------------------------------------
Average acc: 145931 / 148304 =  98.400
Robust  acc: 10643 / 10829 =  98.282
--------------------------------------
New max robust acc: 98.28238987902853
debias model - Saving best checkpoint at epoch 0
replace: True
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=None-cw=0.5-sud=0-me=10-bst=64-o=AdamW-lr=0.0001-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: 0.000 | Best Acc: 100.000
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------

t_total is 176736160

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: 0.001 | Train Acc: 98.448 | Val Loss: 0.000 | Val Acc: 98.414
Training:
Accuracies by groups:
0, 0  acc:     0 /  2666 =   0.000
0, 1  acc:     0 /   169 =   0.000
0, 2  acc:     0 /   269 =   0.000
0, 3  acc:     0 /   147 =   0.000
0, 4  acc:     0 /    64 =   0.000
0, 5  acc:     0 /     3 =   0.000
0, 6  acc:     0 /    12 =   0.000
0, 7  acc:     0 /     1 =   0.000
0, 8  acc:     0 /   297 =   0.000
0, 9  acc:     0 /    15 =   0.000
0, 10  acc:     0 /    18 =   0.000
0, 11  acc:     0 /    19 =   0.000
0, 12  acc:     0 /    13 =   0.000
0, 13  acc:     0 /     2 =   0.000
0, 14  acc:     0 /     0 =     nan
0, 15  acc:     0 /     2 =   0.000
0, 16  acc:     0 /    81 =   0.000
0, 17  acc:     0 /     4 =   0.000
0, 18  acc:     0 /    11 =   0.000
0, 19  acc:     0 /     1 =   0.000
0, 20  acc:     0 /     1 =   0.000
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     0 =     nan
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     0 /    15 =   0.000
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     0 =     nan
0, 27  acc:     0 /     2 =   0.000
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:     0 /    54 =   0.000
0, 33  acc:     0 /     1 =   0.000
0, 34  acc:     0 /     2 =   0.000
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:     0 /    17 =   0.000
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     1 =   0.000
0, 43  acc:     0 /     3 =   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 /    10 =   0.000
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     1 =   0.000
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:     0 /     6 =   0.000
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     1 =   0.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     0 /    42 =   0.000
0, 65  acc:     0 /     9 =   0.000
0, 66  acc:     0 /     7 =   0.000
0, 67  acc:     0 /     0 =     nan
0, 68  acc:     0 /     3 =   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 /     1 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     1 =   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 /     4 =   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:     0 /   100 =   0.000
0, 118  acc:     0 /    23 =   0.000
0, 119  acc:     0 /    12 =   0.000
0, 120  acc:     0 /     7 =   0.000
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:     0 /     6 =   0.000
0, 126  acc:     0 /     3 =   0.000
0, 127  acc:     0 /     1 =   0.000
0, 128  acc:     0 /     3 =   0.000
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 /     7 =   0.000
0, 134  acc:     0 /     2 =   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 /     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 /     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 /    24 =   0.000
0, 170  acc:     0 /     5 =   0.000
0, 171  acc:     0 /     2 =   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 /     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 /     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: 109941 / 109941 = 100.000
1, 1  acc: 12377 / 12377 = 100.000
1, 2  acc: 20997 / 20997 = 100.000
1, 3  acc:  8547 /  8547 = 100.000
1, 4  acc:  9557 /  9557 = 100.000
1, 5  acc:  1704 /  1704 = 100.000
1, 6  acc:  1054 /  1054 = 100.000
1, 7  acc:  1210 /  1210 = 100.000
1, 8  acc:  9806 /  9806 = 100.000
1, 9  acc:   733 /   733 = 100.000
1, 10  acc:   908 /   908 = 100.000
1, 11  acc:   396 /   396 = 100.000
1, 12  acc:  1414 /  1414 = 100.000
1, 13  acc:   203 /   203 = 100.000
1, 14  acc:   242 /   242 = 100.000
1, 15  acc:   226 /   226 = 100.000
1, 16  acc: 15869 / 15869 = 100.000
1, 17  acc:   640 /   640 = 100.000
1, 18  acc:  1227 /  1227 = 100.000
1, 19  acc:   515 /   515 = 100.000
1, 20  acc:   577 /   577 = 100.000
1, 21  acc:    88 /    88 = 100.000
1, 22  acc:   302 /   302 = 100.000
1, 23  acc:    93 /    93 = 100.000
1, 24  acc:  2001 /  2001 = 100.000
1, 25  acc:    50 /    50 = 100.000
1, 26  acc:   207 /   207 = 100.000
1, 27  acc:    36 /    36 = 100.000
1, 28  acc:   297 /   297 = 100.000
1, 29  acc:    15 /    15 = 100.000
1, 30  acc:    34 /    34 = 100.000
1, 31  acc:    24 /    24 = 100.000
1, 32  acc:  3115 /  3115 = 100.000
1, 33  acc:   160 /   160 = 100.000
1, 34  acc:   151 /   151 = 100.000
1, 35  acc:    53 /    53 = 100.000
1, 36  acc:   116 /   116 = 100.000
1, 37  acc:    24 /    24 = 100.000
1, 38  acc:    73 /    73 = 100.000
1, 39  acc:    12 /    12 = 100.000
1, 40  acc:   818 /   818 = 100.000
1, 41  acc:    33 /    33 = 100.000
1, 42  acc:    28 /    28 = 100.000
1, 43  acc:    36 /    36 = 100.000
1, 44  acc:    47 /    47 = 100.000
1, 45  acc:     9 /     9 = 100.000
1, 46  acc:    26 /    26 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1018 /  1018 = 100.000
1, 49  acc:    27 /    27 = 100.000
1, 50  acc:    77 /    77 = 100.000
1, 51  acc:    32 /    32 = 100.000
1, 52  acc:    30 /    30 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    75 /    75 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   747 /   747 = 100.000
1, 57  acc:    41 /    41 = 100.000
1, 58  acc:    37 /    37 = 100.000
1, 59  acc:    22 /    22 = 100.000
1, 60  acc:    80 /    80 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    33 /    33 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10658 / 10658 = 100.000
1, 65  acc:  1474 /  1474 = 100.000
1, 66  acc:   924 /   924 = 100.000
1, 67  acc:   426 /   426 = 100.000
1, 68  acc:   497 /   497 = 100.000
1, 69  acc:    74 /    74 = 100.000
1, 70  acc:   153 /   153 = 100.000
1, 71  acc:    50 /    50 = 100.000
1, 72  acc:   215 /   215 = 100.000
1, 73  acc:    10 /    10 = 100.000
1, 74  acc:     8 /     8 = 100.000
1, 75  acc:     9 /     9 = 100.000
1, 76  acc:    42 /    42 = 100.000
1, 77  acc:     9 /     9 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     9 /     9 = 100.000
1, 80  acc:   405 /   405 = 100.000
1, 81  acc:    48 /    48 = 100.000
1, 82  acc:   116 /   116 = 100.000
1, 83  acc:    28 /    28 = 100.000
1, 84  acc:    19 /    19 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    45 /    45 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    38 /    38 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     7 /     7 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   295 /   295 = 100.000
1, 95  acc:    40 /    40 = 100.000
1, 96  acc:    20 /    20 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    43 /    43 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    40 /    40 = 100.000
1, 101  acc:    10 /    10 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     9 /     9 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    54 /    54 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    32 /    32 = 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: 18276 / 18276 = 100.000
1, 118  acc:  4274 /  4274 = 100.000
1, 119  acc:  1113 /  1113 = 100.000
1, 120  acc:  1129 /  1129 = 100.000
1, 121  acc:   312 /   312 = 100.000
1, 122  acc:   169 /   169 = 100.000
1, 123  acc:    47 /    47 = 100.000
1, 124  acc:    77 /    77 = 100.000
1, 125  acc:  1178 /  1178 = 100.000
1, 126  acc:   273 /   273 = 100.000
1, 127  acc:    64 /    64 = 100.000
1, 128  acc:   105 /   105 = 100.000
1, 129  acc:    31 /    31 = 100.000
1, 130  acc:    13 /    13 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    21 /    21 = 100.000
1, 133  acc:  1052 /  1052 = 100.000
1, 134  acc:   200 /   200 = 100.000
1, 135  acc:    83 /    83 = 100.000
1, 136  acc:    83 /    83 = 100.000
1, 137  acc:    20 /    20 = 100.000
1, 138  acc:    12 /    12 = 100.000
1, 139  acc:     7 /     7 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:   236 /   236 = 100.000
1, 142  acc:    29 /    29 = 100.000
1, 143  acc:    10 /    10 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:    12 /    12 = 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:    42 /    42 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:    42 /    42 = 100.000
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     7 /     7 = 100.000
1, 154  acc:    96 /    96 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    20 /    20 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    74 /    74 = 100.000
1, 160  acc:     7 /     7 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     8 /     8 = 100.000
1, 164  acc:    56 /    56 = 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:  7172 /  7172 = 100.000
1, 170  acc:  1416 /  1416 = 100.000
1, 171  acc:   601 /   601 = 100.000
1, 172  acc:   455 /   455 = 100.000
1, 173  acc:   134 /   134 = 100.000
1, 174  acc:    26 /    26 = 100.000
1, 175  acc:    18 /    18 = 100.000
1, 176  acc:    97 /    97 = 100.000
1, 177  acc:   155 /   155 = 100.000
1, 178  acc:    23 /    23 = 100.000
1, 179  acc:    20 /    20 = 100.000
1, 180  acc:    13 /    13 = 100.000
1, 181  acc:    14 /    14 = 100.000
1, 182  acc:     8 /     8 = 100.000
1, 183  acc:    22 /    22 = 100.000
1, 184  acc:   285 /   285 = 100.000
1, 185  acc:    73 /    73 = 100.000
1, 186  acc:    35 /    35 = 100.000
1, 187  acc:    21 /    21 = 100.000
1, 188  acc:     8 /     8 = 100.000
1, 189  acc:    12 /    12 = 100.000
1, 190  acc:    16 /    16 = 100.000
1, 191  acc:    16 /    16 = 100.000
1, 192  acc:    20 /    20 = 100.000
1, 193  acc:    10 /    10 = 100.000
1, 194  acc:     6 /     6 = 100.000
1, 195  acc:     7 /     7 = 100.000
1, 196  acc:   216 /   216 = 100.000
1, 197  acc:    20 /    20 = 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:     5 /     5 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    35 /    35 = 100.000
1, 205  acc:     8 /     8 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    36 /    36 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:    12 /    12 = 100.000
1, 212  acc:     7 /     7 = 100.000
1, 213  acc:    25 /    25 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     8 /     8 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    22 /    22 = 100.000
1, 218  acc:    16 /    16 = 100.000
1, 219  acc:    22 /    22 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 264863 / 269038 =  98.448
Robust  acc:     0 /  2666 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24971 / 25373 =  98.416
0, 1  acc: 30786 / 31282 =  98.414
0, 2  acc:  6050 /  6155 =  98.294
0, 3  acc: 23907 / 24292 =  98.415
0, 4  acc: 10673 / 10829 =  98.559
0, 5  acc:  5456 /  5541 =  98.466
0, 6  acc:  6689 /  6785 =  98.585
0, 7  acc: 11829 / 12016 =  98.444
1, 0  acc:  4360 /  4437 =  98.265
1, 1  acc:  4883 /  4962 =  98.408
1, 2  acc:  2228 /  2265 =  98.366
1, 3  acc:  2400 /  2446 =  98.119
1, 4  acc:  3077 /  3125 =  98.464
1, 5  acc:   987 /  1003 =  98.405
1, 6  acc:  3050 /  3111 =  98.039
1, 7  acc:  4606 /  4682 =  98.377
--------------------------------------
Average acc: 145952 / 148304 =  98.414
Robust  acc:  3050 /  3111 =  98.039
--------------------------------------
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:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------

t_total is 176736160

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: 0.001 | Train Acc: 98.398 | Val Loss: 0.000 | Val Acc: 98.405
Training:
Accuracies by groups:
0, 0  acc:     0 /  2746 =   0.000
0, 1  acc:     0 /   177 =   0.000
0, 2  acc:     0 /   280 =   0.000
0, 3  acc:     0 /   144 =   0.000
0, 4  acc:     0 /    58 =   0.000
0, 5  acc:     0 /     7 =   0.000
0, 6  acc:     0 /     6 =   0.000
0, 7  acc:     0 /     4 =   0.000
0, 8  acc:     0 /   310 =   0.000
0, 9  acc:     0 /    13 =   0.000
0, 10  acc:     0 /    18 =   0.000
0, 11  acc:     0 /    15 =   0.000
0, 12  acc:     0 /     5 =   0.000
0, 13  acc:     0 /     1 =   0.000
0, 14  acc:     0 /     3 =   0.000
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:     0 /   100 =   0.000
0, 17  acc:     0 /     2 =   0.000
0, 18  acc:     0 /    11 =   0.000
0, 19  acc:     0 /     6 =   0.000
0, 20  acc:     0 /     3 =   0.000
0, 21  acc:     0 /     1 =   0.000
0, 22  acc:     0 /     1 =   0.000
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     0 /    14 =   0.000
0, 25  acc:     0 /     2 =   0.000
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     0 /     1 =   0.000
0, 28  acc:     0 /     3 =   0.000
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:     0 /    49 =   0.000
0, 33  acc:     0 /     0 =     nan
0, 34  acc:     0 /     2 =   0.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     0 =     nan
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     1 =   0.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     0 /    20 =   0.000
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     2 =   0.000
0, 43  acc:     0 /     0 =     nan
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     1 =   0.000
0, 48  acc:     0 /     5 =   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:     0 /    13 =   0.000
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:     0 /    57 =   0.000
0, 65  acc:     0 /     5 =   0.000
0, 66  acc:     0 /     7 =   0.000
0, 67  acc:     0 /     1 =   0.000
0, 68  acc:     0 /     5 =   0.000
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     3 =   0.000
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     1 =   0.000
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 /     3 =   0.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     1 =   0.000
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 /     1 =   0.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     1 =   0.000
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 /   104 =   0.000
0, 118  acc:     0 /    19 =   0.000
0, 119  acc:     0 /     5 =   0.000
0, 120  acc:     0 /     3 =   0.000
0, 121  acc:     0 /     1 =   0.000
0, 122  acc:     0 /     1 =   0.000
0, 123  acc:     0 /     1 =   0.000
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 /     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 /     0 =     nan
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 /     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 /     1 =   0.000
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 /     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:     0 /    39 =   0.000
0, 170  acc:     0 /     3 =   0.000
0, 171  acc:     0 /     1 =   0.000
0, 172  acc:     0 /     3 =   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 /     1 =   0.000
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 /     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 /     1 =   0.000
0, 197  acc:     0 /     1 =   0.000
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 /     1 =   0.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     1 =   0.000
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: 110188 / 110188 = 100.000
1, 1  acc: 12482 / 12482 = 100.000
1, 2  acc: 21167 / 21167 = 100.000
1, 3  acc:  8590 /  8590 = 100.000
1, 4  acc:  9615 /  9615 = 100.000
1, 5  acc:  1681 /  1681 = 100.000
1, 6  acc:  1039 /  1039 = 100.000
1, 7  acc:  1188 /  1188 = 100.000
1, 8  acc:  9531 /  9531 = 100.000
1, 9  acc:   663 /   663 = 100.000
1, 10  acc:   913 /   913 = 100.000
1, 11  acc:   433 /   433 = 100.000
1, 12  acc:  1443 /  1443 = 100.000
1, 13  acc:   194 /   194 = 100.000
1, 14  acc:   234 /   234 = 100.000
1, 15  acc:   239 /   239 = 100.000
1, 16  acc: 15534 / 15534 = 100.000
1, 17  acc:   608 /   608 = 100.000
1, 18  acc:  1225 /  1225 = 100.000
1, 19  acc:   511 /   511 = 100.000
1, 20  acc:   631 /   631 = 100.000
1, 21  acc:    98 /    98 = 100.000
1, 22  acc:   289 /   289 = 100.000
1, 23  acc:    88 /    88 = 100.000
1, 24  acc:  1972 /  1972 = 100.000
1, 25  acc:    35 /    35 = 100.000
1, 26  acc:   189 /   189 = 100.000
1, 27  acc:    21 /    21 = 100.000
1, 28  acc:   310 /   310 = 100.000
1, 29  acc:    14 /    14 = 100.000
1, 30  acc:    57 /    57 = 100.000
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  3213 /  3213 = 100.000
1, 33  acc:   166 /   166 = 100.000
1, 34  acc:   119 /   119 = 100.000
1, 35  acc:    43 /    43 = 100.000
1, 36  acc:   107 /   107 = 100.000
1, 37  acc:    17 /    17 = 100.000
1, 38  acc:    63 /    63 = 100.000
1, 39  acc:     9 /     9 = 100.000
1, 40  acc:   750 /   750 = 100.000
1, 41  acc:    37 /    37 = 100.000
1, 42  acc:    16 /    16 = 100.000
1, 43  acc:    34 /    34 = 100.000
1, 44  acc:    67 /    67 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    18 /    18 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1028 /  1028 = 100.000
1, 49  acc:    29 /    29 = 100.000
1, 50  acc:    78 /    78 = 100.000
1, 51  acc:    53 /    53 = 100.000
1, 52  acc:    34 /    34 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    57 /    57 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   724 /   724 = 100.000
1, 57  acc:    28 /    28 = 100.000
1, 58  acc:    42 /    42 = 100.000
1, 59  acc:    23 /    23 = 100.000
1, 60  acc:    52 /    52 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    37 /    37 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10616 / 10616 = 100.000
1, 65  acc:  1499 /  1499 = 100.000
1, 66  acc:   893 /   893 = 100.000
1, 67  acc:   393 /   393 = 100.000
1, 68  acc:   491 /   491 = 100.000
1, 69  acc:    52 /    52 = 100.000
1, 70  acc:   157 /   157 = 100.000
1, 71  acc:    46 /    46 = 100.000
1, 72  acc:   225 /   225 = 100.000
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:    10 /    10 = 100.000
1, 75  acc:     9 /     9 = 100.000
1, 76  acc:    44 /    44 = 100.000
1, 77  acc:    11 /    11 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   390 /   390 = 100.000
1, 81  acc:    50 /    50 = 100.000
1, 82  acc:   102 /   102 = 100.000
1, 83  acc:    12 /    12 = 100.000
1, 84  acc:    18 /    18 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    49 /    49 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    53 /    53 = 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:     6 /     6 = 100.000
1, 94  acc:   318 /   318 = 100.000
1, 95  acc:    37 /    37 = 100.000
1, 96  acc:    19 /    19 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    46 /    46 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    46 /    46 = 100.000
1, 101  acc:     8 /     8 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     9 /     9 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    61 /    61 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    39 /    39 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    19 /    19 = 100.000
1, 111  acc:     6 /     6 = 100.000
1, 112  acc:    17 /    17 = 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: 18257 / 18257 = 100.000
1, 118  acc:  4283 /  4283 = 100.000
1, 119  acc:  1134 /  1134 = 100.000
1, 120  acc:  1168 /  1168 = 100.000
1, 121  acc:   314 /   314 = 100.000
1, 122  acc:   152 /   152 = 100.000
1, 123  acc:    48 /    48 = 100.000
1, 124  acc:    78 /    78 = 100.000
1, 125  acc:  1070 /  1070 = 100.000
1, 126  acc:   286 /   286 = 100.000
1, 127  acc:    55 /    55 = 100.000
1, 128  acc:    97 /    97 = 100.000
1, 129  acc:    29 /    29 = 100.000
1, 130  acc:    19 /    19 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    13 /    13 = 100.000
1, 133  acc:  1002 /  1002 = 100.000
1, 134  acc:   203 /   203 = 100.000
1, 135  acc:    92 /    92 = 100.000
1, 136  acc:    93 /    93 = 100.000
1, 137  acc:    13 /    13 = 100.000
1, 138  acc:     9 /     9 = 100.000
1, 139  acc:     9 /     9 = 100.000
1, 140  acc:     8 /     8 = 100.000
1, 141  acc:   250 /   250 = 100.000
1, 142  acc:    57 /    57 = 100.000
1, 143  acc:    16 /    16 = 100.000
1, 144  acc:    12 /    12 = 100.000
1, 145  acc:    12 /    12 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     5 = 100.000
1, 148  acc:   415 /   415 = 100.000
1, 149  acc:    46 /    46 = 100.000
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:    41 /    41 = 100.000
1, 152  acc:     9 /     9 = 100.000
1, 153  acc:     7 /     7 = 100.000
1, 154  acc:    70 /    70 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    13 /    13 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    76 /    76 = 100.000
1, 160  acc:     6 /     6 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     8 /     8 = 100.000
1, 164  acc:    49 /    49 = 100.000
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:  7373 /  7373 = 100.000
1, 170  acc:  1411 /  1411 = 100.000
1, 171  acc:   533 /   533 = 100.000
1, 172  acc:   469 /   469 = 100.000
1, 173  acc:   132 /   132 = 100.000
1, 174  acc:    22 /    22 = 100.000
1, 175  acc:    24 /    24 = 100.000
1, 176  acc:   108 /   108 = 100.000
1, 177  acc:   153 /   153 = 100.000
1, 178  acc:    26 /    26 = 100.000
1, 179  acc:    20 /    20 = 100.000
1, 180  acc:    11 /    11 = 100.000
1, 181  acc:    22 /    22 = 100.000
1, 182  acc:     9 /     9 = 100.000
1, 183  acc:    43 /    43 = 100.000
1, 184  acc:   287 /   287 = 100.000
1, 185  acc:    84 /    84 = 100.000
1, 186  acc:    42 /    42 = 100.000
1, 187  acc:    19 /    19 = 100.000
1, 188  acc:    14 /    14 = 100.000
1, 189  acc:    13 /    13 = 100.000
1, 190  acc:    31 /    31 = 100.000
1, 191  acc:    15 /    15 = 100.000
1, 192  acc:    35 /    35 = 100.000
1, 193  acc:    10 /    10 = 100.000
1, 194  acc:     8 /     8 = 100.000
1, 195  acc:    11 /    11 = 100.000
1, 196  acc:   211 /   211 = 100.000
1, 197  acc:    26 /    26 = 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:    36 /    36 = 100.000
1, 205  acc:     7 /     7 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    44 /    44 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:    16 /    16 = 100.000
1, 213  acc:    24 /    24 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     8 /     8 = 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:    15 /    15 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 264729 / 269038 =  98.398
Robust  acc:     0 /  2746 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24977 / 25373 =  98.439
0, 1  acc: 30780 / 31282 =  98.395
0, 2  acc:  6049 /  6155 =  98.278
0, 3  acc: 23906 / 24292 =  98.411
0, 4  acc: 10660 / 10829 =  98.439
0, 5  acc:  5443 /  5541 =  98.231
0, 6  acc:  6675 /  6785 =  98.379
0, 7  acc: 11793 / 12016 =  98.144
1, 0  acc:  4357 /  4437 =  98.197
1, 1  acc:  4900 /  4962 =  98.751
1, 2  acc:  2236 /  2265 =  98.720
1, 3  acc:  2400 /  2446 =  98.119
1, 4  acc:  3077 /  3125 =  98.464
1, 5  acc:   989 /  1003 =  98.604
1, 6  acc:  3064 /  3111 =  98.489
1, 7  acc:  4595 /  4682 =  98.142
--------------------------------------
Average acc: 145901 / 148304 =  98.380
Robust  acc:  2400 /  2446 =  98.119
--------------------------------------
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:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------

t_total is 176736160

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: 98.490 | Val Loss: 0.000 | Val Acc: 98.424
Training:
Accuracies by groups:
0, 0  acc:     0 /  2564 =   0.000
0, 1  acc:     0 /   175 =   0.000
0, 2  acc:     0 /   268 =   0.000
0, 3  acc:     0 /   147 =   0.000
0, 4  acc:     0 /    58 =   0.000
0, 5  acc:     0 /     6 =   0.000
0, 6  acc:     0 /     7 =   0.000
0, 7  acc:     0 /    10 =   0.000
0, 8  acc:     0 /   270 =   0.000
0, 9  acc:     0 /    24 =   0.000
0, 10  acc:     0 /    20 =   0.000
0, 11  acc:     0 /    12 =   0.000
0, 12  acc:     0 /     9 =   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:     0 /   107 =   0.000
0, 17  acc:     0 /     4 =   0.000
0, 18  acc:     0 /    17 =   0.000
0, 19  acc:     0 /     1 =   0.000
0, 20  acc:     0 /     2 =   0.000
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 /     2 =   0.000
0, 27  acc:     0 /     2 =   0.000
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:     0 /    45 =   0.000
0, 33  acc:     0 /     2 =   0.000
0, 34  acc:     0 /     1 =   0.000
0, 35  acc:     0 /     1 =   0.000
0, 36  acc:     0 /     2 =   0.000
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     0 /    15 =   0.000
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     0 =     nan
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 /     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:     0 /     5 =   0.000
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 /    43 =   0.000
0, 65  acc:     0 /     8 =   0.000
0, 66  acc:     0 /     7 =   0.000
0, 67  acc:     0 /     6 =   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 /     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 /     1 =   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 /     1 =   0.000
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 /     2 =   0.000
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:     0 /    95 =   0.000
0, 118  acc:     0 /    17 =   0.000
0, 119  acc:     0 /     6 =   0.000
0, 120  acc:     0 /     7 =   0.000
0, 121  acc:     0 /     2 =   0.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     0 /     5 =   0.000
0, 126  acc:     0 /     1 =   0.000
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     2 =   0.000
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 /     5 =   0.000
0, 134  acc:     0 /     0 =     nan
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 /     2 =   0.000
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 /     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 /     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 /     2 =   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:     0 /    30 =   0.000
0, 170  acc:     0 /     5 =   0.000
0, 171  acc:     0 /     2 =   0.000
0, 172  acc:     0 /     5 =   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 /     1 =   0.000
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 /     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 /     2 =   0.000
0, 197  acc:     0 /     1 =   0.000
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: 110204 / 110204 = 100.000
1, 1  acc: 12350 / 12350 = 100.000
1, 2  acc: 20888 / 20888 = 100.000
1, 3  acc:  8886 /  8886 = 100.000
1, 4  acc:  9453 /  9453 = 100.000
1, 5  acc:  1692 /  1692 = 100.000
1, 6  acc:  1005 /  1005 = 100.000
1, 7  acc:  1083 /  1083 = 100.000
1, 8  acc:  9806 /  9806 = 100.000
1, 9  acc:   701 /   701 = 100.000
1, 10  acc:   857 /   857 = 100.000
1, 11  acc:   406 /   406 = 100.000
1, 12  acc:  1497 /  1497 = 100.000
1, 13  acc:   200 /   200 = 100.000
1, 14  acc:   234 /   234 = 100.000
1, 15  acc:   242 /   242 = 100.000
1, 16  acc: 15401 / 15401 = 100.000
1, 17  acc:   613 /   613 = 100.000
1, 18  acc:  1317 /  1317 = 100.000
1, 19  acc:   490 /   490 = 100.000
1, 20  acc:   608 /   608 = 100.000
1, 21  acc:    91 /    91 = 100.000
1, 22  acc:   318 /   318 = 100.000
1, 23  acc:    97 /    97 = 100.000
1, 24  acc:  1997 /  1997 = 100.000
1, 25  acc:    32 /    32 = 100.000
1, 26  acc:   214 /   214 = 100.000
1, 27  acc:    23 /    23 = 100.000
1, 28  acc:   299 /   299 = 100.000
1, 29  acc:    14 /    14 = 100.000
1, 30  acc:    55 /    55 = 100.000
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  3133 /  3133 = 100.000
1, 33  acc:   166 /   166 = 100.000
1, 34  acc:   145 /   145 = 100.000
1, 35  acc:    50 /    50 = 100.000
1, 36  acc:   108 /   108 = 100.000
1, 37  acc:    20 /    20 = 100.000
1, 38  acc:    77 /    77 = 100.000
1, 39  acc:     8 /     8 = 100.000
1, 40  acc:   732 /   732 = 100.000
1, 41  acc:    37 /    37 = 100.000
1, 42  acc:    29 /    29 = 100.000
1, 43  acc:    30 /    30 = 100.000
1, 44  acc:    54 /    54 = 100.000
1, 45  acc:    13 /    13 = 100.000
1, 46  acc:    26 /    26 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1060 /  1060 = 100.000
1, 49  acc:    37 /    37 = 100.000
1, 50  acc:    91 /    91 = 100.000
1, 51  acc:    50 /    50 = 100.000
1, 52  acc:    34 /    34 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    60 /    60 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   786 /   786 = 100.000
1, 57  acc:    40 /    40 = 100.000
1, 58  acc:    42 /    42 = 100.000
1, 59  acc:    33 /    33 = 100.000
1, 60  acc:    55 /    55 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    46 /    46 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10741 / 10741 = 100.000
1, 65  acc:  1485 /  1485 = 100.000
1, 66  acc:   954 /   954 = 100.000
1, 67  acc:   444 /   444 = 100.000
1, 68  acc:   473 /   473 = 100.000
1, 69  acc:    64 /    64 = 100.000
1, 70  acc:   185 /   185 = 100.000
1, 71  acc:    46 /    46 = 100.000
1, 72  acc:   222 /   222 = 100.000
1, 73  acc:    12 /    12 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:    11 /    11 = 100.000
1, 76  acc:    51 /    51 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:    11 /    11 = 100.000
1, 80  acc:   393 /   393 = 100.000
1, 81  acc:    52 /    52 = 100.000
1, 82  acc:   119 /   119 = 100.000
1, 83  acc:    16 /    16 = 100.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    33 /    33 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    38 /    38 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     7 /     7 = 100.000
1, 93  acc:    10 /    10 = 100.000
1, 94  acc:   316 /   316 = 100.000
1, 95  acc:    46 /    46 = 100.000
1, 96  acc:    37 /    37 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    41 /    41 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    45 /    45 = 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:    62 /    62 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    42 /    42 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    14 /    14 = 100.000
1, 111  acc:    12 /    12 = 100.000
1, 112  acc:    27 /    27 = 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: 18386 / 18386 = 100.000
1, 118  acc:  4407 /  4407 = 100.000
1, 119  acc:  1030 /  1030 = 100.000
1, 120  acc:  1203 /  1203 = 100.000
1, 121  acc:   334 /   334 = 100.000
1, 122  acc:   138 /   138 = 100.000
1, 123  acc:    64 /    64 = 100.000
1, 124  acc:    74 /    74 = 100.000
1, 125  acc:  1149 /  1149 = 100.000
1, 126  acc:   253 /   253 = 100.000
1, 127  acc:    68 /    68 = 100.000
1, 128  acc:    87 /    87 = 100.000
1, 129  acc:    37 /    37 = 100.000
1, 130  acc:    20 /    20 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    14 = 100.000
1, 133  acc:  1003 /  1003 = 100.000
1, 134  acc:   196 /   196 = 100.000
1, 135  acc:    89 /    89 = 100.000
1, 136  acc:   109 /   109 = 100.000
1, 137  acc:    15 /    15 = 100.000
1, 138  acc:     5 /     5 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     8 /     8 = 100.000
1, 141  acc:   254 /   254 = 100.000
1, 142  acc:    48 /    48 = 100.000
1, 143  acc:     8 /     8 = 100.000
1, 144  acc:     7 /     7 = 100.000
1, 145  acc:    12 /    12 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     9 /     9 = 100.000
1, 148  acc:   411 /   411 = 100.000
1, 149  acc:    45 /    45 = 100.000
1, 150  acc:    14 /    14 = 100.000
1, 151  acc:    37 /    37 = 100.000
1, 152  acc:    12 /    12 = 100.000
1, 153  acc:    13 /    13 = 100.000
1, 154  acc:    75 /    75 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    17 /    17 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    91 /    91 = 100.000
1, 160  acc:     6 /     6 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     7 /     7 = 100.000
1, 164  acc:    52 /    52 = 100.000
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:  7213 /  7213 = 100.000
1, 170  acc:  1333 /  1333 = 100.000
1, 171  acc:   554 /   554 = 100.000
1, 172  acc:   430 /   430 = 100.000
1, 173  acc:   129 /   129 = 100.000
1, 174  acc:    20 /    20 = 100.000
1, 175  acc:    18 /    18 = 100.000
1, 176  acc:   106 /   106 = 100.000
1, 177  acc:   164 /   164 = 100.000
1, 178  acc:    28 /    28 = 100.000
1, 179  acc:    14 /    14 = 100.000
1, 180  acc:    21 /    21 = 100.000
1, 181  acc:    12 /    12 = 100.000
1, 182  acc:     7 /     7 = 100.000
1, 183  acc:    28 /    28 = 100.000
1, 184  acc:   272 /   272 = 100.000
1, 185  acc:    58 /    58 = 100.000
1, 186  acc:    37 /    37 = 100.000
1, 187  acc:    21 /    21 = 100.000
1, 188  acc:    11 /    11 = 100.000
1, 189  acc:     8 /     8 = 100.000
1, 190  acc:    24 /    24 = 100.000
1, 191  acc:    12 /    12 = 100.000
1, 192  acc:    18 /    18 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     9 /     9 = 100.000
1, 195  acc:    14 /    14 = 100.000
1, 196  acc:   222 /   222 = 100.000
1, 197  acc:    42 /    42 = 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:    42 /    42 = 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:    45 /    45 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     6 /     6 = 100.000
1, 212  acc:     9 /     9 = 100.000
1, 213  acc:    29 /    29 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:    12 /    12 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    32 /    32 = 100.000
1, 218  acc:    22 /    22 = 100.000
1, 219  acc:    22 /    22 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 264976 / 269038 =  98.490
Robust  acc:     0 /  2564 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24960 / 25373 =  98.372
0, 1  acc: 30782 / 31282 =  98.402
0, 2  acc:  6051 /  6155 =  98.310
0, 3  acc: 23925 / 24292 =  98.489
0, 4  acc: 10663 / 10829 =  98.467
0, 5  acc:  5448 /  5541 =  98.322
0, 6  acc:  6669 /  6785 =  98.290
0, 7  acc: 11814 / 12016 =  98.319
1, 0  acc:  4361 /  4437 =  98.287
1, 1  acc:  4880 /  4962 =  98.347
1, 2  acc:  2229 /  2265 =  98.411
1, 3  acc:  2413 /  2446 =  98.651
1, 4  acc:  3083 /  3125 =  98.656
1, 5  acc:   980 /  1003 =  97.707
1, 6  acc:  3061 /  3111 =  98.393
1, 7  acc:  4605 /  4682 =  98.355
--------------------------------------
Average acc: 145924 / 148304 =  98.395
Robust  acc:   980 /  1003 =  97.707
--------------------------------------
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:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------

t_total is 176736160

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: 98.408 | Val Loss: 0.000 | Val Acc: 98.433
Training:
Accuracies by groups:
0, 0  acc:     0 /  2707 =   0.000
0, 1  acc:     0 /   179 =   0.000
0, 2  acc:     0 /   291 =   0.000
0, 3  acc:     0 /   166 =   0.000
0, 4  acc:     0 /    59 =   0.000
0, 5  acc:     0 /     9 =   0.000
0, 6  acc:     0 /    10 =   0.000
0, 7  acc:     0 /     4 =   0.000
0, 8  acc:     0 /   264 =   0.000
0, 9  acc:     0 /    14 =   0.000
0, 10  acc:     0 /    21 =   0.000
0, 11  acc:     0 /    14 =   0.000
0, 12  acc:     0 /    15 =   0.000
0, 13  acc:     0 /     2 =   0.000
0, 14  acc:     0 /     4 =   0.000
0, 15  acc:     0 /     2 =   0.000
0, 16  acc:     0 /   107 =   0.000
0, 17  acc:     0 /     4 =   0.000
0, 18  acc:     0 /    12 =   0.000
0, 19  acc:     0 /     5 =   0.000
0, 20  acc:     0 /     3 =   0.000
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     0 =     nan
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     0 /    15 =   0.000
0, 25  acc:     0 /     2 =   0.000
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     0 /     0 =     nan
0, 28  acc:     0 /     1 =   0.000
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:     0 /    41 =   0.000
0, 33  acc:     0 /     4 =   0.000
0, 34  acc:     0 /     4 =   0.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     1 =   0.000
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     1 =   0.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     0 /    19 =   0.000
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 /    11 =   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 /     1 =   0.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     0 /    10 =   0.000
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     1 =   0.000
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     1 =   0.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     0 /    47 =   0.000
0, 65  acc:     0 /     5 =   0.000
0, 66  acc:     0 /     7 =   0.000
0, 67  acc:     0 /     3 =   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 /     1 =   0.000
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     1 =   0.000
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 /     2 =   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 /     1 =   0.000
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 /   116 =   0.000
0, 118  acc:     0 /    24 =   0.000
0, 119  acc:     0 /     8 =   0.000
0, 120  acc:     0 /     8 =   0.000
0, 121  acc:     0 /     0 =     nan
0, 122  acc:     0 /     1 =   0.000
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     1 =   0.000
0, 125  acc:     0 /     6 =   0.000
0, 126  acc:     0 /     2 =   0.000
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     1 =   0.000
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 /     1 =   0.000
0, 134  acc:     0 /     0 =     nan
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 /     1 =   0.000
0, 142  acc:     0 /     1 =   0.000
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 /     0 =     nan
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     1 =   0.000
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 /    24 =   0.000
0, 170  acc:     0 /     3 =   0.000
0, 171  acc:     0 /     1 =   0.000
0, 172  acc:     0 /     3 =   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 /     1 =   0.000
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 /     1 =   0.000
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 /     1 =   0.000
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: 110061 / 110061 = 100.000
1, 1  acc: 12444 / 12444 = 100.000
1, 2  acc: 21146 / 21146 = 100.000
1, 3  acc:  8728 /  8728 = 100.000
1, 4  acc:  9497 /  9497 = 100.000
1, 5  acc:  1712 /  1712 = 100.000
1, 6  acc:  1025 /  1025 = 100.000
1, 7  acc:  1148 /  1148 = 100.000
1, 8  acc:  9657 /  9657 = 100.000
1, 9  acc:   728 /   728 = 100.000
1, 10  acc:   900 /   900 = 100.000
1, 11  acc:   437 /   437 = 100.000
1, 12  acc:  1451 /  1451 = 100.000
1, 13  acc:   189 /   189 = 100.000
1, 14  acc:   236 /   236 = 100.000
1, 15  acc:   234 /   234 = 100.000
1, 16  acc: 15480 / 15480 = 100.000
1, 17  acc:   647 /   647 = 100.000
1, 18  acc:  1238 /  1238 = 100.000
1, 19  acc:   456 /   456 = 100.000
1, 20  acc:   644 /   644 = 100.000
1, 21  acc:    90 /    90 = 100.000
1, 22  acc:   309 /   309 = 100.000
1, 23  acc:   110 /   110 = 100.000
1, 24  acc:  1896 /  1896 = 100.000
1, 25  acc:    41 /    41 = 100.000
1, 26  acc:   189 /   189 = 100.000
1, 27  acc:    22 /    22 = 100.000
1, 28  acc:   315 /   315 = 100.000
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    59 /    59 = 100.000
1, 31  acc:    23 /    23 = 100.000
1, 32  acc:  3167 /  3167 = 100.000
1, 33  acc:   169 /   169 = 100.000
1, 34  acc:   129 /   129 = 100.000
1, 35  acc:    54 /    54 = 100.000
1, 36  acc:   109 /   109 = 100.000
1, 37  acc:    17 /    17 = 100.000
1, 38  acc:    68 /    68 = 100.000
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   697 /   697 = 100.000
1, 41  acc:    30 /    30 = 100.000
1, 42  acc:    32 /    32 = 100.000
1, 43  acc:    48 /    48 = 100.000
1, 44  acc:    50 /    50 = 100.000
1, 45  acc:     8 /     8 = 100.000
1, 46  acc:    25 /    25 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1035 /  1035 = 100.000
1, 49  acc:    23 /    23 = 100.000
1, 50  acc:    81 /    81 = 100.000
1, 51  acc:    40 /    40 = 100.000
1, 52  acc:    33 /    33 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    64 /    64 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   758 /   758 = 100.000
1, 57  acc:    27 /    27 = 100.000
1, 58  acc:    24 /    24 = 100.000
1, 59  acc:    29 /    29 = 100.000
1, 60  acc:    59 /    59 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    40 /    40 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10733 / 10733 = 100.000
1, 65  acc:  1526 /  1526 = 100.000
1, 66  acc:   970 /   970 = 100.000
1, 67  acc:   389 /   389 = 100.000
1, 68  acc:   483 /   483 = 100.000
1, 69  acc:    84 /    84 = 100.000
1, 70  acc:   147 /   147 = 100.000
1, 71  acc:    48 /    48 = 100.000
1, 72  acc:   218 /   218 = 100.000
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:     9 /     9 = 100.000
1, 75  acc:     9 /     9 = 100.000
1, 76  acc:    46 /    46 = 100.000
1, 77  acc:     8 /     8 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   386 /   386 = 100.000
1, 81  acc:    59 /    59 = 100.000
1, 82  acc:   118 /   118 = 100.000
1, 83  acc:    21 /    21 = 100.000
1, 84  acc:    13 /    13 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    39 /    39 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    49 /    49 = 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:     7 /     7 = 100.000
1, 94  acc:   302 /   302 = 100.000
1, 95  acc:    46 /    46 = 100.000
1, 96  acc:    27 /    27 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    38 /    38 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    36 /    36 = 100.000
1, 101  acc:     7 /     7 = 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:    50 /    50 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    44 /    44 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    19 /    19 = 100.000
1, 111  acc:     8 /     8 = 100.000
1, 112  acc:    25 /    25 = 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: 18441 / 18441 = 100.000
1, 118  acc:  4281 /  4281 = 100.000
1, 119  acc:  1104 /  1104 = 100.000
1, 120  acc:  1197 /  1197 = 100.000
1, 121  acc:   295 /   295 = 100.000
1, 122  acc:   148 /   148 = 100.000
1, 123  acc:    56 /    56 = 100.000
1, 124  acc:    76 /    76 = 100.000
1, 125  acc:  1141 /  1141 = 100.000
1, 126  acc:   240 /   240 = 100.000
1, 127  acc:    65 /    65 = 100.000
1, 128  acc:    91 /    91 = 100.000
1, 129  acc:    33 /    33 = 100.000
1, 130  acc:    12 /    12 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    15 /    15 = 100.000
1, 133  acc:   995 /   995 = 100.000
1, 134  acc:   186 /   186 = 100.000
1, 135  acc:    87 /    87 = 100.000
1, 136  acc:   100 /   100 = 100.000
1, 137  acc:    20 /    20 = 100.000
1, 138  acc:     5 /     5 = 100.000
1, 139  acc:     8 /     8 = 100.000
1, 140  acc:     8 /     8 = 100.000
1, 141  acc:   245 /   245 = 100.000
1, 142  acc:    46 /    46 = 100.000
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:    12 /    12 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:    11 /    11 = 100.000
1, 148  acc:   420 /   420 = 100.000
1, 149  acc:    37 /    37 = 100.000
1, 150  acc:    26 /    26 = 100.000
1, 151  acc:    39 /    39 = 100.000
1, 152  acc:    10 /    10 = 100.000
1, 153  acc:    12 /    12 = 100.000
1, 154  acc:    79 /    79 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    14 /    14 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    83 /    83 = 100.000
1, 160  acc:     7 /     7 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     9 /     9 = 100.000
1, 164  acc:    44 /    44 = 100.000
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7131 /  7131 = 100.000
1, 170  acc:  1385 /  1385 = 100.000
1, 171  acc:   577 /   577 = 100.000
1, 172  acc:   506 /   506 = 100.000
1, 173  acc:   111 /   111 = 100.000
1, 174  acc:    28 /    28 = 100.000
1, 175  acc:    20 /    20 = 100.000
1, 176  acc:    87 /    87 = 100.000
1, 177  acc:   146 /   146 = 100.000
1, 178  acc:    24 /    24 = 100.000
1, 179  acc:    20 /    20 = 100.000
1, 180  acc:    17 /    17 = 100.000
1, 181  acc:    20 /    20 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    39 /    39 = 100.000
1, 184  acc:   280 /   280 = 100.000
1, 185  acc:    84 /    84 = 100.000
1, 186  acc:    45 /    45 = 100.000
1, 187  acc:    11 /    11 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     8 /     8 = 100.000
1, 190  acc:    32 /    32 = 100.000
1, 191  acc:    18 /    18 = 100.000
1, 192  acc:    27 /    27 = 100.000
1, 193  acc:    12 /    12 = 100.000
1, 194  acc:     8 /     8 = 100.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:   239 /   239 = 100.000
1, 197  acc:    19 /    19 = 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:    13 /    13 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    36 /    36 = 100.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    36 /    36 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     8 /     8 = 100.000
1, 212  acc:     6 /     6 = 100.000
1, 213  acc:    28 /    28 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:    14 /    14 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    22 /    22 = 100.000
1, 218  acc:    16 /    16 = 100.000
1, 219  acc:    14 /    14 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 264755 / 269038 =  98.408
Robust  acc:     0 /  2707 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24960 / 25373 =  98.372
0, 1  acc: 30806 / 31282 =  98.478
0, 2  acc:  6061 /  6155 =  98.473
0, 3  acc: 23903 / 24292 =  98.399
0, 4  acc: 10650 / 10829 =  98.347
0, 5  acc:  5447 /  5541 =  98.304
0, 6  acc:  6679 /  6785 =  98.438
0, 7  acc: 11803 / 12016 =  98.227
1, 0  acc:  4368 /  4437 =  98.445
1, 1  acc:  4883 /  4962 =  98.408
1, 2  acc:  2230 /  2265 =  98.455
1, 3  acc:  2411 /  2446 =  98.569
1, 4  acc:  3075 /  3125 =  98.400
1, 5  acc:   989 /  1003 =  98.604
1, 6  acc:  3069 /  3111 =  98.650
1, 7  acc:  4596 /  4682 =  98.163
--------------------------------------
Average acc: 145930 / 148304 =  98.399
Robust  acc:  4596 /  4682 =  98.163
--------------------------------------
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:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------

t_total is 176736160

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:   6 | Train Loss: 0.001 | Train Acc: 98.442 | Val Loss: 0.000 | Val Acc: 98.456
Training:
Accuracies by groups:
0, 0  acc:     0 /  2669 =   0.000
0, 1  acc:     0 /   160 =   0.000
0, 2  acc:     0 /   291 =   0.000
0, 3  acc:     0 /   152 =   0.000
0, 4  acc:     0 /    55 =   0.000
0, 5  acc:     0 /     8 =   0.000
0, 6  acc:     0 /     8 =   0.000
0, 7  acc:     0 /     6 =   0.000
0, 8  acc:     0 /   274 =   0.000
0, 9  acc:     0 /    15 =   0.000
0, 10  acc:     0 /    24 =   0.000
0, 11  acc:     0 /    11 =   0.000
0, 12  acc:     0 /    14 =   0.000
0, 13  acc:     0 /     2 =   0.000
0, 14  acc:     0 /     5 =   0.000
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:     0 /   122 =   0.000
0, 17  acc:     0 /     1 =   0.000
0, 18  acc:     0 /     4 =   0.000
0, 19  acc:     0 /     2 =   0.000
0, 20  acc:     0 /     3 =   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 /    21 =   0.000
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     0 /     1 =   0.000
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:     0 /    37 =   0.000
0, 33  acc:     0 /     0 =     nan
0, 34  acc:     0 /     3 =   0.000
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:     0 /     6 =   0.000
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     1 =   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 /     5 =   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:     0 /     7 =   0.000
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     1 =   0.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     0 /    42 =   0.000
0, 65  acc:     0 /     9 =   0.000
0, 66  acc:     0 /     3 =   0.000
0, 67  acc:     0 /     4 =   0.000
0, 68  acc:     0 /     0 =     nan
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     2 =   0.000
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     2 =   0.000
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 /     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 /     6 =   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 /     1 =   0.000
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:     0 /   113 =   0.000
0, 118  acc:     0 /    18 =   0.000
0, 119  acc:     0 /     6 =   0.000
0, 120  acc:     0 /     5 =   0.000
0, 121  acc:     0 /     0 =     nan
0, 122  acc:     0 /     1 =   0.000
0, 123  acc:     0 /     1 =   0.000
0, 124  acc:     0 /     1 =   0.000
0, 125  acc:     0 /    13 =   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 /     4 =   0.000
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 /     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 /     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 /    24 =   0.000
0, 170  acc:     0 /    11 =   0.000
0, 171  acc:     0 /     0 =     nan
0, 172  acc:     0 /     4 =   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 /     2 =   0.000
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 /     2 =   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 /     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: 110003 / 110003 = 100.000
1, 1  acc: 12487 / 12487 = 100.000
1, 2  acc: 20905 / 20905 = 100.000
1, 3  acc:  8920 /  8920 = 100.000
1, 4  acc:  9477 /  9477 = 100.000
1, 5  acc:  1702 /  1702 = 100.000
1, 6  acc:  1033 /  1033 = 100.000
1, 7  acc:  1134 /  1134 = 100.000
1, 8  acc:  9624 /  9624 = 100.000
1, 9  acc:   635 /   635 = 100.000
1, 10  acc:   852 /   852 = 100.000
1, 11  acc:   443 /   443 = 100.000
1, 12  acc:  1444 /  1444 = 100.000
1, 13  acc:   199 /   199 = 100.000
1, 14  acc:   242 /   242 = 100.000
1, 15  acc:   241 /   241 = 100.000
1, 16  acc: 15765 / 15765 = 100.000
1, 17  acc:   641 /   641 = 100.000
1, 18  acc:  1246 /  1246 = 100.000
1, 19  acc:   487 /   487 = 100.000
1, 20  acc:   644 /   644 = 100.000
1, 21  acc:    87 /    87 = 100.000
1, 22  acc:   277 /   277 = 100.000
1, 23  acc:    85 /    85 = 100.000
1, 24  acc:  1923 /  1923 = 100.000
1, 25  acc:    49 /    49 = 100.000
1, 26  acc:   171 /   171 = 100.000
1, 27  acc:    23 /    23 = 100.000
1, 28  acc:   296 /   296 = 100.000
1, 29  acc:    19 /    19 = 100.000
1, 30  acc:    59 /    59 = 100.000
1, 31  acc:    17 /    17 = 100.000
1, 32  acc:  3049 /  3049 = 100.000
1, 33  acc:   173 /   173 = 100.000
1, 34  acc:   144 /   144 = 100.000
1, 35  acc:    42 /    42 = 100.000
1, 36  acc:   102 /   102 = 100.000
1, 37  acc:    14 /    14 = 100.000
1, 38  acc:    56 /    56 = 100.000
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   645 /   645 = 100.000
1, 41  acc:    25 /    25 = 100.000
1, 42  acc:    25 /    25 = 100.000
1, 43  acc:    28 /    28 = 100.000
1, 44  acc:    46 /    46 = 100.000
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    28 /    28 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1015 /  1015 = 100.000
1, 49  acc:    28 /    28 = 100.000
1, 50  acc:    81 /    81 = 100.000
1, 51  acc:    41 /    41 = 100.000
1, 52  acc:    41 /    41 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    75 /    75 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   736 /   736 = 100.000
1, 57  acc:    30 /    30 = 100.000
1, 58  acc:    35 /    35 = 100.000
1, 59  acc:    32 /    32 = 100.000
1, 60  acc:    94 /    94 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    46 /    46 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10893 / 10893 = 100.000
1, 65  acc:  1536 /  1536 = 100.000
1, 66  acc:   978 /   978 = 100.000
1, 67  acc:   410 /   410 = 100.000
1, 68  acc:   487 /   487 = 100.000
1, 69  acc:    74 /    74 = 100.000
1, 70  acc:   162 /   162 = 100.000
1, 71  acc:    42 /    42 = 100.000
1, 72  acc:   220 /   220 = 100.000
1, 73  acc:    12 /    12 = 100.000
1, 74  acc:     6 /     6 = 100.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    39 /    39 = 100.000
1, 77  acc:    15 /    15 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:    12 /    12 = 100.000
1, 80  acc:   422 /   422 = 100.000
1, 81  acc:    51 /    51 = 100.000
1, 82  acc:   104 /   104 = 100.000
1, 83  acc:    14 /    14 = 100.000
1, 84  acc:    20 /    20 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    39 /    39 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    47 /    47 = 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:     7 /     7 = 100.000
1, 94  acc:   297 /   297 = 100.000
1, 95  acc:    46 /    46 = 100.000
1, 96  acc:    29 /    29 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    40 /    40 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    39 /    39 = 100.000
1, 101  acc:    10 /    10 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:    12 /    12 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    45 /    45 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    39 /    39 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    21 /    21 = 100.000
1, 111  acc:     8 /     8 = 100.000
1, 112  acc:    24 /    24 = 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: 18320 / 18320 = 100.000
1, 118  acc:  4285 /  4285 = 100.000
1, 119  acc:  1072 /  1072 = 100.000
1, 120  acc:  1097 /  1097 = 100.000
1, 121  acc:   320 /   320 = 100.000
1, 122  acc:   153 /   153 = 100.000
1, 123  acc:    62 /    62 = 100.000
1, 124  acc:    80 /    80 = 100.000
1, 125  acc:  1157 /  1157 = 100.000
1, 126  acc:   283 /   283 = 100.000
1, 127  acc:    66 /    66 = 100.000
1, 128  acc:   106 /   106 = 100.000
1, 129  acc:    33 /    33 = 100.000
1, 130  acc:    20 /    20 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    21 /    21 = 100.000
1, 133  acc:  1046 /  1046 = 100.000
1, 134  acc:   176 /   176 = 100.000
1, 135  acc:    91 /    91 = 100.000
1, 136  acc:    78 /    78 = 100.000
1, 137  acc:    20 /    20 = 100.000
1, 138  acc:    12 /    12 = 100.000
1, 139  acc:     9 /     9 = 100.000
1, 140  acc:     5 /     5 = 100.000
1, 141  acc:   230 /   230 = 100.000
1, 142  acc:    49 /    49 = 100.000
1, 143  acc:     9 /     9 = 100.000
1, 144  acc:     7 /     7 = 100.000
1, 145  acc:     8 /     8 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:    11 /    11 = 100.000
1, 148  acc:   410 /   410 = 100.000
1, 149  acc:    44 /    44 = 100.000
1, 150  acc:    16 /    16 = 100.000
1, 151  acc:    43 /    43 = 100.000
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     9 /     9 = 100.000
1, 154  acc:    87 /    87 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    20 /    20 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    77 /    77 = 100.000
1, 160  acc:    12 /    12 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:    14 /    14 = 100.000
1, 164  acc:    52 /    52 = 100.000
1, 165  acc:     8 /     8 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7349 /  7349 = 100.000
1, 170  acc:  1382 /  1382 = 100.000
1, 171  acc:   516 /   516 = 100.000
1, 172  acc:   470 /   470 = 100.000
1, 173  acc:   129 /   129 = 100.000
1, 174  acc:    26 /    26 = 100.000
1, 175  acc:    14 /    14 = 100.000
1, 176  acc:    93 /    93 = 100.000
1, 177  acc:   158 /   158 = 100.000
1, 178  acc:    28 /    28 = 100.000
1, 179  acc:    15 /    15 = 100.000
1, 180  acc:    16 /    16 = 100.000
1, 181  acc:    14 /    14 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    29 /    29 = 100.000
1, 184  acc:   316 /   316 = 100.000
1, 185  acc:    59 /    59 = 100.000
1, 186  acc:    52 /    52 = 100.000
1, 187  acc:    17 /    17 = 100.000
1, 188  acc:     8 /     8 = 100.000
1, 189  acc:    10 /    10 = 100.000
1, 190  acc:    17 /    17 = 100.000
1, 191  acc:    21 /    21 = 100.000
1, 192  acc:    25 /    25 = 100.000
1, 193  acc:    15 /    15 = 100.000
1, 194  acc:     6 /     6 = 100.000
1, 195  acc:     7 /     7 = 100.000
1, 196  acc:   205 /   205 = 100.000
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:     8 /     8 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    37 /    37 = 100.000
1, 205  acc:     8 /     8 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    36 /    36 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     8 /     8 = 100.000
1, 212  acc:    13 /    13 = 100.000
1, 213  acc:    35 /    35 = 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:    16 /    16 = 100.000
1, 219  acc:    16 /    16 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 264846 / 269038 =  98.442
Robust  acc:     0 /  2669 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25002 / 25373 =  98.538
0, 1  acc: 30816 / 31282 =  98.510
0, 2  acc:  6074 /  6155 =  98.684
0, 3  acc: 23910 / 24292 =  98.427
0, 4  acc: 10660 / 10829 =  98.439
0, 5  acc:  5463 /  5541 =  98.592
0, 6  acc:  6670 /  6785 =  98.305
0, 7  acc: 11826 / 12016 =  98.419
1, 0  acc:  4377 /  4437 =  98.648
1, 1  acc:  4885 /  4962 =  98.448
1, 2  acc:  2241 /  2265 =  98.940
1, 3  acc:  2411 /  2446 =  98.569
1, 4  acc:  3071 /  3125 =  98.272
1, 5  acc:   980 /  1003 =  97.707
1, 6  acc:  3073 /  3111 =  98.779
1, 7  acc:  4612 /  4682 =  98.505
--------------------------------------
Average acc: 146071 / 148304 =  98.494
Robust  acc:   980 /  1003 =  97.707
--------------------------------------
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 5:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------

t_total is 176736160

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:   7 | Train Loss: 0.001 | Train Acc: 98.420 | Val Loss: 0.000 | Val Acc: 98.371
Training:
Accuracies by groups:
0, 0  acc:     0 /  2674 =   0.000
0, 1  acc:     0 /   192 =   0.000
0, 2  acc:     0 /   302 =   0.000
0, 3  acc:     0 /   141 =   0.000
0, 4  acc:     0 /    64 =   0.000
0, 5  acc:     0 /     8 =   0.000
0, 6  acc:     0 /     6 =   0.000
0, 7  acc:     0 /     5 =   0.000
0, 8  acc:     0 /   305 =   0.000
0, 9  acc:     0 /    22 =   0.000
0, 10  acc:     0 /    18 =   0.000
0, 11  acc:     0 /    17 =   0.000
0, 12  acc:     0 /    13 =   0.000
0, 13  acc:     0 /     0 =     nan
0, 14  acc:     0 /     3 =   0.000
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:     0 /   114 =   0.000
0, 17  acc:     0 /     0 =     nan
0, 18  acc:     0 /     7 =   0.000
0, 19  acc:     0 /     3 =   0.000
0, 20  acc:     0 /     0 =     nan
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     2 =   0.000
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     0 /    10 =   0.000
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:     0 /    46 =   0.000
0, 33  acc:     0 /     2 =   0.000
0, 34  acc:     0 /     3 =   0.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     0 =     nan
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     1 =   0.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     0 /    16 =   0.000
0, 41  acc:     0 /     1 =   0.000
0, 42  acc:     0 /     0 =     nan
0, 43  acc:     0 /     2 =   0.000
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     1 =   0.000
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     0 /     8 =   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:     0 /     8 =   0.000
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 /    42 =   0.000
0, 65  acc:     0 /     4 =   0.000
0, 66  acc:     0 /     2 =   0.000
0, 67  acc:     0 /     1 =   0.000
0, 68  acc:     0 /     3 =   0.000
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     1 =   0.000
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 /     1 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     1 =   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 /     2 =   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 /     1 =   0.000
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:     0 /   103 =   0.000
0, 118  acc:     0 /    19 =   0.000
0, 119  acc:     0 /     8 =   0.000
0, 120  acc:     0 /     2 =   0.000
0, 121  acc:     0 /     1 =   0.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     1 =   0.000
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     0 /     8 =   0.000
0, 126  acc:     0 /     2 =   0.000
0, 127  acc:     0 /     2 =   0.000
0, 128  acc:     0 /     1 =   0.000
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 /     1 =   0.000
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     0 =     nan
0, 137  acc:     0 /     1 =   0.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     1 =   0.000
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 /     3 =   0.000
0, 149  acc:     0 /     1 =   0.000
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 /     2 =   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 /    27 =   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 /     0 =     nan
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     1 =   0.000
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 /     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 /     1 =   0.000
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: 110152 / 110152 = 100.000
1, 1  acc: 12387 / 12387 = 100.000
1, 2  acc: 20932 / 20932 = 100.000
1, 3  acc:  8769 /  8769 = 100.000
1, 4  acc:  9462 /  9462 = 100.000
1, 5  acc:  1728 /  1728 = 100.000
1, 6  acc:  1017 /  1017 = 100.000
1, 7  acc:  1136 /  1136 = 100.000
1, 8  acc:  9736 /  9736 = 100.000
1, 9  acc:   700 /   700 = 100.000
1, 10  acc:   954 /   954 = 100.000
1, 11  acc:   407 /   407 = 100.000
1, 12  acc:  1444 /  1444 = 100.000
1, 13  acc:   181 /   181 = 100.000
1, 14  acc:   253 /   253 = 100.000
1, 15  acc:   259 /   259 = 100.000
1, 16  acc: 15813 / 15813 = 100.000
1, 17  acc:   591 /   591 = 100.000
1, 18  acc:  1228 /  1228 = 100.000
1, 19  acc:   514 /   514 = 100.000
1, 20  acc:   595 /   595 = 100.000
1, 21  acc:    90 /    90 = 100.000
1, 22  acc:   310 /   310 = 100.000
1, 23  acc:    99 /    99 = 100.000
1, 24  acc:  1865 /  1865 = 100.000
1, 25  acc:    57 /    57 = 100.000
1, 26  acc:   189 /   189 = 100.000
1, 27  acc:    25 /    25 = 100.000
1, 28  acc:   304 /   304 = 100.000
1, 29  acc:    16 /    16 = 100.000
1, 30  acc:    46 /    46 = 100.000
1, 31  acc:    11 /    11 = 100.000
1, 32  acc:  3092 /  3092 = 100.000
1, 33  acc:   178 /   178 = 100.000
1, 34  acc:   149 /   149 = 100.000
1, 35  acc:    56 /    56 = 100.000
1, 36  acc:   114 /   114 = 100.000
1, 37  acc:    19 /    19 = 100.000
1, 38  acc:    49 /    49 = 100.000
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   748 /   748 = 100.000
1, 41  acc:    27 /    27 = 100.000
1, 42  acc:    18 /    18 = 100.000
1, 43  acc:    31 /    31 = 100.000
1, 44  acc:    62 /    62 = 100.000
1, 45  acc:    17 /    17 = 100.000
1, 46  acc:    33 /    33 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1045 /  1045 = 100.000
1, 49  acc:    18 /    18 = 100.000
1, 50  acc:    86 /    86 = 100.000
1, 51  acc:    44 /    44 = 100.000
1, 52  acc:    40 /    40 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    65 /    65 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   748 /   748 = 100.000
1, 57  acc:    34 /    34 = 100.000
1, 58  acc:    37 /    37 = 100.000
1, 59  acc:    25 /    25 = 100.000
1, 60  acc:    69 /    69 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    33 /    33 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10749 / 10749 = 100.000
1, 65  acc:  1450 /  1450 = 100.000
1, 66  acc:   952 /   952 = 100.000
1, 67  acc:   363 /   363 = 100.000
1, 68  acc:   512 /   512 = 100.000
1, 69  acc:    77 /    77 = 100.000
1, 70  acc:   138 /   138 = 100.000
1, 71  acc:    48 /    48 = 100.000
1, 72  acc:   225 /   225 = 100.000
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     9 /     9 = 100.000
1, 76  acc:    45 /    45 = 100.000
1, 77  acc:    18 /    18 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:    11 /    11 = 100.000
1, 80  acc:   413 /   413 = 100.000
1, 81  acc:    60 /    60 = 100.000
1, 82  acc:   112 /   112 = 100.000
1, 83  acc:    13 /    13 = 100.000
1, 84  acc:    17 /    17 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    53 /    53 = 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:    15 /    15 = 100.000
1, 93  acc:     9 /     9 = 100.000
1, 94  acc:   331 /   331 = 100.000
1, 95  acc:    37 /    37 = 100.000
1, 96  acc:    26 /    26 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    38 /    38 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    47 /    47 = 100.000
1, 101  acc:    16 /    16 = 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:    55 /    55 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    42 /    42 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    18 /    18 = 100.000
1, 111  acc:    10 /    10 = 100.000
1, 112  acc:    22 /    22 = 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: 18252 / 18252 = 100.000
1, 118  acc:  4322 /  4322 = 100.000
1, 119  acc:  1034 /  1034 = 100.000
1, 120  acc:  1160 /  1160 = 100.000
1, 121  acc:   298 /   298 = 100.000
1, 122  acc:   157 /   157 = 100.000
1, 123  acc:    55 /    55 = 100.000
1, 124  acc:    89 /    89 = 100.000
1, 125  acc:  1151 /  1151 = 100.000
1, 126  acc:   241 /   241 = 100.000
1, 127  acc:    62 /    62 = 100.000
1, 128  acc:   101 /   101 = 100.000
1, 129  acc:    30 /    30 = 100.000
1, 130  acc:    15 /    15 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    19 /    19 = 100.000
1, 133  acc:  1000 /  1000 = 100.000
1, 134  acc:   203 /   203 = 100.000
1, 135  acc:    80 /    80 = 100.000
1, 136  acc:   112 /   112 = 100.000
1, 137  acc:    14 /    14 = 100.000
1, 138  acc:    13 /    13 = 100.000
1, 139  acc:     8 /     8 = 100.000
1, 140  acc:    11 /    11 = 100.000
1, 141  acc:   242 /   242 = 100.000
1, 142  acc:    32 /    32 = 100.000
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     8 /     8 = 100.000
1, 145  acc:    15 /    15 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:    21 /    21 = 100.000
1, 148  acc:   416 /   416 = 100.000
1, 149  acc:    45 /    45 = 100.000
1, 150  acc:    15 /    15 = 100.000
1, 151  acc:    39 /    39 = 100.000
1, 152  acc:    15 /    15 = 100.000
1, 153  acc:     9 /     9 = 100.000
1, 154  acc:    86 /    86 = 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:     7 /     7 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:    13 /    13 = 100.000
1, 164  acc:    52 /    52 = 100.000
1, 165  acc:    11 /    11 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7182 /  7182 = 100.000
1, 170  acc:  1476 /  1476 = 100.000
1, 171  acc:   517 /   517 = 100.000
1, 172  acc:   432 /   432 = 100.000
1, 173  acc:   126 /   126 = 100.000
1, 174  acc:    23 /    23 = 100.000
1, 175  acc:    15 /    15 = 100.000
1, 176  acc:    94 /    94 = 100.000
1, 177  acc:   162 /   162 = 100.000
1, 178  acc:    28 /    28 = 100.000
1, 179  acc:    17 /    17 = 100.000
1, 180  acc:    23 /    23 = 100.000
1, 181  acc:    25 /    25 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    50 /    50 = 100.000
1, 184  acc:   264 /   264 = 100.000
1, 185  acc:    73 /    73 = 100.000
1, 186  acc:    32 /    32 = 100.000
1, 187  acc:    12 /    12 = 100.000
1, 188  acc:    11 /    11 = 100.000
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:    29 /    29 = 100.000
1, 191  acc:    19 /    19 = 100.000
1, 192  acc:    31 /    31 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     7 /     7 = 100.000
1, 195  acc:     9 /     9 = 100.000
1, 196  acc:   203 /   203 = 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:     9 /     9 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    35 /    35 = 100.000
1, 205  acc:    15 /    15 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    42 /    42 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:    11 /    11 = 100.000
1, 212  acc:     9 /     9 = 100.000
1, 213  acc:    29 /    29 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:    10 /    10 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    23 /    23 = 100.000
1, 218  acc:    22 /    22 = 100.000
1, 219  acc:    22 /    22 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 264787 / 269038 =  98.420
Robust  acc:     0 /  2674 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24960 / 25373 =  98.372
0, 1  acc: 30783 / 31282 =  98.405
0, 2  acc:  6051 /  6155 =  98.310
0, 3  acc: 23869 / 24292 =  98.259
0, 4  acc: 10661 / 10829 =  98.449
0, 5  acc:  5460 /  5541 =  98.538
0, 6  acc:  6680 /  6785 =  98.452
0, 7  acc: 11819 / 12016 =  98.361
1, 0  acc:  4349 /  4437 =  98.017
1, 1  acc:  4875 /  4962 =  98.247
1, 2  acc:  2221 /  2265 =  98.057
1, 3  acc:  2407 /  2446 =  98.406
1, 4  acc:  3079 /  3125 =  98.528
1, 5  acc:   983 /  1003 =  98.006
1, 6  acc:  3053 /  3111 =  98.136
1, 7  acc:  4585 /  4682 =  97.928
--------------------------------------
Average acc: 145835 / 148304 =  98.335
Robust  acc:  4585 /  4682 =  97.928
--------------------------------------
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 6:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------

t_total is 176736160

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:   8 | Train Loss: 0.001 | Train Acc: 98.437 | Val Loss: 0.000 | Val Acc: 98.408
Training:
Accuracies by groups:
0, 0  acc:     0 /  2720 =   0.000
0, 1  acc:     0 /   198 =   0.000
0, 2  acc:     0 /   262 =   0.000
0, 3  acc:     0 /   133 =   0.000
0, 4  acc:     0 /    53 =   0.000
0, 5  acc:     0 /    10 =   0.000
0, 6  acc:     0 /     3 =   0.000
0, 7  acc:     0 /     8 =   0.000
0, 8  acc:     0 /   275 =   0.000
0, 9  acc:     0 /    18 =   0.000
0, 10  acc:     0 /    18 =   0.000
0, 11  acc:     0 /     9 =   0.000
0, 12  acc:     0 /     6 =   0.000
0, 13  acc:     0 /     1 =   0.000
0, 14  acc:     0 /     2 =   0.000
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:     0 /   104 =   0.000
0, 17  acc:     0 /     4 =   0.000
0, 18  acc:     0 /    16 =   0.000
0, 19  acc:     0 /     4 =   0.000
0, 20  acc:     0 /     2 =   0.000
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     0 =     nan
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     0 /    12 =   0.000
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     0 =     nan
0, 27  acc:     0 /     0 =     nan
0, 28  acc:     0 /     1 =   0.000
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:     0 /    34 =   0.000
0, 33  acc:     0 /     0 =     nan
0, 34  acc:     0 /     3 =   0.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     1 =   0.000
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     1 =   0.000
0, 40  acc:     0 /    13 =   0.000
0, 41  acc:     0 /     2 =   0.000
0, 42  acc:     0 /     1 =   0.000
0, 43  acc:     0 /     1 =   0.000
0, 44  acc:     0 /     2 =   0.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     0 /     7 =   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 /     1 =   0.000
0, 56  acc:     0 /     7 =   0.000
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 /     1 =   0.000
0, 64  acc:     0 /    51 =   0.000
0, 65  acc:     0 /     7 =   0.000
0, 66  acc:     0 /     4 =   0.000
0, 67  acc:     0 /     1 =   0.000
0, 68  acc:     0 /     0 =     nan
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     1 =   0.000
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     3 =   0.000
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 /     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 /     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:     0 /    97 =   0.000
0, 118  acc:     0 /    28 =   0.000
0, 119  acc:     0 /     5 =   0.000
0, 120  acc:     0 /     5 =   0.000
0, 121  acc:     0 /     1 =   0.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     1 =   0.000
0, 124  acc:     0 /     1 =   0.000
0, 125  acc:     0 /     6 =   0.000
0, 126  acc:     0 /     2 =   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 /     3 =   0.000
0, 134  acc:     0 /     0 =     nan
0, 135  acc:     0 /     1 =   0.000
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 /     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 /     2 =   0.000
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 /     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:     0 /    29 =   0.000
0, 170  acc:     0 /     7 =   0.000
0, 171  acc:     0 /     1 =   0.000
0, 172  acc:     0 /     2 =   0.000
0, 173  acc:     0 /     2 =   0.000
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     3 =   0.000
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 /     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 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     1 =   0.000
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 /     1 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 110057 / 110057 = 100.000
1, 1  acc: 12376 / 12376 = 100.000
1, 2  acc: 21151 / 21151 = 100.000
1, 3  acc:  8709 /  8709 = 100.000
1, 4  acc:  9505 /  9505 = 100.000
1, 5  acc:  1750 /  1750 = 100.000
1, 6  acc:  1047 /  1047 = 100.000
1, 7  acc:  1148 /  1148 = 100.000
1, 8  acc:  9670 /  9670 = 100.000
1, 9  acc:   661 /   661 = 100.000
1, 10  acc:   925 /   925 = 100.000
1, 11  acc:   456 /   456 = 100.000
1, 12  acc:  1413 /  1413 = 100.000
1, 13  acc:   189 /   189 = 100.000
1, 14  acc:   221 /   221 = 100.000
1, 15  acc:   199 /   199 = 100.000
1, 16  acc: 15598 / 15598 = 100.000
1, 17  acc:   644 /   644 = 100.000
1, 18  acc:  1293 /  1293 = 100.000
1, 19  acc:   471 /   471 = 100.000
1, 20  acc:   553 /   553 = 100.000
1, 21  acc:    93 /    93 = 100.000
1, 22  acc:   293 /   293 = 100.000
1, 23  acc:   101 /   101 = 100.000
1, 24  acc:  1965 /  1965 = 100.000
1, 25  acc:    42 /    42 = 100.000
1, 26  acc:   200 /   200 = 100.000
1, 27  acc:    23 /    23 = 100.000
1, 28  acc:   281 /   281 = 100.000
1, 29  acc:    26 /    26 = 100.000
1, 30  acc:    51 /    51 = 100.000
1, 31  acc:    20 /    20 = 100.000
1, 32  acc:  3257 /  3257 = 100.000
1, 33  acc:   173 /   173 = 100.000
1, 34  acc:   143 /   143 = 100.000
1, 35  acc:    63 /    63 = 100.000
1, 36  acc:    83 /    83 = 100.000
1, 37  acc:    14 /    14 = 100.000
1, 38  acc:    59 /    59 = 100.000
1, 39  acc:     9 /     9 = 100.000
1, 40  acc:   749 /   749 = 100.000
1, 41  acc:    31 /    31 = 100.000
1, 42  acc:    30 /    30 = 100.000
1, 43  acc:    37 /    37 = 100.000
1, 44  acc:    55 /    55 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    27 /    27 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1021 /  1021 = 100.000
1, 49  acc:    23 /    23 = 100.000
1, 50  acc:    73 /    73 = 100.000
1, 51  acc:    54 /    54 = 100.000
1, 52  acc:    37 /    37 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    69 /    69 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   794 /   794 = 100.000
1, 57  acc:    29 /    29 = 100.000
1, 58  acc:    22 /    22 = 100.000
1, 59  acc:    41 /    41 = 100.000
1, 60  acc:    43 /    43 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    42 /    42 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10735 / 10735 = 100.000
1, 65  acc:  1512 /  1512 = 100.000
1, 66  acc:   887 /   887 = 100.000
1, 67  acc:   394 /   394 = 100.000
1, 68  acc:   490 /   490 = 100.000
1, 69  acc:    80 /    80 = 100.000
1, 70  acc:   140 /   140 = 100.000
1, 71  acc:    36 /    36 = 100.000
1, 72  acc:   214 /   214 = 100.000
1, 73  acc:    10 /    10 = 100.000
1, 74  acc:     8 /     8 = 100.000
1, 75  acc:     8 /     8 = 100.000
1, 76  acc:    43 /    43 = 100.000
1, 77  acc:     8 /     8 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   389 /   389 = 100.000
1, 81  acc:    59 /    59 = 100.000
1, 82  acc:   112 /   112 = 100.000
1, 83  acc:    14 /    14 = 100.000
1, 84  acc:    19 /    19 = 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:    13 /    13 = 100.000
1, 93  acc:    10 /    10 = 100.000
1, 94  acc:   313 /   313 = 100.000
1, 95  acc:    42 /    42 = 100.000
1, 96  acc:    33 /    33 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    46 /    46 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    40 /    40 = 100.000
1, 101  acc:     8 /     8 = 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:    55 /    55 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    48 /    48 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    16 /    16 = 100.000
1, 111  acc:     9 /     9 = 100.000
1, 112  acc:    25 /    25 = 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: 18261 / 18261 = 100.000
1, 118  acc:  4368 /  4368 = 100.000
1, 119  acc:  1124 /  1124 = 100.000
1, 120  acc:  1144 /  1144 = 100.000
1, 121  acc:   334 /   334 = 100.000
1, 122  acc:   168 /   168 = 100.000
1, 123  acc:    72 /    72 = 100.000
1, 124  acc:    84 /    84 = 100.000
1, 125  acc:  1094 /  1094 = 100.000
1, 126  acc:   284 /   284 = 100.000
1, 127  acc:    62 /    62 = 100.000
1, 128  acc:    87 /    87 = 100.000
1, 129  acc:    34 /    34 = 100.000
1, 130  acc:    21 /    21 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    19 /    19 = 100.000
1, 133  acc:  1000 /  1000 = 100.000
1, 134  acc:   204 /   204 = 100.000
1, 135  acc:    88 /    88 = 100.000
1, 136  acc:    93 /    93 = 100.000
1, 137  acc:    25 /    25 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:    13 /    13 = 100.000
1, 140  acc:    10 /    10 = 100.000
1, 141  acc:   234 /   234 = 100.000
1, 142  acc:    46 /    46 = 100.000
1, 143  acc:    13 /    13 = 100.000
1, 144  acc:     8 /     8 = 100.000
1, 145  acc:    18 /    18 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   437 /   437 = 100.000
1, 149  acc:    48 /    48 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:    43 /    43 = 100.000
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:   109 /   109 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    12 /    12 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    75 /    75 = 100.000
1, 160  acc:    11 /    11 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     5 /     5 = 100.000
1, 164  acc:    53 /    53 = 100.000
1, 165  acc:    13 /    13 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7170 /  7170 = 100.000
1, 170  acc:  1329 /  1329 = 100.000
1, 171  acc:   546 /   546 = 100.000
1, 172  acc:   481 /   481 = 100.000
1, 173  acc:   143 /   143 = 100.000
1, 174  acc:    21 /    21 = 100.000
1, 175  acc:    13 /    13 = 100.000
1, 176  acc:   107 /   107 = 100.000
1, 177  acc:   160 /   160 = 100.000
1, 178  acc:    33 /    33 = 100.000
1, 179  acc:    18 /    18 = 100.000
1, 180  acc:    15 /    15 = 100.000
1, 181  acc:    23 /    23 = 100.000
1, 182  acc:    11 /    11 = 100.000
1, 183  acc:    27 /    27 = 100.000
1, 184  acc:   274 /   274 = 100.000
1, 185  acc:    60 /    60 = 100.000
1, 186  acc:    32 /    32 = 100.000
1, 187  acc:    20 /    20 = 100.000
1, 188  acc:     9 /     9 = 100.000
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:    19 /    19 = 100.000
1, 191  acc:    13 /    13 = 100.000
1, 192  acc:    31 /    31 = 100.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     9 /     9 = 100.000
1, 196  acc:   215 /   215 = 100.000
1, 197  acc:    32 /    32 = 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:     5 /     5 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    28 /    28 = 100.000
1, 205  acc:    14 /    14 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    43 /    43 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:    14 /    14 = 100.000
1, 212  acc:     5 /     5 = 100.000
1, 213  acc:    24 /    24 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     7 /     7 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    32 /    32 = 100.000
1, 218  acc:    19 /    19 = 100.000
1, 219  acc:    23 /    23 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 264833 / 269038 =  98.437
Robust  acc:     0 /  2720 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24940 / 25373 =  98.293
0, 1  acc: 30774 / 31282 =  98.376
0, 2  acc:  6051 /  6155 =  98.310
0, 3  acc: 23922 / 24292 =  98.477
0, 4  acc: 10655 / 10829 =  98.393
0, 5  acc:  5453 /  5541 =  98.412
0, 6  acc:  6672 /  6785 =  98.335
0, 7  acc: 11819 / 12016 =  98.361
1, 0  acc:  4376 /  4437 =  98.625
1, 1  acc:  4903 /  4962 =  98.811
1, 2  acc:  2234 /  2265 =  98.631
1, 3  acc:  2409 /  2446 =  98.487
1, 4  acc:  3079 /  3125 =  98.528
1, 5  acc:   983 /  1003 =  98.006
1, 6  acc:  3066 /  3111 =  98.554
1, 7  acc:  4616 /  4682 =  98.590
--------------------------------------
Average acc: 145952 / 148304 =  98.414
Robust  acc:   983 /  1003 =  98.006
--------------------------------------
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 7:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------

t_total is 176736160

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:   9 | Train Loss: 0.001 | Train Acc: 98.418 | Val Loss: 0.000 | Val Acc: 98.424
Training:
Accuracies by groups:
0, 0  acc:     0 /  2700 =   0.000
0, 1  acc:     0 /   173 =   0.000
0, 2  acc:     0 /   321 =   0.000
0, 3  acc:     0 /   146 =   0.000
0, 4  acc:     0 /    49 =   0.000
0, 5  acc:     0 /     4 =   0.000
0, 6  acc:     0 /     7 =   0.000
0, 7  acc:     0 /     7 =   0.000
0, 8  acc:     0 /   274 =   0.000
0, 9  acc:     0 /    25 =   0.000
0, 10  acc:     0 /    14 =   0.000
0, 11  acc:     0 /    13 =   0.000
0, 12  acc:     0 /    11 =   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 /    90 =   0.000
0, 17  acc:     0 /     2 =   0.000
0, 18  acc:     0 /     6 =   0.000
0, 19  acc:     0 /     4 =   0.000
0, 20  acc:     0 /     2 =   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 /    13 =   0.000
0, 25  acc:     0 /     1 =   0.000
0, 26  acc:     0 /     4 =   0.000
0, 27  acc:     0 /     1 =   0.000
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     1 =   0.000
0, 31  acc:     0 /     0 =     nan
0, 32  acc:     0 /    59 =   0.000
0, 33  acc:     0 /     1 =   0.000
0, 34  acc:     0 /     2 =   0.000
0, 35  acc:     0 /     2 =   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:     0 /    17 =   0.000
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     2 =   0.000
0, 43  acc:     0 /     1 =   0.000
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     1 =   0.000
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 /     0 =     nan
0, 52  acc:     0 /     2 =   0.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     1 =   0.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     0 /     7 =   0.000
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 /    45 =   0.000
0, 65  acc:     0 /    10 =   0.000
0, 66  acc:     0 /     4 =   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 /     1 =   0.000
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     3 =   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 /     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 /     1 =   0.000
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:     0 /   112 =   0.000
0, 118  acc:     0 /    23 =   0.000
0, 119  acc:     0 /     3 =   0.000
0, 120  acc:     0 /    13 =   0.000
0, 121  acc:     0 /     1 =   0.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     0 /     7 =   0.000
0, 126  acc:     0 /     0 =     nan
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     1 =   0.000
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 /     0 =     nan
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 /     1 =   0.000
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 /     3 =   0.000
0, 149  acc:     0 /     1 =   0.000
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 /     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:     0 /    23 =   0.000
0, 170  acc:     0 /     3 =   0.000
0, 171  acc:     0 /     4 =   0.000
0, 172  acc:     0 /     3 =   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 /     1 =   0.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     1 =   0.000
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 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     2 =   0.000
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 /     2 =   0.000
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 /     1 =   0.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     3 =   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 /     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: 110056 / 110056 = 100.000
1, 1  acc: 12311 / 12311 = 100.000
1, 2  acc: 21120 / 21120 = 100.000
1, 3  acc:  8771 /  8771 = 100.000
1, 4  acc:  9530 /  9530 = 100.000
1, 5  acc:  1675 /  1675 = 100.000
1, 6  acc:  1058 /  1058 = 100.000
1, 7  acc:  1188 /  1188 = 100.000
1, 8  acc:  9745 /  9745 = 100.000
1, 9  acc:   673 /   673 = 100.000
1, 10  acc:   904 /   904 = 100.000
1, 11  acc:   410 /   410 = 100.000
1, 12  acc:  1509 /  1509 = 100.000
1, 13  acc:   185 /   185 = 100.000
1, 14  acc:   260 /   260 = 100.000
1, 15  acc:   240 /   240 = 100.000
1, 16  acc: 15670 / 15670 = 100.000
1, 17  acc:   608 /   608 = 100.000
1, 18  acc:  1276 /  1276 = 100.000
1, 19  acc:   479 /   479 = 100.000
1, 20  acc:   556 /   556 = 100.000
1, 21  acc:    97 /    97 = 100.000
1, 22  acc:   283 /   283 = 100.000
1, 23  acc:    89 /    89 = 100.000
1, 24  acc:  2022 /  2022 = 100.000
1, 25  acc:    42 /    42 = 100.000
1, 26  acc:   217 /   217 = 100.000
1, 27  acc:    32 /    32 = 100.000
1, 28  acc:   298 /   298 = 100.000
1, 29  acc:    15 /    15 = 100.000
1, 30  acc:    52 /    52 = 100.000
1, 31  acc:    17 /    17 = 100.000
1, 32  acc:  3178 /  3178 = 100.000
1, 33  acc:   193 /   193 = 100.000
1, 34  acc:   130 /   130 = 100.000
1, 35  acc:    61 /    61 = 100.000
1, 36  acc:   106 /   106 = 100.000
1, 37  acc:    19 /    19 = 100.000
1, 38  acc:    62 /    62 = 100.000
1, 39  acc:    10 /    10 = 100.000
1, 40  acc:   753 /   753 = 100.000
1, 41  acc:    44 /    44 = 100.000
1, 42  acc:    24 /    24 = 100.000
1, 43  acc:    34 /    34 = 100.000
1, 44  acc:    55 /    55 = 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:  1058 /  1058 = 100.000
1, 49  acc:    28 /    28 = 100.000
1, 50  acc:    98 /    98 = 100.000
1, 51  acc:    45 /    45 = 100.000
1, 52  acc:    43 /    43 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    81 /    81 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   820 /   820 = 100.000
1, 57  acc:    30 /    30 = 100.000
1, 58  acc:    37 /    37 = 100.000
1, 59  acc:    25 /    25 = 100.000
1, 60  acc:    70 /    70 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    45 /    45 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10403 / 10403 = 100.000
1, 65  acc:  1448 /  1448 = 100.000
1, 66  acc:   962 /   962 = 100.000
1, 67  acc:   391 /   391 = 100.000
1, 68  acc:   485 /   485 = 100.000
1, 69  acc:    75 /    75 = 100.000
1, 70  acc:   177 /   177 = 100.000
1, 71  acc:    44 /    44 = 100.000
1, 72  acc:   229 /   229 = 100.000
1, 73  acc:    18 /    18 = 100.000
1, 74  acc:     6 /     6 = 100.000
1, 75  acc:    15 /    15 = 100.000
1, 76  acc:    48 /    48 = 100.000
1, 77  acc:     9 /     9 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   389 /   389 = 100.000
1, 81  acc:    58 /    58 = 100.000
1, 82  acc:   100 /   100 = 100.000
1, 83  acc:    16 /    16 = 100.000
1, 84  acc:    19 /    19 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    45 /    45 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    40 /    40 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     7 /     7 = 100.000
1, 93  acc:     5 /     5 = 100.000
1, 94  acc:   323 /   323 = 100.000
1, 95  acc:    42 /    42 = 100.000
1, 96  acc:    23 /    23 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    38 /    38 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    50 /    50 = 100.000
1, 101  acc:    11 /    11 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:    15 /    15 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    58 /    58 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    35 /    35 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    18 /    18 = 100.000
1, 111  acc:    15 /    15 = 100.000
1, 112  acc:    19 /    19 = 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: 18198 / 18198 = 100.000
1, 118  acc:  4258 /  4258 = 100.000
1, 119  acc:  1086 /  1086 = 100.000
1, 120  acc:  1155 /  1155 = 100.000
1, 121  acc:   322 /   322 = 100.000
1, 122  acc:   152 /   152 = 100.000
1, 123  acc:    75 /    75 = 100.000
1, 124  acc:    88 /    88 = 100.000
1, 125  acc:  1094 /  1094 = 100.000
1, 126  acc:   256 /   256 = 100.000
1, 127  acc:    55 /    55 = 100.000
1, 128  acc:    93 /    93 = 100.000
1, 129  acc:    29 /    29 = 100.000
1, 130  acc:    16 /    16 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    25 /    25 = 100.000
1, 133  acc:   999 /   999 = 100.000
1, 134  acc:   188 /   188 = 100.000
1, 135  acc:    92 /    92 = 100.000
1, 136  acc:    82 /    82 = 100.000
1, 137  acc:    10 /    10 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     8 /     8 = 100.000
1, 140  acc:    13 /    13 = 100.000
1, 141  acc:   210 /   210 = 100.000
1, 142  acc:    42 /    42 = 100.000
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     9 /     9 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     9 /     9 = 100.000
1, 148  acc:   403 /   403 = 100.000
1, 149  acc:    49 /    49 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:    34 /    34 = 100.000
1, 152  acc:    12 /    12 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    97 /    97 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    13 /    13 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    68 /    68 = 100.000
1, 160  acc:     8 /     8 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:    10 /    10 = 100.000
1, 164  acc:    50 /    50 = 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:  7262 /  7262 = 100.000
1, 170  acc:  1423 /  1423 = 100.000
1, 171  acc:   565 /   565 = 100.000
1, 172  acc:   501 /   501 = 100.000
1, 173  acc:   122 /   122 = 100.000
1, 174  acc:    32 /    32 = 100.000
1, 175  acc:    21 /    21 = 100.000
1, 176  acc:   101 /   101 = 100.000
1, 177  acc:   148 /   148 = 100.000
1, 178  acc:    26 /    26 = 100.000
1, 179  acc:    23 /    23 = 100.000
1, 180  acc:    17 /    17 = 100.000
1, 181  acc:    11 /    11 = 100.000
1, 182  acc:     8 /     8 = 100.000
1, 183  acc:    20 /    20 = 100.000
1, 184  acc:   311 /   311 = 100.000
1, 185  acc:    73 /    73 = 100.000
1, 186  acc:    52 /    52 = 100.000
1, 187  acc:    22 /    22 = 100.000
1, 188  acc:     7 /     7 = 100.000
1, 189  acc:    10 /    10 = 100.000
1, 190  acc:    20 /    20 = 100.000
1, 191  acc:    18 /    18 = 100.000
1, 192  acc:    24 /    24 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:    19 /    19 = 100.000
1, 195  acc:     6 /     6 = 100.000
1, 196  acc:   235 /   235 = 100.000
1, 197  acc:    35 /    35 = 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:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    32 /    32 = 100.000
1, 205  acc:    10 /    10 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    45 /    45 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:    11 /    11 = 100.000
1, 212  acc:    13 /    13 = 100.000
1, 213  acc:    17 /    17 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     6 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    23 /    23 = 100.000
1, 218  acc:    21 /    21 = 100.000
1, 219  acc:    17 /    17 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 264783 / 269038 =  98.418
Robust  acc:     0 /  2700 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24976 / 25373 =  98.435
0, 1  acc: 30792 / 31282 =  98.434
0, 2  acc:  6070 /  6155 =  98.619
0, 3  acc: 23933 / 24292 =  98.522
0, 4  acc: 10687 / 10829 =  98.689
0, 5  acc:  5442 /  5541 =  98.213
0, 6  acc:  6683 /  6785 =  98.497
0, 7  acc: 11815 / 12016 =  98.327
1, 0  acc:  4375 /  4437 =  98.603
1, 1  acc:  4898 /  4962 =  98.710
1, 2  acc:  2219 /  2265 =  97.969
1, 3  acc:  2410 /  2446 =  98.528
1, 4  acc:  3084 /  3125 =  98.688
1, 5  acc:   993 /  1003 =  99.003
1, 6  acc:  3072 /  3111 =  98.746
1, 7  acc:  4622 /  4682 =  98.718
--------------------------------------
Average acc: 146071 / 148304 =  98.494
Robust  acc:  2219 /  2265 =  97.969
--------------------------------------
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 8:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------

t_total is 176736160

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:  10 | Train Loss: 0.001 | Train Acc: 98.179 | Val Loss: 0.000 | Val Acc: 98.423
Training:
Accuracies by groups:
0, 0  acc:     6 /  2659 =   0.226
0, 1  acc:     0 /   175 =   0.000
0, 2  acc:     0 /   285 =   0.000
0, 3  acc:     0 /   140 =   0.000
0, 4  acc:     0 /    48 =   0.000
0, 5  acc:     0 /     2 =   0.000
0, 6  acc:     0 /     8 =   0.000
0, 7  acc:     0 /    11 =   0.000
0, 8  acc:     1 /   284 =   0.352
0, 9  acc:     0 /    16 =   0.000
0, 10  acc:     0 /    17 =   0.000
0, 11  acc:     0 /    13 =   0.000
0, 12  acc:     0 /    11 =   0.000
0, 13  acc:     0 /     1 =   0.000
0, 14  acc:     0 /     2 =   0.000
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:     1 /   132 =   0.758
0, 17  acc:     0 /     1 =   0.000
0, 18  acc:     0 /    11 =   0.000
0, 19  acc:     0 /     0 =     nan
0, 20  acc:     0 /     2 =   0.000
0, 21  acc:     0 /     1 =   0.000
0, 22  acc:     0 /     1 =   0.000
0, 23  acc:     0 /     1 =   0.000
0, 24  acc:     0 /    19 =   0.000
0, 25  acc:     0 /     1 =   0.000
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:     0 /    47 =   0.000
0, 33  acc:     0 /     1 =   0.000
0, 34  acc:     0 /     1 =   0.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     1 =   0.000
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     1 =   0.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     0 /    11 =   0.000
0, 41  acc:     0 /     1 =   0.000
0, 42  acc:     0 /     2 =   0.000
0, 43  acc:     0 /     0 =     nan
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 /     9 =   0.000
0, 49  acc:     0 /     1 =   0.000
0, 50  acc:     0 /     2 =   0.000
0, 51  acc:     0 /     0 =     nan
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:     0 /     5 =   0.000
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     1 =   0.000
0, 60  acc:     0 /     2 =   0.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     0 /    57 =   0.000
0, 65  acc:     0 /    10 =   0.000
0, 66  acc:     0 /     4 =   0.000
0, 67  acc:     0 /     3 =   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 /     1 =   0.000
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 /     2 =   0.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     2 =   0.000
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 /     1 =   0.000
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 /   104 =   0.000
0, 118  acc:     0 /    24 =   0.000
0, 119  acc:     0 /     3 =   0.000
0, 120  acc:     0 /     6 =   0.000
0, 121  acc:     0 /     1 =   0.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     0 /     5 =   0.000
0, 126  acc:     0 /     1 =   0.000
0, 127  acc:     0 /     1 =   0.000
0, 128  acc:     0 /     1 =   0.000
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 /     4 =   0.000
0, 134  acc:     0 /     0 =     nan
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:     0 /     3 =   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 /    31 =   0.000
0, 170  acc:     0 /     4 =   0.000
0, 171  acc:     0 /     1 =   0.000
0, 172  acc:     0 /     4 =   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 /     1 =   0.000
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     1 =   0.000
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 /     1 =   0.000
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     1 =   0.000
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: 109514 / 109811 =  99.730
1, 1  acc: 12412 / 12451 =  99.687
1, 2  acc: 20833 / 20881 =  99.770
1, 3  acc:  8892 /  8915 =  99.742
1, 4  acc:  9360 /  9377 =  99.819
1, 5  acc:  1707 /  1712 =  99.708
1, 6  acc:  1001 /  1004 =  99.701
1, 7  acc:  1148 /  1148 = 100.000
1, 8  acc:  9821 /  9853 =  99.675
1, 9  acc:   675 /   677 =  99.705
1, 10  acc:   950 /   952 =  99.790
1, 11  acc:   414 /   416 =  99.519
1, 12  acc:  1434 /  1439 =  99.653
1, 13  acc:   170 /   170 = 100.000
1, 14  acc:   240 /   240 = 100.000
1, 15  acc:   201 /   201 = 100.000
1, 16  acc: 15731 / 15775 =  99.721
1, 17  acc:   633 /   634 =  99.842
1, 18  acc:  1236 /  1239 =  99.758
1, 19  acc:   458 /   460 =  99.565
1, 20  acc:   603 /   603 = 100.000
1, 21  acc:   105 /   105 = 100.000
1, 22  acc:   300 /   301 =  99.668
1, 23  acc:   113 /   113 = 100.000
1, 24  acc:  2011 /  2017 =  99.703
1, 25  acc:    37 /    37 = 100.000
1, 26  acc:   205 /   206 =  99.515
1, 27  acc:    22 /    22 = 100.000
1, 28  acc:   279 /   279 = 100.000
1, 29  acc:    22 /    22 = 100.000
1, 30  acc:    52 /    52 = 100.000
1, 31  acc:    16 /    16 = 100.000
1, 32  acc:  3145 /  3153 =  99.746
1, 33  acc:   164 /   164 = 100.000
1, 34  acc:   152 /   152 = 100.000
1, 35  acc:    62 /    62 = 100.000
1, 36  acc:   131 /   131 = 100.000
1, 37  acc:    11 /    11 = 100.000
1, 38  acc:    53 /    53 = 100.000
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   685 /   687 =  99.709
1, 41  acc:    39 /    39 = 100.000
1, 42  acc:    24 /    24 = 100.000
1, 43  acc:    29 /    29 = 100.000
1, 44  acc:    48 /    49 =  97.959
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    24 /    24 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1018 /  1018 = 100.000
1, 49  acc:    23 /    23 = 100.000
1, 50  acc:    68 /    68 = 100.000
1, 51  acc:    39 /    39 = 100.000
1, 52  acc:    42 /    42 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    66 /    66 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   794 /   797 =  99.624
1, 57  acc:    34 /    34 = 100.000
1, 58  acc:    28 /    28 = 100.000
1, 59  acc:    28 /    28 = 100.000
1, 60  acc:    72 /    72 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    38 /    39 =  97.436
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10717 / 10741 =  99.777
1, 65  acc:  1498 /  1501 =  99.800
1, 66  acc:   952 /   960 =  99.167
1, 67  acc:   401 /   403 =  99.504
1, 68  acc:   472 /   473 =  99.789
1, 69  acc:    83 /    84 =  98.810
1, 70  acc:   146 /   146 = 100.000
1, 71  acc:    35 /    35 = 100.000
1, 72  acc:   199 /   199 = 100.000
1, 73  acc:    12 /    12 = 100.000
1, 74  acc:    11 /    11 = 100.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    31 /    31 = 100.000
1, 77  acc:    14 /    14 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:    12 /    12 = 100.000
1, 80  acc:   420 /   423 =  99.291
1, 81  acc:    52 /    52 = 100.000
1, 82  acc:   117 /   117 = 100.000
1, 83  acc:    16 /    16 = 100.000
1, 84  acc:    19 /    19 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    37 /    37 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    43 /    43 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:    10 /    10 = 100.000
1, 93  acc:    12 /    12 = 100.000
1, 94  acc:   325 /   325 = 100.000
1, 95  acc:    43 /    43 = 100.000
1, 96  acc:    19 /    19 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    39 /    39 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    45 /    45 = 100.000
1, 101  acc:    15 /    15 = 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:    45 /    45 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    57 /    57 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    18 /    18 = 100.000
1, 111  acc:     8 /     8 = 100.000
1, 112  acc:    24 /    24 = 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: 17944 / 17988 =  99.755
1, 118  acc:  4426 /  4436 =  99.775
1, 119  acc:  1100 /  1103 =  99.728
1, 120  acc:  1133 /  1133 = 100.000
1, 121  acc:   331 /   332 =  99.699
1, 122  acc:   153 /   153 = 100.000
1, 123  acc:    47 /    47 = 100.000
1, 124  acc:    74 /    74 = 100.000
1, 125  acc:  1158 /  1160 =  99.828
1, 126  acc:   302 /   306 =  98.693
1, 127  acc:    59 /    59 = 100.000
1, 128  acc:    86 /    87 =  98.851
1, 129  acc:    24 /    24 = 100.000
1, 130  acc:    24 /    24 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    21 /    21 = 100.000
1, 133  acc:  1047 /  1049 =  99.809
1, 134  acc:   216 /   216 = 100.000
1, 135  acc:    80 /    81 =  98.765
1, 136  acc:   101 /   101 = 100.000
1, 137  acc:    17 /    17 = 100.000
1, 138  acc:    11 /    11 = 100.000
1, 139  acc:    13 /    13 = 100.000
1, 140  acc:     7 /     7 = 100.000
1, 141  acc:   273 /   273 = 100.000
1, 142  acc:    42 /    42 = 100.000
1, 143  acc:     8 /     8 = 100.000
1, 144  acc:     8 /     8 = 100.000
1, 145  acc:    12 /    12 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     9 /     9 = 100.000
1, 148  acc:   418 /   420 =  99.524
1, 149  acc:    54 /    54 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:    50 /    50 = 100.000
1, 152  acc:    13 /    13 = 100.000
1, 153  acc:    12 /    13 =  92.308
1, 154  acc:    94 /    94 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    20 /    20 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    59 /    59 = 100.000
1, 160  acc:     6 /     6 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     8 /     8 = 100.000
1, 164  acc:    57 /    57 = 100.000
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:  7183 /  7204 =  99.708
1, 170  acc:  1475 /  1479 =  99.730
1, 171  acc:   540 /   540 = 100.000
1, 172  acc:   467 /   471 =  99.151
1, 173  acc:   128 /   128 = 100.000
1, 174  acc:    15 /    15 = 100.000
1, 175  acc:    15 /    15 = 100.000
1, 176  acc:   107 /   107 = 100.000
1, 177  acc:   180 /   180 = 100.000
1, 178  acc:    19 /    19 = 100.000
1, 179  acc:    21 /    22 =  95.455
1, 180  acc:    17 /    17 = 100.000
1, 181  acc:    17 /    17 = 100.000
1, 182  acc:    16 /    16 = 100.000
1, 183  acc:    31 /    31 = 100.000
1, 184  acc:   287 /   288 =  99.653
1, 185  acc:    60 /    60 = 100.000
1, 186  acc:    35 /    35 = 100.000
1, 187  acc:    25 /    25 = 100.000
1, 188  acc:    17 /    17 = 100.000
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:    24 /    24 = 100.000
1, 191  acc:    12 /    12 = 100.000
1, 192  acc:    20 /    20 = 100.000
1, 193  acc:    12 /    12 = 100.000
1, 194  acc:    13 /    13 = 100.000
1, 195  acc:    15 /    16 =  93.750
1, 196  acc:   212 /   213 =  99.531
1, 197  acc:    27 /    27 = 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:    19 /    19 = 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:    44 /    44 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     8 /     8 = 100.000
1, 212  acc:    15 /    15 = 100.000
1, 213  acc:    30 /    30 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     6 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    24 /    24 = 100.000
1, 218  acc:    27 /    27 = 100.000
1, 219  acc:    15 /    15 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 264139 / 269038 =  98.179
Robust  acc:     0 /   175 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24966 / 25373 =  98.396
0, 1  acc: 30811 / 31282 =  98.494
0, 2  acc:  6048 /  6155 =  98.262
0, 3  acc: 23921 / 24292 =  98.473
0, 4  acc: 10662 / 10829 =  98.458
0, 5  acc:  5465 /  5541 =  98.628
0, 6  acc:  6674 /  6785 =  98.364
0, 7  acc: 11830 / 12016 =  98.452
1, 0  acc:  4372 /  4437 =  98.535
1, 1  acc:  4884 /  4962 =  98.428
1, 2  acc:  2232 /  2265 =  98.543
1, 3  acc:  2408 /  2446 =  98.446
1, 4  acc:  3075 /  3125 =  98.400
1, 5  acc:   988 /  1003 =  98.504
1, 6  acc:  3069 /  3111 =  98.650
1, 7  acc:  4618 /  4682 =  98.633
--------------------------------------
Average acc: 146023 / 148304 =  98.462
Robust  acc:  6048 /  6155 =  98.262
--------------------------------------
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 9:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:     0 / 12092 =   0.000
0, 1  acc:     0 / 14179 =   0.000
0, 2  acc:     0 /  3210 =   0.000
0, 3  acc:     0 / 12101 =   0.000
0, 4  acc:     0 /  5355 =   0.000
0, 5  acc:     0 /  2980 =   0.000
0, 6  acc:     0 /  3335 =   0.000
0, 7  acc:     0 /  5723 =   0.000
1, 0  acc:  2203 /  2203 = 100.000
1, 1  acc:  2270 /  2270 = 100.000
1, 2  acc:  1216 /  1216 = 100.000
1, 3  acc:  1260 /  1260 = 100.000
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: 12879 / 71854 =  17.924
Robust  acc:     0 / 12092 =   0.000
------------------------------------
replace: True
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=None-cw=0.5-sud=0-me=10-bst=64-o=AdamW-lr=0.0001-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=9-cpre=-1-cpb=-1.pt
