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# mobilenetv2-typecoffee-4

This model is a fine-tuned version of [google/mobilenet_v2_1.0_224](https://huggingface.co/google/mobilenet_v2_1.0_224) on the Master-Rapha7/TypeCoffee_64x64 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5280
- Accuracy: 0.8581
- Precision: 0.8602
- Recall: 0.8599
- F1: 0.8583
- Precision Durariadorio 64x64: 0.7963
- Recall Durariadorio 64x64: 0.8958
- F1 Durariadorio 64x64: 0.8431
- Precision Mole 64x64: 0.9385
- Recall Mole 64x64: 0.8472
- F1 Mole 64x64: 0.8905
- Precision Quebrado 64x64: 0.8671
- Recall Quebrado 64x64: 0.8611
- F1 Quebrado 64x64: 0.8641
- Precision Riadorio 64x64: 0.8029
- Recall Riadorio 64x64: 0.7237
- F1 Riadorio 64x64: 0.7612
- Precision Riofechado 64x64: 0.8961
- Recall Riofechado 64x64: 0.9718
- F1 Riofechado 64x64: 0.9324

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 150.0

### Training results

| Training Loss | Epoch | Step  | Validation Loss | Accuracy | Precision | Recall | F1     | Precision Durariadorio 64x64 | Recall Durariadorio 64x64 | F1 Durariadorio 64x64 | Precision Mole 64x64 | Recall Mole 64x64 | F1 Mole 64x64 | Precision Quebrado 64x64 | Recall Quebrado 64x64 | F1 Quebrado 64x64 | Precision Riadorio 64x64 | Recall Riadorio 64x64 | F1 Riadorio 64x64 | Precision Riofechado 64x64 | Recall Riofechado 64x64 | F1 Riofechado 64x64 |
|:-------------:|:-----:|:-----:|:---------------:|:--------:|:---------:|:------:|:------:|:----------------------------:|:-------------------------:|:---------------------:|:--------------------:|:-----------------:|:-------------:|:------------------------:|:---------------------:|:-----------------:|:------------------------:|:---------------------:|:-----------------:|:--------------------------:|:-----------------------:|:-------------------:|
| 1.1481        | 1.0   | 364   | 1.3938          | 0.3609   | 0.4758    | 0.3633 | 0.3250 | 0.3093                       | 0.2083                    | 0.2490                | 0.2604               | 0.8264            | 0.3960        | 0.7391                   | 0.5903                | 0.6564            | 0.3429                   | 0.0789                | 0.1283            | 0.7273                     | 0.1127                  | 0.1951              |
| 1.0723        | 2.0   | 728   | 1.1584          | 0.5399   | 0.6226    | 0.5421 | 0.5264 | 0.4620                       | 0.5486                    | 0.5016                | 0.6638               | 0.5347            | 0.5923        | 0.9070                   | 0.2708                | 0.4171            | 0.6321                   | 0.4408                | 0.5194            | 0.4483                     | 0.9155                  | 0.6019              |
| 0.7898        | 3.0   | 1092  | 0.6299          | 0.7741   | 0.8007    | 0.7769 | 0.7725 | 0.5853                       | 0.8819                    | 0.7036                | 0.88                 | 0.6111            | 0.7213        | 0.8314                   | 0.9931                | 0.9051            | 0.7615                   | 0.5461                | 0.6360            | 0.9453                     | 0.8521                  | 0.8963              |
| 0.7548        | 4.0   | 1456  | 0.5709          | 0.8003   | 0.8014    | 0.8040 | 0.7931 | 0.7044                       | 0.7778                    | 0.7393                | 0.7815               | 0.8194            | 0.8           | 0.8402                   | 0.9861                | 0.9073            | 0.8172                   | 0.5                   | 0.6204            | 0.8636                     | 0.9366                  | 0.8986              |
| 0.9531        | 5.0   | 1820  | 2.1597          | 0.4559   | 0.5832    | 0.4511 | 0.4305 | 0.5                          | 0.3819                    | 0.4331                | 0.4241               | 0.5625            | 0.4836        | 0.9667                   | 0.2014                | 0.3333            | 0.3810                   | 0.8421                | 0.5246            | 0.6441                     | 0.2676                  | 0.3781              |
| 0.5557        | 6.0   | 2184  | 0.7730          | 0.7052   | 0.7442    | 0.7074 | 0.6834 | 0.9130                       | 0.2917                    | 0.4421                | 0.5650               | 0.875             | 0.6866        | 0.7598                   | 0.9444                | 0.8421            | 0.6829                   | 0.5526                | 0.6109            | 0.8                        | 0.8732                  | 0.8350              |
| 0.6538        | 7.0   | 2548  | 1.9892          | 0.4408   | 0.6329    | 0.4432 | 0.3945 | 0.3541                       | 0.9097                    | 0.5097                | 0.4204               | 0.6597            | 0.5135        | 1.0                      | 0.0972                | 0.1772            | 0.7143                   | 0.1974                | 0.3093            | 0.6757                     | 0.3521                  | 0.4630              |
| 0.6547        | 8.0   | 2912  | 0.8791          | 0.7534   | 0.7689    | 0.7552 | 0.7392 | 0.8116                       | 0.3889                    | 0.5258                | 0.8686               | 0.8264            | 0.8470        | 0.8103                   | 0.9792                | 0.8868            | 0.7206                   | 0.6447                | 0.6806            | 0.6333                     | 0.9366                  | 0.7557              |
| 0.6081        | 9.0   | 3276  | 0.9145          | 0.7204   | 0.7610    | 0.7211 | 0.7197 | 0.8                          | 0.5                       | 0.6154                | 0.9160               | 0.7569            | 0.8289        | 0.5902                   | 1.0                   | 0.7423            | 0.6149                   | 0.6513                | 0.6326            | 0.8839                     | 0.6972                  | 0.7795              |
| 0.4939        | 10.0  | 3640  | 1.0787          | 0.6763   | 0.7720    | 0.6816 | 0.6545 | 0.9344                       | 0.3958                    | 0.5561                | 0.4764               | 0.9792            | 0.6409        | 0.8889                   | 0.7778                | 0.8296            | 0.84                     | 0.2763                | 0.4158            | 0.7202                     | 0.9789                  | 0.8299              |
| 0.5342        | 11.0  | 4004  | 1.0320          | 0.7052   | 0.7919    | 0.7079 | 0.6955 | 0.4844                       | 0.9722                    | 0.6467                | 0.9423               | 0.3403            | 0.5           | 0.8777                   | 0.8472                | 0.8622            | 0.8652                   | 0.5066                | 0.6390            | 0.7898                     | 0.8732                  | 0.8294              |
| 0.4245        | 12.0  | 4368  | 1.6048          | 0.6391   | 0.7139    | 0.6422 | 0.6172 | 0.8125                       | 0.2708                    | 0.4062                | 0.8763               | 0.5903            | 0.7054        | 0.675                    | 0.9375                | 0.7849            | 0.7283                   | 0.4408                | 0.5492            | 0.4775                     | 0.9718                  | 0.6404              |
| 0.47          | 13.0  | 4732  | 1.3465          | 0.6570   | 0.7300    | 0.6616 | 0.6355 | 0.5789                       | 0.7639                    | 0.6587                | 0.9636               | 0.3681            | 0.5327        | 0.8165                   | 0.8958                | 0.8543            | 0.7656                   | 0.3224                | 0.4537            | 0.5251                     | 0.9577                  | 0.6783              |
| 0.3446        | 14.0  | 5096  | 1.4362          | 0.6116   | 0.7217    | 0.6087 | 0.6093 | 0.8315                       | 0.5139                    | 0.6352                | 0.8333               | 0.7292            | 0.7778        | 0.9574                   | 0.3125                | 0.4712            | 0.4328                   | 0.8684                | 0.5777            | 0.5535                     | 0.6197                  | 0.5847              |
| 0.5964        | 15.0  | 5460  | 0.7144          | 0.7617   | 0.7975    | 0.7626 | 0.7612 | 0.6280                       | 0.9028                    | 0.7407                | 0.7065               | 0.9028            | 0.7927        | 0.8810                   | 0.7708                | 0.8222            | 0.7951                   | 0.6382                | 0.7080            | 0.9770                     | 0.5986                  | 0.7424              |
| 0.4593        | 16.0  | 5824  | 0.8750          | 0.7672   | 0.7855    | 0.7698 | 0.7641 | 0.8584                       | 0.6736                    | 0.7549                | 0.7665               | 0.8889            | 0.8232        | 0.8168                   | 0.7431                | 0.7782            | 0.8318                   | 0.5855                | 0.6873            | 0.6538                     | 0.9577                  | 0.7771              |
| 0.4267        | 17.0  | 6188  | 0.7799          | 0.7534   | 0.8171    | 0.7525 | 0.7514 | 0.9275                       | 0.4444                    | 0.6009                | 0.9902               | 0.7014            | 0.8211        | 0.7114                   | 0.9931                | 0.8290            | 0.5541                   | 0.8421                | 0.6684            | 0.9024                     | 0.7817                  | 0.8377              |
| 0.5223        | 18.0  | 6552  | 0.7103          | 0.7810   | 0.7983    | 0.7814 | 0.7848 | 0.7671                       | 0.7778                    | 0.7724                | 0.8704               | 0.6528            | 0.7460        | 0.8741                   | 0.8681                | 0.8711            | 0.6042                   | 0.7632                | 0.6744            | 0.8759                     | 0.8451                  | 0.8602              |
| 0.4332        | 19.0  | 6916  | 0.8565          | 0.7879   | 0.7985    | 0.7891 | 0.7781 | 0.8947                       | 0.4722                    | 0.6182                | 0.7593               | 0.8542            | 0.8039        | 0.8528                   | 0.9653                | 0.9055            | 0.7032                   | 0.7171                | 0.7101            | 0.7824                     | 0.9366                  | 0.8526              |
| 0.5014        | 20.0  | 7280  | 0.8282          | 0.7810   | 0.8140    | 0.7822 | 0.7774 | 0.6895                       | 0.9097                    | 0.7844                | 1.0                  | 0.5625            | 0.72          | 0.8852                   | 0.75                  | 0.8120            | 0.7842                   | 0.7171                | 0.7491            | 0.7113                     | 0.9718                  | 0.8214              |
| 0.3175        | 21.0  | 7644  | 2.0891          | 0.6019   | 0.7480    | 0.6007 | 0.5468 | 0.9048                       | 0.1319                    | 0.2303                | 0.9697               | 0.2222            | 0.3616        | 0.5275                   | 1.0                   | 0.6906            | 0.4595                   | 0.7829                | 0.5791            | 0.8786                     | 0.8662                  | 0.8723              |
| 0.386         | 22.0  | 8008  | 2.6377          | 0.4725   | 0.7236    | 0.4744 | 0.4505 | 0.8889                       | 0.1667                    | 0.2807                | 0.8087               | 0.6458            | 0.7181        | 0.88                     | 0.1528                | 0.2604            | 0.7442                   | 0.4211                | 0.5378            | 0.2960                     | 0.9859                  | 0.4553              |
| 0.3569        | 23.0  | 8372  | 1.2083          | 0.7438   | 0.8051    | 0.7432 | 0.7255 | 0.9487                       | 0.2569                    | 0.4044                | 0.75                 | 0.8542            | 0.7987        | 0.8712                   | 0.9861                | 0.9251            | 0.5210                   | 0.8158                | 0.6359            | 0.9344                     | 0.8028                  | 0.8636              |
| 0.4323        | 24.0  | 8736  | 0.6160          | 0.8347   | 0.8466    | 0.8363 | 0.8360 | 0.9153                       | 0.75                      | 0.8244                | 0.7297               | 0.9375            | 0.8207        | 0.8654                   | 0.9375                | 0.9               | 0.7465                   | 0.6974                | 0.7211            | 0.976                      | 0.8592                  | 0.9139              |
| 0.4918        | 25.0  | 9100  | 2.0400          | 0.6763   | 0.7469    | 0.6786 | 0.6300 | 0.9444                       | 0.1181                    | 0.2099                | 0.6755               | 0.8819            | 0.7651        | 0.8377                   | 0.8958                | 0.8658            | 0.7455                   | 0.5395                | 0.6260            | 0.5312                     | 0.9577                  | 0.6834              |
| 0.4046        | 26.0  | 9464  | 1.0405          | 0.7493   | 0.8171    | 0.7485 | 0.7405 | 0.7727                       | 0.7083                    | 0.7391                | 1.0                  | 0.3333            | 0.5           | 0.8571                   | 0.9167                | 0.8859            | 0.5198                   | 0.8618                | 0.6485            | 0.9357                     | 0.9225                  | 0.9291              |
| 0.3128        | 27.0  | 9828  | 1.1911          | 0.7410   | 0.7797    | 0.7414 | 0.7333 | 0.9180                       | 0.3889                    | 0.5463                | 0.8074               | 0.7569            | 0.7814        | 0.8865                   | 0.8681                | 0.8772            | 0.5556                   | 0.7566                | 0.6407            | 0.7308                     | 0.9366                  | 0.8210              |
| 0.2976        | 28.0  | 10192 | 1.6928          | 0.6694   | 0.7389    | 0.6709 | 0.6448 | 0.9655                       | 0.1944                    | 0.3237                | 0.5631               | 0.8056            | 0.6629        | 0.7527                   | 0.9722                | 0.8485            | 0.4780                   | 0.5724                | 0.5210            | 0.9350                     | 0.8099                  | 0.8679              |
| 0.3439        | 29.0  | 10556 | 1.2054          | 0.7328   | 0.7920    | 0.7337 | 0.7183 | 0.9583                       | 0.3194                    | 0.4792                | 0.8497               | 0.9028            | 0.8754        | 0.88                     | 0.7639                | 0.8178            | 0.72                     | 0.7105                | 0.7152            | 0.552                      | 0.9718                  | 0.7041              |
| 0.2825        | 30.0  | 10920 | 0.7000          | 0.8209   | 0.8385    | 0.8220 | 0.8169 | 0.9659                       | 0.5903                    | 0.7328                | 0.7514               | 0.9236            | 0.8287        | 0.7901                   | 0.9931                | 0.88              | 0.7671                   | 0.7368                | 0.7517            | 0.9179                     | 0.8662                  | 0.8913              |
| 0.368         | 31.0  | 11284 | 1.3418          | 0.6791   | 0.7540    | 0.6799 | 0.6625 | 0.5847                       | 0.7431                    | 0.6544                | 1.0                  | 0.2847            | 0.4432        | 0.9279                   | 0.7153                | 0.8078            | 0.6732                   | 0.6776                | 0.6754            | 0.5840                     | 0.9789                  | 0.7316              |
| 0.3205        | 32.0  | 11648 | 0.6867          | 0.8099   | 0.8408    | 0.8110 | 0.8065 | 0.6377                       | 0.9167                    | 0.7521                | 0.8590               | 0.9306            | 0.8933        | 0.8528                   | 0.9653                | 0.9055            | 0.8547                   | 0.6579                | 0.7435            | 1.0                        | 0.5845                  | 0.7378              |
| 0.308         | 33.0  | 12012 | 2.3068          | 0.6488   | 0.7220    | 0.6487 | 0.6079 | 0.7053                       | 0.4653                    | 0.5607                | 1.0                  | 0.1597            | 0.2754        | 0.7391                   | 0.9444                | 0.8293            | 0.4955                   | 0.7303                | 0.5904            | 0.67                       | 0.9437                  | 0.7836              |
| 0.4305        | 34.0  | 12376 | 0.5981          | 0.8209   | 0.8234    | 0.8246 | 0.8158 | 0.8333                       | 0.8681                    | 0.8503                | 0.7326               | 0.9514            | 0.8278        | 0.8639                   | 0.8819                | 0.8729            | 0.7723                   | 0.5132                | 0.6166            | 0.9149                     | 0.9085                  | 0.9117              |
| 0.326         | 35.0  | 12740 | 2.0705          | 0.5937   | 0.7128    | 0.5948 | 0.5693 | 0.4230                       | 0.8958                    | 0.5746                | 0.6044               | 0.9444            | 0.7371        | 0.8378                   | 0.2153                | 0.3425            | 0.8434                   | 0.4605                | 0.5957            | 0.8553                     | 0.4577                  | 0.5963              |
| 0.247         | 36.0  | 13104 | 1.2846          | 0.7066   | 0.7747    | 0.7047 | 0.7113 | 0.7516                       | 0.8194                    | 0.7841                | 0.8188               | 0.7847            | 0.8014        | 0.8721                   | 0.5208                | 0.6522            | 0.4904                   | 0.8421                | 0.6199            | 0.9405                     | 0.5563                  | 0.6991              |
| 0.2769        | 37.0  | 13468 | 1.9667          | 0.6143   | 0.6984    | 0.6169 | 0.6059 | 0.7358                       | 0.5417                    | 0.624                 | 0.4434               | 0.9792            | 0.6104        | 0.8413                   | 0.3681                | 0.5121            | 0.7619                   | 0.4211                | 0.5424            | 0.7097                     | 0.7746                  | 0.7407              |
| 0.2787        | 38.0  | 13832 | 0.6121          | 0.8361   | 0.8412    | 0.8377 | 0.8361 | 0.7771                       | 0.8472                    | 0.8106                | 0.9237               | 0.8403            | 0.88          | 0.8671                   | 0.8611                | 0.8641            | 0.8571                   | 0.7105                | 0.7770            | 0.7811                     | 0.9296                  | 0.8489              |
| 0.2929        | 39.0  | 14196 | 0.9656          | 0.7245   | 0.8110    | 0.7252 | 0.7242 | 0.9333                       | 0.3889                    | 0.5490                | 0.9516               | 0.8194            | 0.8806        | 0.9167                   | 0.6875                | 0.7857            | 0.7603                   | 0.7303                | 0.7450            | 0.4931                     | 1.0                     | 0.6605              |
| 0.2187        | 40.0  | 14560 | 1.1442          | 0.7190   | 0.7916    | 0.7177 | 0.7162 | 0.8142                       | 0.6389                    | 0.7160                | 1.0                  | 0.4375            | 0.6087        | 0.6814                   | 0.9653                | 0.7989            | 0.5359                   | 0.8355                | 0.6530            | 0.9266                     | 0.7113                  | 0.8048              |
| 0.333         | 41.0  | 14924 | 1.3527          | 0.6639   | 0.7567    | 0.6622 | 0.6582 | 0.7623                       | 0.6458                    | 0.6992                | 1.0                  | 0.375             | 0.5455        | 0.8876                   | 0.5486                | 0.6781            | 0.4944                   | 0.8684                | 0.6301            | 0.6392                     | 0.8732                  | 0.7381              |
| 0.2879        | 42.0  | 15288 | 0.5472          | 0.8581   | 0.8593    | 0.8596 | 0.8591 | 0.8944                       | 0.8819                    | 0.8881                | 0.9353               | 0.9028            | 0.9187        | 0.8414                   | 0.8472                | 0.8443            | 0.7635                   | 0.7434                | 0.7533            | 0.8618                     | 0.9225                  | 0.8912              |
| 0.3225        | 43.0  | 15652 | 3.7992          | 0.4229   | 0.6611    | 0.4168 | 0.4050 | 0.4272                       | 0.3056                    | 0.3563                | 0.8111               | 0.5069            | 0.6239        | 0.8684                   | 0.2292                | 0.3626            | 0.2896                   | 0.9013                | 0.4384            | 0.9091                     | 0.1408                  | 0.2439              |
| 0.3459        | 44.0  | 16016 | 3.1857          | 0.6350   | 0.7444    | 0.6340 | 0.6105 | 0.9643                       | 0.1875                    | 0.3140                | 0.8455               | 0.6458            | 0.7323        | 0.8660                   | 0.5833                | 0.6971            | 0.5169                   | 0.8026                | 0.6289            | 0.5294                     | 0.9507                  | 0.6801              |
| 0.4206        | 45.0  | 16380 | 1.3051          | 0.7218   | 0.7783    | 0.7231 | 0.7049 | 0.9783                       | 0.3125                    | 0.4737                | 0.86                 | 0.8958            | 0.8776        | 0.7551                   | 0.7708                | 0.7629            | 0.7372                   | 0.6645                | 0.6990            | 0.5610                     | 0.9718                  | 0.7113              |
| 0.3223        | 46.0  | 16744 | 1.1472          | 0.7355   | 0.7930    | 0.7335 | 0.7201 | 0.7342                       | 0.8056                    | 0.7682                | 0.9209               | 0.8889            | 0.9046        | 0.7561                   | 0.8611                | 0.8052            | 0.5541                   | 0.8092                | 0.6578            | 1.0                        | 0.3028                  | 0.4649              |
| 0.3565        | 47.0  | 17108 | 0.9661          | 0.7782   | 0.8263    | 0.7774 | 0.7787 | 0.9351                       | 0.5                       | 0.6516                | 0.76                 | 0.9236            | 0.8339        | 0.8690                   | 0.875                 | 0.8720            | 0.5766                   | 0.8421                | 0.6845            | 0.9907                     | 0.7465                  | 0.8514              |
| 0.1936        | 48.0  | 17472 | 0.6488          | 0.8306   | 0.8447    | 0.8316 | 0.8283 | 0.7616                       | 0.9097                    | 0.8291                | 0.9792               | 0.6528            | 0.7833        | 0.7919                   | 0.9514                | 0.8644            | 0.8394                   | 0.7566                | 0.7958            | 0.8514                     | 0.8873                  | 0.8690              |
| 0.3125        | 49.0  | 17836 | 4.5120          | 0.4738   | 0.7968    | 0.4693 | 0.4270 | 1.0                          | 0.0556                    | 0.1053                | 1.0                  | 0.0694            | 0.1299        | 0.84                     | 0.5833                | 0.6885            | 0.2907                   | 0.9408                | 0.4441            | 0.8534                     | 0.6972                  | 0.7674              |
| 0.286         | 50.0  | 18200 | 1.1066          | 0.7631   | 0.7712    | 0.7643 | 0.7537 | 0.7952                       | 0.4583                    | 0.5815                | 0.8872               | 0.8194            | 0.8520        | 0.7254                   | 0.9722                | 0.8309            | 0.6980                   | 0.6842                | 0.6910            | 0.75                       | 0.8873                  | 0.8129              |
| 0.3194        | 51.0  | 18564 | 1.5146          | 0.6543   | 0.7627    | 0.6513 | 0.6395 | 0.9825                       | 0.3889                    | 0.5572                | 0.7937               | 0.8819            | 0.8355        | 0.6270                   | 0.8056                | 0.7052            | 0.4689                   | 0.8421                | 0.6024            | 0.9412                     | 0.3380                  | 0.4974              |
| 0.2739        | 52.0  | 18928 | 1.0688          | 0.7452   | 0.8069    | 0.7468 | 0.7521 | 0.8534                       | 0.6875                    | 0.7615                | 0.9512               | 0.8125            | 0.8764        | 0.8866                   | 0.5972                | 0.7137            | 0.8264                   | 0.6579                | 0.7326            | 0.5167                     | 0.9789                  | 0.6764              |
| 0.2115        | 53.0  | 19292 | 0.9830          | 0.7837   | 0.8130    | 0.7836 | 0.7858 | 0.7628                       | 0.8264                    | 0.7933                | 0.9780               | 0.6181            | 0.7574        | 0.8780                   | 0.75                  | 0.8090            | 0.6269                   | 0.8289                | 0.7139            | 0.8194                     | 0.8944                  | 0.8552              |
| 0.1773        | 54.0  | 19656 | 1.1812          | 0.7287   | 0.8288    | 0.7274 | 0.7351 | 0.9091                       | 0.625                     | 0.7407                | 1.0                  | 0.4236            | 0.5951        | 0.8730                   | 0.7639                | 0.8148            | 0.4642                   | 0.8947                | 0.6112            | 0.8980                     | 0.9296                  | 0.9135              |
| 0.4166        | 55.0  | 20020 | 0.7748          | 0.7851   | 0.8210    | 0.7854 | 0.7897 | 0.7059                       | 0.8333                    | 0.7643                | 0.9770               | 0.5903            | 0.7359        | 0.85                     | 0.8264                | 0.8380            | 0.6030                   | 0.7895                | 0.6838            | 0.9692                     | 0.8873                  | 0.9265              |
| 0.2494        | 56.0  | 20384 | 0.8547          | 0.7782   | 0.8037    | 0.7787 | 0.7789 | 0.7917                       | 0.7917                    | 0.7917                | 0.9787               | 0.6389            | 0.7731        | 0.8512                   | 0.7153                | 0.7774            | 0.6398                   | 0.7829                | 0.7041            | 0.7569                     | 0.9648                  | 0.8483              |
| 0.2968        | 57.0  | 20748 | 0.7095          | 0.7810   | 0.8145    | 0.7859 | 0.7709 | 0.6422                       | 0.9722                    | 0.7735                | 0.9908               | 0.75              | 0.8538        | 0.7037                   | 0.9236                | 0.7988            | 0.8143                   | 0.375                 | 0.5135            | 0.9214                     | 0.9085                  | 0.9149              |
| 0.2671        | 58.0  | 21112 | 1.2633          | 0.7466   | 0.8275    | 0.7452 | 0.7637 | 0.9263                       | 0.6111                    | 0.7364                | 0.9661               | 0.7917            | 0.8702        | 0.8333                   | 0.7292                | 0.7778            | 0.4746                   | 0.8618                | 0.6121            | 0.9369                     | 0.7324                  | 0.8221              |
| 0.1583        | 59.0  | 21476 | 0.9247          | 0.7879   | 0.8116    | 0.7890 | 0.7865 | 0.7891                       | 0.7014                    | 0.7426                | 0.9892               | 0.6389            | 0.7764        | 0.8497                   | 0.9028                | 0.8754            | 0.7603                   | 0.7303                | 0.7450            | 0.6699                     | 0.9718                  | 0.7931              |
| 0.5213        | 60.0  | 21840 | 2.4814          | 0.6088   | 0.7614    | 0.6051 | 0.6010 | 0.5336                       | 0.8264                    | 0.6485                | 0.9647               | 0.5694            | 0.7162        | 0.8675                   | 0.5                   | 0.6344            | 0.4411                   | 0.8618                | 0.5835            | 1.0                        | 0.2676                  | 0.4222              |
| 0.3362        | 61.0  | 22204 | 0.9654          | 0.7810   | 0.8263    | 0.7810 | 0.7841 | 0.9438                       | 0.5833                    | 0.7210                | 0.9903               | 0.7083            | 0.8259        | 0.6717                   | 0.9236                | 0.7778            | 0.6193                   | 0.8026                | 0.6991            | 0.9065                     | 0.8873                  | 0.8968              |
| 0.3507        | 62.0  | 22568 | 2.6933          | 0.6074   | 0.8067    | 0.6041 | 0.6323 | 0.9677                       | 0.4167                    | 0.5825                | 0.9577               | 0.4722            | 0.6326        | 0.8496                   | 0.6667                | 0.7471            | 0.3495                   | 0.9013                | 0.5037            | 0.9091                     | 0.5634                  | 0.6957              |
| 0.2981        | 63.0  | 22932 | 0.5280          | 0.8581   | 0.8602    | 0.8599 | 0.8583 | 0.7963                       | 0.8958                    | 0.8431                | 0.9385               | 0.8472            | 0.8905        | 0.8671                   | 0.8611                | 0.8641            | 0.8029                   | 0.7237                | 0.7612            | 0.8961                     | 0.9718                  | 0.9324              |
| 0.1905        | 64.0  | 23296 | 1.9495          | 0.6212   | 0.7104    | 0.6198 | 0.6317 | 0.8986                       | 0.4306                    | 0.5822                | 0.7397               | 0.75              | 0.7448        | 0.75                     | 0.5208                | 0.6148            | 0.3925                   | 0.7566                | 0.5169            | 0.7712                     | 0.6408                  | 0.7                 |
| 0.3515        | 65.0  | 23660 | 1.3202          | 0.7066   | 0.7771    | 0.7053 | 0.7020 | 0.8971                       | 0.4236                    | 0.5755                | 0.5947               | 0.9375            | 0.7278        | 0.8321                   | 0.7917                | 0.8114            | 0.5735                   | 0.7961                | 0.6667            | 0.9880                     | 0.5775                  | 0.7289              |
| 0.2444        | 66.0  | 24024 | 9.7033          | 0.3595   | 0.5270    | 0.3560 | 0.2437 | 0.0                          | 0.0                       | 0.0                   | 1.0                  | 0.0069            | 0.0138        | 0.9524                   | 0.1389                | 0.2424            | 0.3538                   | 0.7961                | 0.4899            | 0.3287                     | 0.8380                  | 0.4722              |
| 0.284         | 67.0  | 24388 | 0.5948          | 0.7810   | 0.8167    | 0.7803 | 0.7881 | 0.8158                       | 0.8611                    | 0.8378                | 0.9727               | 0.7431            | 0.8425        | 0.7540                   | 0.6597                | 0.7037            | 0.5837                   | 0.8487                | 0.6917            | 0.9573                     | 0.7887                  | 0.8649              |
| 0.2848        | 68.0  | 24752 | 1.3576          | 0.7727   | 0.8217    | 0.7738 | 0.7511 | 1.0                          | 0.2847                    | 0.4432                | 0.6635               | 0.9722            | 0.7887        | 0.8718                   | 0.9444                | 0.9067            | 0.6158                   | 0.7171                | 0.6626            | 0.9574                     | 0.9507                  | 0.9541              |
| 0.2382        | 69.0  | 25116 | 0.5605          | 0.8485   | 0.8468    | 0.8510 | 0.8469 | 0.8630                       | 0.875                     | 0.8690                | 0.8344               | 0.9444            | 0.8860        | 0.8503                   | 0.8681                | 0.8591            | 0.776                    | 0.6382                | 0.7004            | 0.9103                     | 0.9296                  | 0.9199              |
| 0.3392        | 70.0  | 25480 | 3.4095          | 0.6074   | 0.7559    | 0.6055 | 0.5693 | 0.8056                       | 0.2014                    | 0.3222                | 1.0                  | 0.1875            | 0.3158        | 0.7836                   | 0.9306                | 0.8508            | 0.3772                   | 0.8487                | 0.5223            | 0.8133                     | 0.8592                  | 0.8356              |
| 0.2065        | 71.0  | 25844 | 0.6199          | 0.8264   | 0.8513    | 0.8261 | 0.8323 | 0.8247                       | 0.8819                    | 0.8523                | 0.9767               | 0.875             | 0.9231        | 0.8333                   | 0.7639                | 0.7971            | 0.64                     | 0.8421                | 0.7273            | 0.9820                     | 0.7676                  | 0.8617              |
| 0.2027        | 72.0  | 26208 | 2.3450          | 0.6116   | 0.7172    | 0.6119 | 0.5953 | 0.8125                       | 0.4514                    | 0.5804                | 0.7862               | 0.7917            | 0.7889        | 0.9730                   | 0.25                  | 0.3978            | 0.5650                   | 0.6579                | 0.6079            | 0.4495                     | 0.9085                  | 0.6014              |
| 0.2532        | 73.0  | 26572 | 1.3719          | 0.7452   | 0.8450    | 0.7441 | 0.7545 | 0.9651                       | 0.5764                    | 0.7217                | 0.9857               | 0.4792            | 0.6449        | 0.8844                   | 0.9028                | 0.8935            | 0.4634                   | 0.875                 | 0.6059            | 0.9265                     | 0.8873                  | 0.9065              |
| 0.1423        | 74.0  | 26936 | 1.2969          | 0.7342   | 0.8113    | 0.7327 | 0.7463 | 0.8810                       | 0.5139                    | 0.6491                | 0.9                  | 0.8125            | 0.8540        | 0.8519                   | 0.7986                | 0.8244            | 0.4727                   | 0.8553                | 0.6089            | 0.9510                     | 0.6831                  | 0.7951              |
| 0.1761        | 75.0  | 27300 | 0.5368          | 0.8623   | 0.8682    | 0.8634 | 0.8632 | 0.9492                       | 0.7778                    | 0.8550                | 0.9                  | 0.9375            | 0.9184        | 0.8                      | 0.9167                | 0.8544            | 0.7697                   | 0.7697                | 0.7697            | 0.9220                     | 0.9155                  | 0.9187              |
| 0.3582        | 76.0  | 27664 | 1.1069          | 0.7796   | 0.8323    | 0.7791 | 0.7814 | 0.8812                       | 0.6181                    | 0.7265                | 1.0                  | 0.5625            | 0.72          | 0.8649                   | 0.8889                | 0.8767            | 0.5546                   | 0.8684                | 0.6769            | 0.8608                     | 0.9577                  | 0.9067              |
| 0.1635        | 77.0  | 28028 | 0.9810          | 0.7934   | 0.8106    | 0.7980 | 0.7840 | 0.7647                       | 0.8125                    | 0.7879                | 0.6605               | 0.9861            | 0.7911        | 0.8516                   | 0.9167                | 0.8829            | 0.7922                   | 0.4013                | 0.5328            | 0.9841                     | 0.8732                  | 0.9254              |
| 0.2325        | 78.0  | 28392 | 1.0597          | 0.7879   | 0.8341    | 0.7873 | 0.7961 | 0.9394                       | 0.6458                    | 0.7654                | 0.9652               | 0.7708            | 0.8571        | 0.8605                   | 0.7708                | 0.8132            | 0.5598                   | 0.8618                | 0.6788            | 0.8456                     | 0.8873                  | 0.8660              |
| 0.2405        | 79.0  | 28756 | 2.0543          | 0.6653   | 0.7992    | 0.6629 | 0.6757 | 0.9273                       | 0.3542                    | 0.5126                | 0.8521               | 0.8403            | 0.8462        | 0.8443                   | 0.7153                | 0.7744            | 0.3976                   | 0.8553                | 0.5428            | 0.975                      | 0.5493                  | 0.7027              |
| 0.4338        | 80.0  | 29120 | 1.6266          | 0.7121   | 0.7562    | 0.7119 | 0.6903 | 0.7536                       | 0.3611                    | 0.4883                | 1.0                  | 0.4653            | 0.6351        | 0.7448                   | 0.9931                | 0.8512            | 0.5941                   | 0.7895                | 0.6780            | 0.6888                     | 0.9507                  | 0.7988              |
| 0.189         | 81.0  | 29484 | 0.9406          | 0.7879   | 0.8029    | 0.7923 | 0.7809 | 0.6347                       | 0.9653                    | 0.7658                | 0.8667               | 0.8125            | 0.8387        | 0.8571                   | 0.8333                | 0.8451            | 0.7647                   | 0.4276                | 0.5485            | 0.8912                     | 0.9225                  | 0.9066              |
| 0.275         | 82.0  | 29848 | 0.8044          | 0.7810   | 0.8149    | 0.7814 | 0.7838 | 0.9255                       | 0.6042                    | 0.7311                | 0.6650               | 0.9514            | 0.7829        | 0.8473                   | 0.7708                | 0.8073            | 0.6534                   | 0.7566                | 0.7012            | 0.9832                     | 0.8239                  | 0.8966              |
| 0.2297        | 83.0  | 30212 | 5.9964          | 0.5289   | 0.6712    | 0.5279 | 0.4845 | 0.9333                       | 0.0972                    | 0.1761                | 0.8364               | 0.3194            | 0.4623        | 0.5954                   | 0.5417                | 0.5673            | 0.5904                   | 0.7303                | 0.6529            | 0.4006                     | 0.9507                  | 0.5637              |
| 0.1263        | 84.0  | 30576 | 1.2614          | 0.7493   | 0.7718    | 0.7511 | 0.7400 | 0.8784                       | 0.4514                    | 0.5963                | 0.7778               | 0.9236            | 0.8444        | 0.8571                   | 0.7917                | 0.8231            | 0.7029                   | 0.6382                | 0.6690            | 0.6429                     | 0.9507                  | 0.7670              |
| 0.2283        | 85.0  | 30940 | 0.7674          | 0.8030   | 0.8427    | 0.8027 | 0.8098 | 0.9706                       | 0.6875                    | 0.8049                | 0.9104               | 0.8472            | 0.8777        | 0.7471                   | 0.9028                | 0.8176            | 0.6039                   | 0.8224                | 0.6964            | 0.9817                     | 0.7535                  | 0.8526              |
| 0.1926        | 86.0  | 31304 | 1.0907          | 0.7837   | 0.8336    | 0.7875 | 0.7812 | 0.5703                       | 0.9861                    | 0.7226                | 0.9891               | 0.6319            | 0.7712        | 0.8618                   | 0.9097                | 0.8851            | 0.8488                   | 0.4803                | 0.6134            | 0.8980                     | 0.9296                  | 0.9135              |
| 0.2539        | 87.0  | 31668 | 1.1948          | 0.7782   | 0.8173    | 0.7782 | 0.7832 | 0.9091                       | 0.5556                    | 0.6897                | 0.9147               | 0.8194            | 0.8645        | 0.8582                   | 0.7986                | 0.8273            | 0.5511                   | 0.8158                | 0.6578            | 0.8533                     | 0.9014                  | 0.8767              |
| 0.2203        | 88.0  | 32032 | 0.9832          | 0.7645   | 0.7998    | 0.7644 | 0.7664 | 0.6667                       | 0.9306                    | 0.7768                | 0.9355               | 0.8056            | 0.8657        | 0.7655                   | 0.7708                | 0.7682            | 0.6433                   | 0.7237                | 0.6811            | 0.9882                     | 0.5915                  | 0.7401              |
| 0.2361        | 89.0  | 32396 | 4.8401          | 0.4711   | 0.7411    | 0.4656 | 0.4000 | 1.0                          | 0.1181                    | 0.2112                | 0.9455               | 0.3611            | 0.5226        | 0.5625                   | 0.9375                | 0.7031            | 0.3227                   | 0.8618                | 0.4695            | 0.875                      | 0.0493                  | 0.0933              |
| 0.2091        | 90.0  | 32760 | 1.1061          | 0.7479   | 0.8401    | 0.7469 | 0.7662 | 0.9877                       | 0.5556                    | 0.7111                | 0.9091               | 0.7639            | 0.8302        | 0.8605                   | 0.7708                | 0.8132            | 0.4607                   | 0.8487                | 0.5972            | 0.9826                     | 0.7958                  | 0.8794              |
| 0.2262        | 91.0  | 33124 | 0.9346          | 0.7769   | 0.8112    | 0.7790 | 0.7742 | 0.9451                       | 0.5972                    | 0.7319                | 0.8144               | 0.9444            | 0.8746        | 0.8537                   | 0.7292                | 0.7865            | 0.8291                   | 0.6382                | 0.7212            | 0.6140                     | 0.9859                  | 0.7568              |
| 0.1587        | 92.0  | 33488 | 0.5911          | 0.8747   | 0.8747    | 0.8769 | 0.8738 | 0.9214                       | 0.8958                    | 0.9085                | 0.8476               | 0.9653            | 0.9026        | 0.8553                   | 0.9028                | 0.8784            | 0.8125                   | 0.6842                | 0.7429            | 0.9366                     | 0.9366                  | 0.9366              |
| 0.1668        | 93.0  | 33852 | 1.6945          | 0.6584   | 0.7523    | 0.6569 | 0.6586 | 0.4872                       | 0.9236                    | 0.6379                | 0.8230               | 0.6458            | 0.7237        | 0.8710                   | 0.5625                | 0.6835            | 0.5968                   | 0.7303                | 0.6568            | 0.9836                     | 0.4225                  | 0.5911              |
| 0.1473        | 94.0  | 34216 | 1.6512          | 0.6832   | 0.8307    | 0.6804 | 0.6985 | 0.9620                       | 0.5278                    | 0.6816                | 0.9792               | 0.6528            | 0.7833        | 0.8038                   | 0.8819                | 0.8411            | 0.4085                   | 0.8816                | 0.5583            | 1.0                        | 0.4577                  | 0.6280              |
| 0.2726        | 95.0  | 34580 | 1.9192          | 0.6143   | 0.8272    | 0.6106 | 0.6425 | 0.9545                       | 0.4375                    | 0.6                   | 0.9789               | 0.6458            | 0.7782        | 0.8558                   | 0.6181                | 0.7177            | 0.3467                   | 0.9079                | 0.5018            | 1.0                        | 0.4437                  | 0.6146              |
| 0.2871        | 96.0  | 34944 | 1.9940          | 0.6570   | 0.7514    | 0.6566 | 0.6525 | 0.4792                       | 0.9583                    | 0.6389                | 0.95                 | 0.3958            | 0.5588        | 0.9103                   | 0.4931                | 0.6396            | 0.6545                   | 0.7105                | 0.6814            | 0.7630                     | 0.7254                  | 0.7437              |
| 0.2305        | 97.0  | 35308 | 1.3152          | 0.7080   | 0.8119    | 0.7063 | 0.7285 | 0.9457                       | 0.6042                    | 0.7373                | 0.8992               | 0.8056            | 0.8498        | 0.7949                   | 0.6458                | 0.7126            | 0.4310                   | 0.8421                | 0.5702            | 0.9890                     | 0.6338                  | 0.7725              |
| 0.2465        | 98.0  | 35672 | 1.1943          | 0.7672   | 0.8213    | 0.7656 | 0.7637 | 0.9333                       | 0.6806                    | 0.7871                | 0.8654               | 0.9375            | 0.9           | 0.7288                   | 0.8958                | 0.8037            | 0.5792                   | 0.8421                | 0.6863            | 1.0                        | 0.4718                  | 0.6411              |
| 0.1739        | 99.0  | 36036 | 0.8183          | 0.8264   | 0.8244    | 0.8286 | 0.8254 | 0.8369                       | 0.8194                    | 0.8281                | 0.8693               | 0.9236            | 0.8956        | 0.84                     | 0.875                 | 0.8571            | 0.7424                   | 0.6447                | 0.6901            | 0.8333                     | 0.8803                  | 0.8562              |
| 0.1917        | 100.0 | 36400 | 2.1049          | 0.6901   | 0.7855    | 0.6890 | 0.6700 | 1.0                          | 0.3403                    | 0.5078                | 0.9844               | 0.4375            | 0.6058        | 0.6484                   | 0.9861                | 0.7824            | 0.5385                   | 0.8289                | 0.6528            | 0.7562                     | 0.8521                  | 0.8013              |
| 0.1258        | 101.0 | 36764 | 0.9476          | 0.8264   | 0.8401    | 0.8275 | 0.8227 | 0.8788                       | 0.6042                    | 0.7160                | 0.9669               | 0.8125            | 0.8830        | 0.8313                   | 0.9583                | 0.8903            | 0.7852                   | 0.7697                | 0.7774            | 0.7382                     | 0.9930                  | 0.8468              |
| 0.3102        | 102.0 | 37128 | 2.2261          | 0.6474   | 0.7617    | 0.6454 | 0.6117 | 1.0                          | 0.3611                    | 0.5306                | 0.6832               | 0.9583            | 0.7977        | 0.6296                   | 0.9444                | 0.7556            | 0.4955                   | 0.7237                | 0.5882            | 1.0                        | 0.2394                  | 0.3864              |
| 0.2339        | 103.0 | 37492 | 4.9547          | 0.4394   | 0.7228    | 0.4347 | 0.4335 | 0.8824                       | 0.2083                    | 0.3371                | 0.9                  | 0.25              | 0.3913        | 0.8605                   | 0.2569                | 0.3957            | 0.2753                   | 0.8947                | 0.4211            | 0.6957                     | 0.5634                  | 0.6226              |
| 0.1609        | 104.0 | 37856 | 1.2982          | 0.7700   | 0.8024    | 0.7717 | 0.7664 | 0.975                        | 0.5417                    | 0.6964                | 0.8199               | 0.9167            | 0.8656        | 0.8538                   | 0.7708                | 0.8102            | 0.7319                   | 0.6645                | 0.6966            | 0.6313                     | 0.9648                  | 0.7632              |
| 0.2037        | 105.0 | 38220 | 1.7334          | 0.6736   | 0.8253    | 0.6716 | 0.6974 | 0.9853                       | 0.4653                    | 0.6321                | 0.9176               | 0.5417            | 0.6812        | 0.8534                   | 0.6875                | 0.7615            | 0.3878                   | 0.875                 | 0.5374            | 0.9825                     | 0.7887                  | 0.875               |
| 0.1627        | 106.0 | 38584 | 1.2770          | 0.7906   | 0.8201    | 0.7921 | 0.7798 | 1.0                          | 0.4583                    | 0.6286                | 0.8471               | 0.9236            | 0.8837        | 0.7888                   | 0.8819                | 0.8328            | 0.7714                   | 0.7105                | 0.7397            | 0.6931                     | 0.9859                  | 0.8140              |
| 0.1985        | 107.0 | 38948 | 0.7336          | 0.8223   | 0.8381    | 0.8222 | 0.8258 | 0.8551                       | 0.8194                    | 0.8369                | 0.9044               | 0.8542            | 0.8786        | 0.8038                   | 0.8819                | 0.8411            | 0.6721                   | 0.8092                | 0.7343            | 0.9550                     | 0.7465                  | 0.8379              |
| 0.2462        | 108.0 | 39312 | 0.6392          | 0.8554   | 0.8583    | 0.8581 | 0.8530 | 0.8198                       | 0.9792                    | 0.8924                | 0.9603               | 0.8403            | 0.8963        | 0.8723                   | 0.8542                | 0.8632            | 0.8017                   | 0.6382                | 0.7106            | 0.8373                     | 0.9789                  | 0.9026              |
| 0.165         | 109.0 | 39676 | 4.0560          | 0.6377   | 0.7508    | 0.6394 | 0.6200 | 0.7683                       | 0.4375                    | 0.5575                | 1.0                  | 0.2639            | 0.4176        | 0.8481                   | 0.9306                | 0.8874            | 0.704                    | 0.5789                | 0.6354            | 0.4334                     | 0.9859                  | 0.6022              |
| 0.2116        | 110.0 | 40040 | 3.4035          | 0.5909   | 0.7279    | 0.5878 | 0.5355 | 1.0                          | 0.1597                    | 0.2754                | 0.6885               | 0.875             | 0.7706        | 0.6                      | 0.9167                | 0.7253            | 0.4419                   | 0.7763                | 0.5632            | 0.9091                     | 0.2113                  | 0.3429              |
| 0.1988        | 111.0 | 40404 | 0.9592          | 0.8030   | 0.8312    | 0.8031 | 0.8077 | 0.8462                       | 0.8403                    | 0.8432                | 0.8675               | 0.9097            | 0.8881        | 0.8472                   | 0.8472                | 0.8472            | 0.5949                   | 0.7632                | 0.6686            | 1.0                        | 0.6549                  | 0.7915              |
| 0.1728        | 112.0 | 40768 | 1.4039          | 0.7562   | 0.8180    | 0.7552 | 0.7537 | 0.9252                       | 0.6875                    | 0.7888                | 0.8912               | 0.9097            | 0.9003        | 0.5643                   | 0.9444                | 0.7065            | 0.7091                   | 0.7697                | 0.7382            | 1.0                        | 0.4648                  | 0.6346              |
| 0.2872        | 113.0 | 41132 | 1.0270          | 0.7603   | 0.8068    | 0.7599 | 0.7613 | 0.6453                       | 0.9097                    | 0.7550                | 0.9810               | 0.7153            | 0.8273        | 0.7764                   | 0.8681                | 0.8197            | 0.6441                   | 0.75                  | 0.6930            | 0.9875                     | 0.5563                  | 0.7117              |
| 0.1523        | 114.0 | 41496 | 1.8516          | 0.6873   | 0.7650    | 0.6853 | 0.6985 | 0.6759                       | 0.6806                    | 0.6782                | 0.9231               | 0.75              | 0.8276        | 0.8539                   | 0.5278                | 0.6524            | 0.4659                   | 0.8553                | 0.6032            | 0.9062                     | 0.6127                  | 0.7311              |
| 0.1601        | 115.0 | 41860 | 1.4252          | 0.7686   | 0.8087    | 0.7690 | 0.7453 | 1.0                          | 0.2986                    | 0.4599                | 0.9034               | 0.9097            | 0.9066        | 0.7081                   | 0.9097                | 0.7964            | 0.6941                   | 0.7763                | 0.7329            | 0.7377                     | 0.9507                  | 0.8308              |
| 0.1934        | 116.0 | 42224 | 1.0761          | 0.8003   | 0.8124    | 0.8065 | 0.7753 | 0.6792                       | 1.0                       | 0.8090                | 0.8571               | 0.9167            | 0.8859        | 0.8366                   | 0.8889                | 0.8620            | 0.8235                   | 0.2763                | 0.4138            | 0.8654                     | 0.9507                  | 0.9060              |
| 0.1296        | 117.0 | 42588 | 0.9574          | 0.8182   | 0.8567    | 0.8181 | 0.8211 | 0.9759                       | 0.5625                    | 0.7137                | 0.9538               | 0.8611            | 0.9051        | 0.8280                   | 0.9028                | 0.8638            | 0.5972                   | 0.8487                | 0.7011            | 0.9286                     | 0.9155                  | 0.9220              |
| 0.1667        | 118.0 | 42952 | 1.5463          | 0.7052   | 0.7376    | 0.7064 | 0.7098 | 0.7218                       | 0.6667                    | 0.6931                | 0.655                | 0.9097            | 0.7616        | 0.8469                   | 0.5764                | 0.6860            | 0.5167                   | 0.6118                | 0.5602            | 0.9478                     | 0.7676                  | 0.8482              |
| 0.1485        | 119.0 | 43316 | 4.6610          | 0.5207   | 0.6658    | 0.5226 | 0.4893 | 0.8788                       | 0.2014                    | 0.3277                | 0.8571               | 0.2917            | 0.4352        | 0.4098                   | 0.9306                | 0.5690            | 0.6966                   | 0.4079                | 0.5145            | 0.4868                     | 0.7817                  | 0.6                 |
| 0.1318        | 120.0 | 43680 | 1.0993          | 0.7893   | 0.8193    | 0.7892 | 0.7906 | 0.9444                       | 0.5903                    | 0.7265                | 0.8929               | 0.8681            | 0.8803        | 0.8455                   | 0.7222                | 0.7790            | 0.6029                   | 0.8289                | 0.6981            | 0.8110                     | 0.9366                  | 0.8693              |
| 0.2371        | 121.0 | 44044 | 8.0913          | 0.4972   | 0.6707    | 0.4972 | 0.4656 | 0.8333                       | 0.1042                    | 0.1852                | 0.7805               | 0.4444            | 0.5664        | 0.8070                   | 0.3194                | 0.4577            | 0.5864                   | 0.625                 | 0.6051            | 0.3464                     | 0.9930                  | 0.5137              |
| 0.1721        | 122.0 | 44408 | 1.0303          | 0.8168   | 0.8227    | 0.8183 | 0.8150 | 0.8909                       | 0.6806                    | 0.7717                | 0.9                  | 0.9375            | 0.9184        | 0.7711                   | 0.8889                | 0.8258            | 0.7970                   | 0.6974                | 0.7439            | 0.7545                     | 0.8873                  | 0.8155              |
| 0.3003        | 123.0 | 44772 | 4.5488          | 0.4339   | 0.7836    | 0.4344 | 0.4222 | 0.85                         | 0.2361                    | 0.3696                | 1.0                  | 0.2569            | 0.4088        | 1.0                      | 0.1597                | 0.2754            | 0.8                      | 0.5263                | 0.6349            | 0.2681                     | 0.9930                  | 0.4222              |
| 0.1306        | 124.0 | 45136 | 1.0231          | 0.7879   | 0.8620    | 0.7868 | 0.8018 | 0.9789                       | 0.6458                    | 0.7782                | 1.0                  | 0.7986            | 0.8880        | 0.8113                   | 0.8958                | 0.8515            | 0.5197                   | 0.8684                | 0.6502            | 1.0                        | 0.7254                  | 0.8408              |
| 0.1423        | 125.0 | 45500 | 0.9325          | 0.8168   | 0.8355    | 0.8174 | 0.8180 | 0.7950                       | 0.8889                    | 0.8393                | 1.0                  | 0.7847            | 0.8794        | 0.9083                   | 0.6875                | 0.7826            | 0.7186                   | 0.7895                | 0.7524            | 0.7557                     | 0.9366                  | 0.8365              |
| 0.1867        | 126.0 | 45864 | 3.4378          | 0.6804   | 0.7780    | 0.6803 | 0.6426 | 0.6957                       | 0.7778                    | 0.7344                | 1.0                  | 0.0833            | 0.1538        | 0.8408                   | 0.9167                | 0.8771            | 0.4346                   | 0.7434                | 0.5485            | 0.9191                     | 0.8803                  | 0.8993              |
| 0.1402        | 127.0 | 46228 | 2.3312          | 0.7025   | 0.8111    | 0.7014 | 0.6846 | 1.0                          | 0.2014                    | 0.3353                | 0.9596               | 0.6597            | 0.7819        | 0.7895                   | 0.9375                | 0.8571            | 0.4523                   | 0.8421                | 0.5885            | 0.8542                     | 0.8662                  | 0.8601              |
| 0.2222        | 128.0 | 46592 | 2.4998          | 0.7300   | 0.7824    | 0.7298 | 0.6892 | 1.0                          | 0.1597                    | 0.2754                | 0.7389               | 0.9236            | 0.8210        | 0.7616                   | 0.9097                | 0.8291            | 0.6010                   | 0.7829                | 0.68              | 0.8105                     | 0.8732                  | 0.8407              |
| 0.1835        | 129.0 | 46956 | 5.8303          | 0.4435   | 0.4147    | 0.4381 | 0.3798 | 0.4444                       | 0.6111                    | 0.5146                | 0.7736               | 0.5694            | 0.656         | 0.0                      | 0.0                   | 0.0               | 0.3439                   | 0.8553                | 0.4906            | 0.5116                     | 0.1549                  | 0.2378              |
| 0.2269        | 130.0 | 47320 | 2.9031          | 0.6240   | 0.7550    | 0.6222 | 0.6167 | 0.9512                       | 0.2708                    | 0.4216                | 0.9062               | 0.6042            | 0.725         | 0.8571                   | 0.5                   | 0.6316            | 0.4175                   | 0.8487                | 0.5597            | 0.6429                     | 0.8873                  | 0.7456              |
| 0.136         | 131.0 | 47684 | 1.6164          | 0.6653   | 0.7618    | 0.6647 | 0.6609 | 0.8721                       | 0.5208                    | 0.6522                | 0.9364               | 0.7153            | 0.8110        | 0.9298                   | 0.3681                | 0.5274            | 0.5613                   | 0.7829                | 0.6538            | 0.5096                     | 0.9366                  | 0.6600              |
| 0.1439        | 132.0 | 48048 | 2.2665          | 0.6983   | 0.7866    | 0.6974 | 0.6912 | 0.9756                       | 0.2778                    | 0.4324                | 0.8105               | 0.8611            | 0.8350        | 0.8559                   | 0.7014                | 0.7710            | 0.4542                   | 0.8158                | 0.5835            | 0.8369                     | 0.8310                  | 0.8339              |
| 0.1593        | 133.0 | 48412 | 0.8721          | 0.8347   | 0.8601    | 0.8347 | 0.8420 | 0.8971                       | 0.8472                    | 0.8714                | 0.9143               | 0.8889            | 0.9014        | 0.875                    | 0.7778                | 0.8235            | 0.6225                   | 0.8355                | 0.7135            | 0.9915                     | 0.8239                  | 0.9                 |
| 0.202         | 134.0 | 48776 | 0.7894          | 0.8182   | 0.8372    | 0.8188 | 0.8206 | 0.9394                       | 0.6458                    | 0.7654                | 0.8649               | 0.8889            | 0.8767        | 0.8696                   | 0.8333                | 0.8511            | 0.6316                   | 0.7895                | 0.7018            | 0.8808                     | 0.9366                  | 0.9078              |
| 0.7143        | 135.0 | 49140 | 2.3021          | 0.6708   | 0.7874    | 0.6693 | 0.6432 | 0.5278                       | 0.9236                    | 0.6717                | 1.0                  | 0.1597            | 0.2754        | 0.8662                   | 0.8542                | 0.8601            | 0.5430                   | 0.7895                | 0.6434            | 1.0                        | 0.6197                  | 0.7652              |
| 0.1899        | 136.0 | 49504 | 1.6460          | 0.6515   | 0.8051    | 0.6490 | 0.6772 | 0.8767                       | 0.4444                    | 0.5899                | 0.96                 | 0.6667            | 0.7869        | 0.8218                   | 0.5764                | 0.6776            | 0.3775                   | 0.8816                | 0.5286            | 0.9897                     | 0.6761                  | 0.8033              |
| 0.1565        | 137.0 | 49868 | 1.7804          | 0.7149   | 0.7747    | 0.7147 | 0.7063 | 0.7652                       | 0.7014                    | 0.7319                | 1.0                  | 0.3611            | 0.5306        | 0.8561                   | 0.7847                | 0.8188            | 0.5333                   | 0.7895                | 0.6366            | 0.7189                     | 0.9366                  | 0.8135              |
| 0.1363        | 138.0 | 50232 | 3.4435          | 0.5041   | 0.6933    | 0.5017 | 0.4899 | 0.7843                       | 0.2778                    | 0.4103                | 0.3621               | 0.875             | 0.5122        | 0.8571                   | 0.4583                | 0.5973            | 0.4630                   | 0.6579                | 0.5435            | 1.0                        | 0.2394                  | 0.3864              |
| 0.0519        | 139.0 | 50596 | 0.8779          | 0.7975   | 0.8098    | 0.7984 | 0.7992 | 0.6703                       | 0.8611                    | 0.7538                | 0.8898               | 0.7292            | 0.8015        | 0.8819                   | 0.7778                | 0.8266            | 0.7724                   | 0.7368                | 0.7542            | 0.8344                     | 0.8873                  | 0.8601              |
| 0.4079        | 140.0 | 50960 | 1.7080          | 0.6612   | 0.7434    | 0.6618 | 0.6599 | 0.8018                       | 0.6181                    | 0.6980                | 0.9462               | 0.6111            | 0.7426        | 0.8676                   | 0.4097                | 0.5566            | 0.6047                   | 0.6842                | 0.6420            | 0.4965                     | 0.9859                  | 0.6604              |
| 0.1648        | 141.0 | 51324 | 2.5691          | 0.6598   | 0.7517    | 0.6587 | 0.6078 | 0.8235                       | 0.4861                    | 0.6114                | 1.0                  | 0.0972            | 0.1772        | 0.7458                   | 0.9167                | 0.8224            | 0.504                    | 0.8289                | 0.6269            | 0.685                      | 0.9648                  | 0.8012              |
| 0.134         | 142.0 | 51688 | 1.5630          | 0.7700   | 0.8081    | 0.7738 | 0.7631 | 0.8976                       | 0.7917                    | 0.8413                | 0.7316               | 0.9653            | 0.8323        | 0.8727                   | 0.6667                | 0.7559            | 0.9114                   | 0.4737                | 0.6234            | 0.6273                     | 0.9718                  | 0.7624              |
| 0.1752        | 143.0 | 52052 | 1.2265          | 0.7755   | 0.8027    | 0.7761 | 0.7720 | 0.7419                       | 0.7986                    | 0.7692                | 0.9875               | 0.5486            | 0.7054        | 0.8582                   | 0.7986                | 0.8273            | 0.7267                   | 0.7697                | 0.7476            | 0.6990                     | 0.9648                  | 0.8107              |
| 0.1366        | 144.0 | 52416 | 2.4039          | 0.6129   | 0.7119    | 0.6101 | 0.5804 | 0.5780                       | 0.6944                    | 0.6309                | 0.6461               | 0.7986            | 0.7143        | 0.8684                   | 0.6875                | 0.7674            | 0.4672                   | 0.75                  | 0.5758            | 1.0                        | 0.1197                  | 0.2138              |
| 0.4067        | 145.0 | 52780 | 1.7158          | 0.7176   | 0.8031    | 0.7165 | 0.7189 | 0.7714                       | 0.75                      | 0.7606                | 1.0                  | 0.3681            | 0.5381        | 0.82                     | 0.8542                | 0.8367            | 0.4757                   | 0.8355                | 0.6062            | 0.9483                     | 0.7746                  | 0.8527              |
| 0.1673        | 146.0 | 53144 | 1.4298          | 0.7727   | 0.7929    | 0.7743 | 0.7668 | 0.8902                       | 0.5069                    | 0.6460                | 0.8639               | 0.8819            | 0.8729        | 0.8207                   | 0.8264                | 0.8235            | 0.7324                   | 0.6842                | 0.7075            | 0.6571                     | 0.9718                  | 0.7841              |
| 0.1853        | 147.0 | 53508 | 0.9835          | 0.7906   | 0.8068    | 0.7916 | 0.7900 | 0.9238                       | 0.6736                    | 0.7791                | 0.7619               | 0.8889            | 0.8205        | 0.875                    | 0.6806                | 0.7656            | 0.6628                   | 0.75                  | 0.7037            | 0.8107                     | 0.9648                  | 0.8810              |
| 0.1954        | 148.0 | 53872 | 0.9705          | 0.7837   | 0.8044    | 0.7848 | 0.7806 | 0.7182                       | 0.9028                    | 0.8                   | 0.8187               | 0.9722            | 0.8889        | 0.8182                   | 0.8125                | 0.8153            | 0.6667                   | 0.6447                | 0.6555            | 1.0                        | 0.5915                  | 0.7434              |
| 0.118         | 149.0 | 54236 | 0.6951          | 0.8402   | 0.8627    | 0.8403 | 0.8455 | 0.9274                       | 0.7986                    | 0.8582                | 0.9688               | 0.8611            | 0.9118        | 0.7674                   | 0.9167                | 0.8354            | 0.6757                   | 0.8224                | 0.7418            | 0.9744                     | 0.8028                  | 0.8803              |
| 0.1205        | 150.0 | 54600 | 0.8478          | 0.8609   | 0.8648    | 0.8628 | 0.8606 | 0.8                          | 0.9444                    | 0.8662                | 0.8832               | 0.8403            | 0.8612        | 0.85                     | 0.9444                | 0.8947            | 0.8217                   | 0.6974                | 0.7544            | 0.9692                     | 0.8873                  | 0.9265              |


### Framework versions

- Transformers 4.48.3
- Pytorch 2.5.1+cu124
- Datasets 3.3.2
- Tokenizers 0.21.0

durariadorio_64x64 mole_64x64 quebrado_64x64 riadorio_64x64 riofechado_64x64