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# finetuned-bert-bounti

This model is a fine-tuned version of [dbmdz/bert-base-turkish-128k-uncased](https://huggingface.co/dbmdz/bert-base-turkish-128k-uncased) on the BounTi Turkish Twitter sentiment dataset.
It achieves the following results on the evaluation set:
- Loss: 1.1188
- Accuracy: 0.7246
- F1: 0.6845
- Precision: 0.6892
- Recall: 0.6806

## 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: 1e-05
- train_batch_size: 24
- eval_batch_size: 36
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 300
- num_epochs: 10

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1     | Precision | Recall |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
| 1.0974        | 0.02  | 5    | 1.0790          | 0.3756   | 0.3064 | 0.3255    | 0.3232 |
| 1.1345        | 0.04  | 10   | 1.0784          | 0.3725   | 0.3037 | 0.3219    | 0.3197 |
| 1.1441        | 0.06  | 15   | 1.0776          | 0.3772   | 0.3072 | 0.3250    | 0.3234 |
| 1.122         | 0.08  | 20   | 1.0774          | 0.3787   | 0.3077 | 0.3244    | 0.3228 |
| 1.1201        | 0.1   | 25   | 1.0776          | 0.3787   | 0.3047 | 0.3193    | 0.3216 |
| 1.1489        | 0.13  | 30   | 1.0783          | 0.3787   | 0.3012 | 0.3120    | 0.3189 |
| 1.0716        | 0.15  | 35   | 1.0783          | 0.3897   | 0.3093 | 0.3212    | 0.3282 |
| 1.082         | 0.17  | 40   | 1.0767          | 0.3865   | 0.3060 | 0.3203    | 0.3238 |
| 1.1113        | 0.19  | 45   | 1.0738          | 0.3897   | 0.3058 | 0.3219    | 0.3211 |
| 1.0892        | 0.21  | 50   | 1.0715          | 0.4069   | 0.3290 | 0.3475    | 0.3374 |
| 1.0913        | 0.23  | 55   | 1.0719          | 0.4178   | 0.3283 | 0.3398    | 0.3361 |
| 1.1114        | 0.25  | 60   | 1.0694          | 0.4397   | 0.3479 | 0.3605    | 0.3538 |
| 1.1129        | 0.27  | 65   | 1.0682          | 0.4491   | 0.3593 | 0.3731    | 0.3648 |
| 1.1283        | 0.29  | 70   | 1.0671          | 0.4664   | 0.3719 | 0.3775    | 0.3780 |
| 1.1267        | 0.31  | 75   | 1.0714          | 0.4507   | 0.3826 | 0.3834    | 0.3835 |
| 1.1325        | 0.33  | 80   | 1.0762          | 0.4335   | 0.3909 | 0.3918    | 0.3954 |
| 1.0919        | 0.36  | 85   | 1.0723          | 0.4335   | 0.3930 | 0.3937    | 0.3982 |
| 1.0545        | 0.38  | 90   | 1.0694          | 0.4507   | 0.4161 | 0.4180    | 0.4279 |
| 1.1121        | 0.4   | 95   | 1.0698          | 0.4491   | 0.4151 | 0.4280    | 0.4324 |
| 1.0675        | 0.42  | 100  | 1.0711          | 0.4382   | 0.4005 | 0.4349    | 0.4494 |
| 1.0954        | 0.44  | 105  | 1.0720          | 0.4085   | 0.3690 | 0.4233    | 0.4326 |
| 1.1087        | 0.46  | 110  | 1.0562          | 0.4820   | 0.4463 | 0.4762    | 0.4841 |
| 1.0669        | 0.48  | 115  | 1.0459          | 0.5086   | 0.4746 | 0.4844    | 0.4997 |
| 1.0529        | 0.5   | 120  | 1.0364          | 0.5243   | 0.4935 | 0.4946    | 0.5119 |
| 1.0348        | 0.52  | 125  | 1.0248          | 0.5321   | 0.4953 | 0.4977    | 0.5067 |
| 1.0454        | 0.54  | 130  | 1.0169          | 0.5415   | 0.5089 | 0.5084    | 0.5232 |
| 1.0366        | 0.56  | 135  | 1.0071          | 0.5493   | 0.5176 | 0.5156    | 0.5344 |
| 1.0197        | 0.59  | 140  | 1.0010          | 0.5446   | 0.5132 | 0.5150    | 0.5350 |
| 1.0459        | 0.61  | 145  | 0.9966          | 0.5399   | 0.5094 | 0.5184    | 0.5383 |
| 1.0059        | 0.63  | 150  | 1.0011          | 0.5477   | 0.5222 | 0.5394    | 0.5617 |
| 0.9455        | 0.65  | 155  | 0.9898          | 0.5399   | 0.5173 | 0.5390    | 0.5583 |
| 0.9732        | 0.67  | 160  | 0.9750          | 0.5477   | 0.5207 | 0.5406    | 0.5601 |
| 1.0215        | 0.69  | 165  | 0.9494          | 0.5790   | 0.5495 | 0.5511    | 0.5759 |
| 0.99          | 0.71  | 170  | 0.9331          | 0.5696   | 0.5355 | 0.5372    | 0.5500 |
| 1.0102        | 0.73  | 175  | 0.9284          | 0.5759   | 0.5425 | 0.5488    | 0.5567 |
| 0.9633        | 0.75  | 180  | 0.9313          | 0.5837   | 0.5571 | 0.5726    | 0.5758 |
| 0.9388        | 0.77  | 185  | 0.9262          | 0.5869   | 0.5625 | 0.5830    | 0.5817 |
| 0.9606        | 0.79  | 190  | 0.9140          | 0.5915   | 0.5638 | 0.5728    | 0.5835 |
| 0.969         | 0.82  | 195  | 0.9170          | 0.5978   | 0.5712 | 0.5769    | 0.5964 |
| 0.8779        | 0.84  | 200  | 0.9089          | 0.5947   | 0.5696 | 0.5790    | 0.5925 |
| 0.9041        | 0.86  | 205  | 0.9013          | 0.6166   | 0.5874 | 0.5894    | 0.6083 |
| 0.8643        | 0.88  | 210  | 0.8783          | 0.6275   | 0.5961 | 0.5972    | 0.6140 |
| 0.8864        | 0.9   | 215  | 0.8651          | 0.6307   | 0.5984 | 0.6060    | 0.6152 |
| 0.9075        | 0.92  | 220  | 0.8562          | 0.6401   | 0.6107 | 0.6096    | 0.6313 |
| 0.8659        | 0.94  | 225  | 0.8407          | 0.6244   | 0.5896 | 0.5864    | 0.6085 |
| 0.8921        | 0.96  | 230  | 0.8171          | 0.6385   | 0.6014 | 0.5955    | 0.6138 |
| 0.9176        | 0.98  | 235  | 0.8120          | 0.6432   | 0.6052 | 0.6001    | 0.6183 |
| 0.8124        | 1.0   | 240  | 0.8084          | 0.6479   | 0.6087 | 0.6058    | 0.6229 |
| 0.7606        | 1.03  | 245  | 0.7978          | 0.6588   | 0.6198 | 0.6166    | 0.6258 |
| 0.7879        | 1.05  | 250  | 0.8361          | 0.6322   | 0.6002 | 0.6090    | 0.6310 |
| 0.8515        | 1.07  | 255  | 0.8527          | 0.6307   | 0.6063 | 0.6070    | 0.6368 |
| 0.7861        | 1.09  | 260  | 0.8300          | 0.6510   | 0.6229 | 0.6172    | 0.6449 |
| 0.8782        | 1.11  | 265  | 0.8068          | 0.6588   | 0.6262 | 0.6195    | 0.6412 |
| 0.6993        | 1.13  | 270  | 0.8127          | 0.6573   | 0.6245 | 0.6186    | 0.6414 |
| 0.7961        | 1.15  | 275  | 0.8302          | 0.6448   | 0.6129 | 0.6142    | 0.6382 |
| 0.829         | 1.17  | 280  | 0.8130          | 0.6416   | 0.6068 | 0.6047    | 0.6264 |
| 0.7315        | 1.19  | 285  | 0.8127          | 0.6714   | 0.6414 | 0.6348    | 0.6609 |
| 0.7115        | 1.21  | 290  | 0.8074          | 0.6651   | 0.6367 | 0.6297    | 0.6577 |
| 0.7937        | 1.23  | 295  | 0.8018          | 0.6667   | 0.6405 | 0.6338    | 0.6595 |
| 0.8213        | 1.26  | 300  | 0.7846          | 0.6651   | 0.6317 | 0.6313    | 0.6424 |
| 0.9309        | 1.28  | 305  | 0.7801          | 0.6651   | 0.6267 | 0.6314    | 0.6357 |
| 0.7616        | 1.3   | 310  | 0.8000          | 0.6635   | 0.6403 | 0.6352    | 0.6657 |
| 0.7075        | 1.32  | 315  | 0.8006          | 0.6635   | 0.6395 | 0.6354    | 0.6642 |
| 0.8925        | 1.34  | 320  | 0.8418          | 0.6385   | 0.6185 | 0.6205    | 0.6531 |
| 0.7579        | 1.36  | 325  | 0.8114          | 0.6541   | 0.6308 | 0.6281    | 0.6602 |
| 0.6983        | 1.38  | 330  | 0.7589          | 0.6745   | 0.6424 | 0.6356    | 0.6538 |
| 0.756         | 1.4   | 335  | 0.7540          | 0.6870   | 0.6423 | 0.6454    | 0.6436 |
| 0.8183        | 1.42  | 340  | 0.7762          | 0.6651   | 0.6304 | 0.6248    | 0.6486 |
| 0.7386        | 1.44  | 345  | 0.8212          | 0.6510   | 0.6244 | 0.6229    | 0.6535 |
| 0.7175        | 1.46  | 350  | 0.8002          | 0.6573   | 0.6269 | 0.6229    | 0.6512 |
| 0.7076        | 1.49  | 355  | 0.7799          | 0.6682   | 0.6310 | 0.6281    | 0.6506 |
| 0.7115        | 1.51  | 360  | 0.7525          | 0.6886   | 0.6576 | 0.6510    | 0.6697 |
| 0.7092        | 1.53  | 365  | 0.7882          | 0.6714   | 0.6272 | 0.6513    | 0.6330 |
| 0.6852        | 1.55  | 370  | 0.7909          | 0.6698   | 0.6287 | 0.6548    | 0.6363 |
| 0.673         | 1.57  | 375  | 0.7396          | 0.6901   | 0.6523 | 0.6536    | 0.6542 |
| 0.7115        | 1.59  | 380  | 0.7270          | 0.6933   | 0.6539 | 0.6532    | 0.6546 |
| 0.6391        | 1.61  | 385  | 0.7389          | 0.6964   | 0.6654 | 0.6576    | 0.6790 |
| 0.6018        | 1.63  | 390  | 0.7619          | 0.6886   | 0.6628 | 0.6571    | 0.6835 |
| 0.743         | 1.65  | 395  | 0.7635          | 0.6854   | 0.6579 | 0.6546    | 0.6780 |
| 0.6865        | 1.67  | 400  | 0.7457          | 0.7011   | 0.6709 | 0.6681    | 0.6855 |
| 0.6629        | 1.69  | 405  | 0.7309          | 0.7058   | 0.6752 | 0.6717    | 0.6861 |
| 0.6887        | 1.72  | 410  | 0.7389          | 0.6933   | 0.6628 | 0.6555    | 0.6809 |
| 0.6494        | 1.74  | 415  | 0.7742          | 0.6823   | 0.6565 | 0.6519    | 0.6831 |
| 0.6798        | 1.76  | 420  | 0.7751          | 0.6667   | 0.6337 | 0.6345    | 0.6614 |
| 0.6825        | 1.78  | 425  | 0.7798          | 0.6604   | 0.6269 | 0.6375    | 0.6594 |
| 0.7926        | 1.8   | 430  | 0.7085          | 0.7105   | 0.6726 | 0.6670    | 0.6804 |
| 0.6508        | 1.82  | 435  | 0.7455          | 0.6964   | 0.6439 | 0.6653    | 0.6460 |
| 0.7772        | 1.84  | 440  | 0.7669          | 0.6964   | 0.6531 | 0.6780    | 0.6594 |
| 0.7265        | 1.86  | 445  | 0.7454          | 0.7089   | 0.6722 | 0.6800    | 0.6826 |
| 0.5965        | 1.88  | 450  | 0.7700          | 0.6933   | 0.6670 | 0.6623    | 0.6931 |
| 0.6436        | 1.9   | 455  | 0.7910          | 0.6901   | 0.6654 | 0.6620    | 0.6951 |
| 0.6887        | 1.92  | 460  | 0.7752          | 0.6870   | 0.6590 | 0.6552    | 0.6872 |
| 0.7574        | 1.95  | 465  | 0.7511          | 0.6980   | 0.6686 | 0.6621    | 0.6925 |
| 0.6853        | 1.97  | 470  | 0.7446          | 0.7074   | 0.6775 | 0.6711    | 0.6981 |
| 0.7416        | 1.99  | 475  | 0.7151          | 0.7105   | 0.6783 | 0.6703    | 0.6938 |
| 0.723         | 2.01  | 480  | 0.6886          | 0.7105   | 0.6727 | 0.6691    | 0.6776 |
| 0.5993        | 2.03  | 485  | 0.6947          | 0.7152   | 0.6767 | 0.6711    | 0.6865 |
| 0.549         | 2.05  | 490  | 0.7140          | 0.7167   | 0.6833 | 0.6764    | 0.6969 |
| 0.5739        | 2.07  | 495  | 0.7372          | 0.7136   | 0.6843 | 0.6828    | 0.6961 |
| 0.6444        | 2.09  | 500  | 0.7733          | 0.7089   | 0.6796 | 0.6943    | 0.6920 |
| 0.5526        | 2.11  | 505  | 0.7368          | 0.7277   | 0.6954 | 0.6927    | 0.7074 |
| 0.5429        | 2.13  | 510  | 0.7194          | 0.7246   | 0.6886 | 0.6879    | 0.6913 |
| 0.5838        | 2.15  | 515  | 0.7465          | 0.7214   | 0.6818 | 0.6933    | 0.6866 |
| 0.6746        | 2.18  | 520  | 0.7644          | 0.7152   | 0.6865 | 0.6819    | 0.7054 |
| 0.7252        | 2.2   | 525  | 0.7564          | 0.7042   | 0.6713 | 0.6645    | 0.6918 |
| 0.5443        | 2.22  | 530  | 0.7337          | 0.7027   | 0.6636 | 0.6598    | 0.6782 |
| 0.5526        | 2.24  | 535  | 0.7324          | 0.7183   | 0.6795 | 0.6831    | 0.6865 |
| 0.692         | 2.26  | 540  | 0.7622          | 0.7121   | 0.6826 | 0.6841    | 0.6971 |
| 0.5897        | 2.28  | 545  | 0.7525          | 0.7089   | 0.6771 | 0.6708    | 0.6951 |
| 0.708         | 2.3   | 550  | 0.7366          | 0.7105   | 0.6763 | 0.6690    | 0.6938 |
| 0.6009        | 2.32  | 555  | 0.7232          | 0.7136   | 0.6741 | 0.6690    | 0.6843 |
| 0.6622        | 2.34  | 560  | 0.7104          | 0.7136   | 0.6763 | 0.6727    | 0.6816 |
| 0.8816        | 2.36  | 565  | 0.7150          | 0.7183   | 0.6830 | 0.6775    | 0.6932 |
| 0.6642        | 2.38  | 570  | 0.7545          | 0.6980   | 0.6681 | 0.6652    | 0.6961 |
| 0.5929        | 2.41  | 575  | 0.7167          | 0.7136   | 0.6778 | 0.6704    | 0.6930 |
| 0.6612        | 2.43  | 580  | 0.7078          | 0.7277   | 0.6912 | 0.6858    | 0.7023 |
| 0.4924        | 2.45  | 585  | 0.7138          | 0.7167   | 0.6809 | 0.6753    | 0.6938 |
| 0.544         | 2.47  | 590  | 0.7088          | 0.7183   | 0.6807 | 0.6749    | 0.6901 |
| 0.4047        | 2.49  | 595  | 0.7210          | 0.7199   | 0.6843 | 0.6775    | 0.6965 |
| 0.5416        | 2.51  | 600  | 0.7199          | 0.7214   | 0.6845 | 0.6777    | 0.6952 |
| 0.5407        | 2.53  | 605  | 0.7159          | 0.7293   | 0.6934 | 0.6873    | 0.7017 |
| 0.5775        | 2.55  | 610  | 0.7354          | 0.7308   | 0.6975 | 0.6902    | 0.7133 |
| 0.6107        | 2.57  | 615  | 0.7402          | 0.7261   | 0.6932 | 0.6863    | 0.7103 |
| 0.5679        | 2.59  | 620  | 0.7266          | 0.7293   | 0.6946 | 0.6869    | 0.7091 |
| 0.5599        | 2.62  | 625  | 0.7049          | 0.7136   | 0.6736 | 0.6716    | 0.6757 |
| 0.6608        | 2.64  | 630  | 0.7150          | 0.7183   | 0.6834 | 0.6761    | 0.6952 |
| 0.6886        | 2.66  | 635  | 0.7334          | 0.7230   | 0.6925 | 0.6856    | 0.7107 |
| 0.6524        | 2.68  | 640  | 0.7106          | 0.7324   | 0.6955 | 0.6907    | 0.7060 |
| 0.5027        | 2.7   | 645  | 0.7031          | 0.7261   | 0.6871 | 0.6896    | 0.6883 |
| 0.5327        | 2.72  | 650  | 0.7033          | 0.7230   | 0.6824 | 0.6863    | 0.6812 |
| 0.6561        | 2.74  | 655  | 0.7188          | 0.7183   | 0.6846 | 0.6770    | 0.6979 |
| 0.591         | 2.76  | 660  | 0.7449          | 0.7136   | 0.6844 | 0.6793    | 0.7087 |
| 0.4584        | 2.78  | 665  | 0.7220          | 0.7074   | 0.6732 | 0.6661    | 0.6855 |
| 0.501         | 2.8   | 670  | 0.7212          | 0.7199   | 0.6829 | 0.6830    | 0.6879 |
| 0.7118        | 2.82  | 675  | 0.7327          | 0.7167   | 0.6827 | 0.6775    | 0.6962 |
| 0.5037        | 2.85  | 680  | 0.7544          | 0.7121   | 0.6818 | 0.6742    | 0.7042 |
| 0.4921        | 2.87  | 685  | 0.7265          | 0.7136   | 0.6791 | 0.6714    | 0.6926 |
| 0.5255        | 2.89  | 690  | 0.7278          | 0.7074   | 0.6706 | 0.6659    | 0.6855 |
| 0.509         | 2.91  | 695  | 0.7334          | 0.7027   | 0.6654 | 0.6599    | 0.6806 |
| 0.4321        | 2.93  | 700  | 0.7358          | 0.7152   | 0.6805 | 0.6728    | 0.6944 |
| 0.6196        | 2.95  | 705  | 0.7406          | 0.7293   | 0.6971 | 0.6895    | 0.7119 |
| 0.5289        | 2.97  | 710  | 0.7363          | 0.7324   | 0.7017 | 0.6944    | 0.7162 |
| 0.6204        | 2.99  | 715  | 0.7401          | 0.7324   | 0.7024 | 0.6949    | 0.7182 |
| 0.5459        | 3.01  | 720  | 0.7360          | 0.7308   | 0.7010 | 0.6937    | 0.7152 |
| 0.4793        | 3.03  | 725  | 0.7363          | 0.7324   | 0.7007 | 0.6966    | 0.7123 |
| 0.5157        | 3.05  | 730  | 0.7330          | 0.7355   | 0.7026 | 0.6999    | 0.7107 |
| 0.4863        | 3.08  | 735  | 0.7231          | 0.7199   | 0.6842 | 0.6803    | 0.6887 |
| 0.423         | 3.1   | 740  | 0.7313          | 0.7230   | 0.6873 | 0.6816    | 0.6950 |
| 0.4879        | 3.12  | 745  | 0.7546          | 0.7199   | 0.6895 | 0.6828    | 0.7064 |
| 0.2499        | 3.14  | 750  | 0.7727          | 0.7214   | 0.6934 | 0.6913    | 0.7093 |
| 0.487         | 3.16  | 755  | 0.7621          | 0.7230   | 0.6906 | 0.6832    | 0.7052 |
| 0.3501        | 3.18  | 760  | 0.7966          | 0.7027   | 0.6689 | 0.6664    | 0.6919 |
| 0.5762        | 3.2   | 765  | 0.7694          | 0.7121   | 0.6747 | 0.6708    | 0.6896 |
| 0.4491        | 3.22  | 770  | 0.7482          | 0.7230   | 0.6873 | 0.6860    | 0.6887 |
| 0.4803        | 3.24  | 775  | 0.7584          | 0.7261   | 0.6895 | 0.6910    | 0.6934 |
| 0.3349        | 3.26  | 780  | 0.7874          | 0.7183   | 0.6870 | 0.6929    | 0.6956 |
| 0.5481        | 3.28  | 785  | 0.8124          | 0.7105   | 0.6856 | 0.6831    | 0.7075 |
| 0.3695        | 3.31  | 790  | 0.7935          | 0.7089   | 0.6798 | 0.6714    | 0.6995 |
| 0.3998        | 3.33  | 795  | 0.7702          | 0.7152   | 0.6811 | 0.6748    | 0.6912 |
| 0.5214        | 3.35  | 800  | 0.7705          | 0.7152   | 0.6765 | 0.6772    | 0.6759 |
| 0.4914        | 3.37  | 805  | 0.7796          | 0.7293   | 0.6954 | 0.6887    | 0.7048 |
| 0.4096        | 3.39  | 810  | 0.7912          | 0.7121   | 0.6818 | 0.6732    | 0.6999 |
| 0.4346        | 3.41  | 815  | 0.7758          | 0.7293   | 0.6958 | 0.6887    | 0.7060 |
| 0.4933        | 3.43  | 820  | 0.7802          | 0.7136   | 0.6795 | 0.6719    | 0.6942 |
| 0.4561        | 3.45  | 825  | 0.7670          | 0.7261   | 0.6929 | 0.6863    | 0.7020 |
| 0.5619        | 3.47  | 830  | 0.7656          | 0.7293   | 0.6916 | 0.6950    | 0.6915 |
| 0.4934        | 3.49  | 835  | 0.7875          | 0.7277   | 0.6872 | 0.7002    | 0.6866 |
| 0.545         | 3.51  | 840  | 0.7675          | 0.7199   | 0.6733 | 0.6852    | 0.6663 |
| 0.4279        | 3.54  | 845  | 0.7582          | 0.7136   | 0.6709 | 0.6735    | 0.6690 |
| 0.351         | 3.56  | 850  | 0.7599          | 0.7136   | 0.6728 | 0.6724    | 0.6741 |
| 0.3701        | 3.58  | 855  | 0.7602          | 0.7293   | 0.6922 | 0.6940    | 0.6915 |
| 0.5307        | 3.6   | 860  | 0.7689          | 0.7308   | 0.6936 | 0.6968    | 0.6940 |
| 0.3895        | 3.62  | 865  | 0.7657          | 0.7246   | 0.6897 | 0.6852    | 0.6952 |
| 0.4676        | 3.64  | 870  | 0.7715          | 0.7230   | 0.6875 | 0.6811    | 0.6965 |
| 0.4124        | 3.66  | 875  | 0.7795          | 0.7230   | 0.6899 | 0.6822    | 0.7024 |
| 0.464         | 3.68  | 880  | 0.7933          | 0.7214   | 0.6893 | 0.6829    | 0.7022 |
| 0.4911        | 3.7   | 885  | 0.8201          | 0.7324   | 0.6947 | 0.6999    | 0.7029 |
| 0.4753        | 3.72  | 890  | 0.7907          | 0.7324   | 0.6978 | 0.6928    | 0.7060 |
| 0.3981        | 3.74  | 895  | 0.7811          | 0.7214   | 0.6832 | 0.6823    | 0.6842 |
| 0.5685        | 3.77  | 900  | 0.7806          | 0.7277   | 0.6899 | 0.6880    | 0.6920 |
| 0.4643        | 3.79  | 905  | 0.7792          | 0.7308   | 0.6961 | 0.6942    | 0.6995 |
| 0.4609        | 3.81  | 910  | 0.7886          | 0.7152   | 0.6814 | 0.6738    | 0.6940 |
| 0.5575        | 3.83  | 915  | 0.8158          | 0.7011   | 0.6688 | 0.6656    | 0.6925 |
| 0.4409        | 3.85  | 920  | 0.7921          | 0.7074   | 0.6717 | 0.6657    | 0.6890 |
| 0.5152        | 3.87  | 925  | 0.7839          | 0.7214   | 0.6859 | 0.6783    | 0.7003 |
| 0.4547        | 3.89  | 930  | 0.7646          | 0.7387   | 0.7034 | 0.6998    | 0.7111 |
| 0.32          | 3.91  | 935  | 0.7502          | 0.7277   | 0.6885 | 0.6893    | 0.6881 |
| 0.2742        | 3.93  | 940  | 0.7583          | 0.7167   | 0.6734 | 0.6794    | 0.6686 |
| 0.5842        | 3.95  | 945  | 0.7613          | 0.7261   | 0.6885 | 0.6842    | 0.6942 |
| 0.4406        | 3.97  | 950  | 0.7951          | 0.7387   | 0.7056 | 0.7011    | 0.7178 |
| 0.5251        | 4.0   | 955  | 0.7932          | 0.7261   | 0.6918 | 0.6851    | 0.7056 |
| 0.4235        | 4.02  | 960  | 0.7839          | 0.7167   | 0.6818 | 0.6745    | 0.6949 |
| 0.3876        | 4.04  | 965  | 0.7668          | 0.7277   | 0.6918 | 0.6864    | 0.6987 |
| 0.4244        | 4.06  | 970  | 0.7622          | 0.7246   | 0.6851 | 0.6872    | 0.6834 |
| 0.3872        | 4.08  | 975  | 0.7696          | 0.7261   | 0.6879 | 0.6903    | 0.6867 |
| 0.3878        | 4.1   | 980  | 0.7760          | 0.7183   | 0.6781 | 0.6779    | 0.6787 |
| 0.3029        | 4.12  | 985  | 0.7897          | 0.7340   | 0.6971 | 0.6933    | 0.7027 |
| 0.3147        | 4.14  | 990  | 0.7987          | 0.7308   | 0.6946 | 0.6903    | 0.7003 |
| 0.3531        | 4.16  | 995  | 0.8009          | 0.7167   | 0.6750 | 0.6746    | 0.6753 |
| 0.393         | 4.18  | 1000 | 0.8072          | 0.7136   | 0.6724 | 0.6730    | 0.6718 |
| 0.5162        | 4.21  | 1005 | 0.8105          | 0.7277   | 0.6902 | 0.6861    | 0.6952 |
| 0.4582        | 4.23  | 1010 | 0.8124          | 0.7293   | 0.6919 | 0.6873    | 0.6977 |
| 0.4746        | 4.25  | 1015 | 0.8130          | 0.7340   | 0.7015 | 0.6944    | 0.7125 |
| 0.453         | 4.27  | 1020 | 0.8024          | 0.7418   | 0.7083 | 0.7019    | 0.7174 |
| 0.3852        | 4.29  | 1025 | 0.7856          | 0.7183   | 0.6778 | 0.6763    | 0.6798 |
| 0.3614        | 4.31  | 1030 | 0.7797          | 0.7167   | 0.6766 | 0.6757    | 0.6781 |
| 0.3222        | 4.33  | 1035 | 0.7949          | 0.7293   | 0.6897 | 0.6983    | 0.6899 |
| 0.3769        | 4.35  | 1040 | 0.8036          | 0.7246   | 0.6853 | 0.6974    | 0.6826 |
| 0.3626        | 4.37  | 1045 | 0.7951          | 0.7340   | 0.6947 | 0.7033    | 0.6925 |
| 0.335         | 4.39  | 1050 | 0.8133          | 0.7293   | 0.6999 | 0.6923    | 0.7139 |
| 0.4664        | 4.41  | 1055 | 0.8644          | 0.7074   | 0.6818 | 0.6747    | 0.7095 |
| 0.3939        | 4.44  | 1060 | 0.8280          | 0.7246   | 0.6949 | 0.6859    | 0.7140 |
| 0.3793        | 4.46  | 1065 | 0.7876          | 0.7293   | 0.6919 | 0.6879    | 0.6966 |
| 0.4559        | 4.48  | 1070 | 0.7933          | 0.7277   | 0.6837 | 0.6939    | 0.6787 |
| 0.362         | 4.5   | 1075 | 0.7908          | 0.7308   | 0.6886 | 0.6955    | 0.6862 |
| 0.3833        | 4.52  | 1080 | 0.8061          | 0.7246   | 0.6894 | 0.6912    | 0.6948 |
| 0.2983        | 4.54  | 1085 | 0.8001          | 0.7371   | 0.6958 | 0.7029    | 0.6956 |
| 0.4279        | 4.56  | 1090 | 0.7939          | 0.7340   | 0.6985 | 0.6970    | 0.7007 |
| 0.371         | 4.58  | 1095 | 0.8178          | 0.7355   | 0.7047 | 0.6957    | 0.7213 |
| 0.2119        | 4.6   | 1100 | 0.8276          | 0.7277   | 0.6953 | 0.6877    | 0.7129 |
| 0.4231        | 4.62  | 1105 | 0.8099          | 0.7402   | 0.7089 | 0.7007    | 0.7219 |
| 0.1754        | 4.64  | 1110 | 0.8107          | 0.7340   | 0.6973 | 0.7013    | 0.6991 |
| 0.2922        | 4.67  | 1115 | 0.8135          | 0.7324   | 0.6945 | 0.6989    | 0.6954 |
| 0.3584        | 4.69  | 1120 | 0.8163          | 0.7433   | 0.7120 | 0.7076    | 0.7192 |
| 0.3186        | 4.71  | 1125 | 0.8135          | 0.7449   | 0.7120 | 0.7076    | 0.7178 |
| 0.2247        | 4.73  | 1130 | 0.8224          | 0.7418   | 0.7103 | 0.7060    | 0.7166 |
| 0.5324        | 4.75  | 1135 | 0.8359          | 0.7402   | 0.7119 | 0.7071    | 0.7216 |
| 0.3348        | 4.77  | 1140 | 0.8277          | 0.7340   | 0.6964 | 0.6981    | 0.6991 |
| 0.2568        | 4.79  | 1145 | 0.8138          | 0.7340   | 0.6960 | 0.6974    | 0.6956 |
| 0.3209        | 4.81  | 1150 | 0.8127          | 0.7293   | 0.6892 | 0.6901    | 0.6883 |
| 0.4479        | 4.83  | 1155 | 0.8081          | 0.7340   | 0.6962 | 0.6930    | 0.6999 |
| 0.3882        | 4.85  | 1160 | 0.8195          | 0.7371   | 0.7053 | 0.6981    | 0.7156 |
| 0.3669        | 4.87  | 1165 | 0.8290          | 0.7293   | 0.6967 | 0.6885    | 0.7107 |
| 0.3157        | 4.9   | 1170 | 0.8288          | 0.7355   | 0.7019 | 0.6943    | 0.7135 |
| 0.4165        | 4.92  | 1175 | 0.8225          | 0.7340   | 0.6982 | 0.6948    | 0.7039 |
| 0.2225        | 4.94  | 1180 | 0.8172          | 0.7293   | 0.6896 | 0.6894    | 0.6903 |
| 0.3322        | 4.96  | 1185 | 0.8276          | 0.7246   | 0.6833 | 0.6856    | 0.6814 |
| 0.3355        | 4.98  | 1190 | 0.8414          | 0.7214   | 0.6813 | 0.6819    | 0.6838 |
| 0.3134        | 5.0   | 1195 | 0.8560          | 0.7324   | 0.6976 | 0.6927    | 0.7103 |
| 0.2255        | 5.02  | 1200 | 0.8507          | 0.7308   | 0.6970 | 0.6901    | 0.7070 |
| 0.3257        | 5.04  | 1205 | 0.8506          | 0.7214   | 0.6806 | 0.6834    | 0.6814 |
| 0.2508        | 5.06  | 1210 | 0.8652          | 0.7261   | 0.6840 | 0.6932    | 0.6805 |
| 0.2465        | 5.08  | 1215 | 0.8663          | 0.7246   | 0.6814 | 0.6902    | 0.6771 |
| 0.273         | 5.1   | 1220 | 0.8629          | 0.7199   | 0.6769 | 0.6790    | 0.6765 |
| 0.2377        | 5.13  | 1225 | 0.8664          | 0.7355   | 0.6996 | 0.6956    | 0.7052 |
| 0.2537        | 5.15  | 1230 | 0.8793          | 0.7324   | 0.6998 | 0.6947    | 0.7088 |
| 0.2031        | 5.17  | 1235 | 0.8715          | 0.7261   | 0.6928 | 0.6877    | 0.7005 |
| 0.2148        | 5.19  | 1240 | 0.8654          | 0.7355   | 0.6980 | 0.6962    | 0.7001 |
| 0.2889        | 5.21  | 1245 | 0.8712          | 0.7261   | 0.6872 | 0.6881    | 0.6863 |
| 0.368         | 5.23  | 1250 | 0.8732          | 0.7308   | 0.6917 | 0.6929    | 0.6913 |
| 0.2998        | 5.25  | 1255 | 0.8758          | 0.7293   | 0.6927 | 0.6905    | 0.6958 |
| 0.3705        | 5.27  | 1260 | 0.8713          | 0.7308   | 0.6939 | 0.6906    | 0.6975 |
| 0.2486        | 5.29  | 1265 | 0.8734          | 0.7277   | 0.6929 | 0.6872    | 0.7003 |
| 0.2424        | 5.31  | 1270 | 0.8772          | 0.7214   | 0.6847 | 0.6820    | 0.6909 |
| 0.3169        | 5.33  | 1275 | 0.8768          | 0.7230   | 0.6828 | 0.6847    | 0.6856 |
| 0.2918        | 5.36  | 1280 | 0.8836          | 0.7246   | 0.6856 | 0.6839    | 0.6913 |
| 0.2464        | 5.38  | 1285 | 0.8798          | 0.7246   | 0.6859 | 0.6835    | 0.6909 |
| 0.3308        | 5.4   | 1290 | 0.8762          | 0.7340   | 0.6947 | 0.6909    | 0.6995 |
| 0.2678        | 5.42  | 1295 | 0.8799          | 0.7340   | 0.6952 | 0.6900    | 0.7019 |
| 0.3768        | 5.44  | 1300 | 0.8762          | 0.7293   | 0.6880 | 0.6862    | 0.6907 |
| 0.3272        | 5.46  | 1305 | 0.8741          | 0.7246   | 0.6816 | 0.6831    | 0.6806 |
| 0.2762        | 5.48  | 1310 | 0.8801          | 0.7308   | 0.6872 | 0.6914    | 0.6850 |
| 0.3292        | 5.5   | 1315 | 0.8855          | 0.7324   | 0.6884 | 0.6922    | 0.6868 |
| 0.2974        | 5.52  | 1320 | 0.8856          | 0.7324   | 0.6879 | 0.6911    | 0.6868 |
| 0.3522        | 5.54  | 1325 | 0.8799          | 0.7214   | 0.6767 | 0.6759    | 0.6775 |
| 0.2946        | 5.56  | 1330 | 0.8815          | 0.7199   | 0.6783 | 0.6769    | 0.6804 |
| 0.2064        | 5.59  | 1335 | 0.8876          | 0.7293   | 0.6894 | 0.6839    | 0.6970 |
| 0.2353        | 5.61  | 1340 | 0.9266          | 0.7261   | 0.6938 | 0.6878    | 0.7087 |
| 0.2696        | 5.63  | 1345 | 0.9339          | 0.7152   | 0.6817 | 0.6789    | 0.6956 |
| 0.4084        | 5.65  | 1350 | 0.8897          | 0.7308   | 0.6886 | 0.6897    | 0.6901 |
| 0.3375        | 5.67  | 1355 | 0.8848          | 0.7246   | 0.6812 | 0.6874    | 0.6775 |
| 0.2449        | 5.69  | 1360 | 0.8848          | 0.7230   | 0.6789 | 0.6850    | 0.6749 |
| 0.2459        | 5.71  | 1365 | 0.8859          | 0.7246   | 0.6815 | 0.6832    | 0.6806 |
| 0.3471        | 5.73  | 1370 | 0.8895          | 0.7230   | 0.6818 | 0.6805    | 0.6832 |
| 0.3112        | 5.75  | 1375 | 0.9040          | 0.7261   | 0.6881 | 0.6876    | 0.6919 |
| 0.3404        | 5.77  | 1380 | 0.9397          | 0.7214   | 0.6836 | 0.6910    | 0.6897 |
| 0.2509        | 5.79  | 1385 | 0.9319          | 0.7277   | 0.6852 | 0.6963    | 0.6878 |
| 0.367         | 5.82  | 1390 | 0.8828          | 0.7261   | 0.6839 | 0.6861    | 0.6832 |
| 0.3158        | 5.84  | 1395 | 0.8770          | 0.7167   | 0.6741 | 0.6770    | 0.6729 |
| 0.1901        | 5.86  | 1400 | 0.8789          | 0.7183   | 0.6771 | 0.6783    | 0.6779 |
| 0.2183        | 5.88  | 1405 | 0.8804          | 0.7261   | 0.6845 | 0.6838    | 0.6856 |
| 0.3058        | 5.9   | 1410 | 0.8927          | 0.7277   | 0.6877 | 0.6921    | 0.6866 |
| 0.1906        | 5.92  | 1415 | 0.8929          | 0.7261   | 0.6859 | 0.6889    | 0.6856 |
| 0.2887        | 5.94  | 1420 | 0.8876          | 0.7293   | 0.6904 | 0.6908    | 0.6915 |
| 0.2236        | 5.96  | 1425 | 0.8900          | 0.7261   | 0.6866 | 0.6823    | 0.6918 |
| 0.3345        | 5.98  | 1430 | 0.8948          | 0.7293   | 0.6902 | 0.6884    | 0.6930 |
| 0.3004        | 6.0   | 1435 | 0.8938          | 0.7277   | 0.6871 | 0.6868    | 0.6873 |
| 0.3376        | 6.03  | 1440 | 0.8939          | 0.7308   | 0.6902 | 0.6895    | 0.6913 |
| 0.1774        | 6.05  | 1445 | 0.9019          | 0.7261   | 0.6893 | 0.6890    | 0.6915 |
| 0.1947        | 6.07  | 1450 | 0.8971          | 0.7308   | 0.6913 | 0.6917    | 0.6913 |
| 0.1641        | 6.09  | 1455 | 0.9135          | 0.7089   | 0.6639 | 0.6746    | 0.6574 |
| 0.3712        | 6.11  | 1460 | 0.9258          | 0.7089   | 0.6612 | 0.6755    | 0.6543 |
| 0.234         | 6.13  | 1465 | 0.8986          | 0.7261   | 0.6863 | 0.6868    | 0.6863 |
| 0.2605        | 6.15  | 1470 | 0.9004          | 0.7277   | 0.6875 | 0.6874    | 0.6881 |
| 0.1891        | 6.17  | 1475 | 0.9035          | 0.7293   | 0.6881 | 0.6867    | 0.6907 |
| 0.1988        | 6.19  | 1480 | 0.9032          | 0.7230   | 0.6807 | 0.6796    | 0.6824 |
| 0.1683        | 6.21  | 1485 | 0.9044          | 0.7293   | 0.6867 | 0.6876    | 0.6864 |
| 0.2669        | 6.23  | 1490 | 0.9156          | 0.7277   | 0.6879 | 0.6887    | 0.6885 |
| 0.2185        | 6.26  | 1495 | 0.9242          | 0.7324   | 0.6922 | 0.6927    | 0.6938 |
| 0.1485        | 6.28  | 1500 | 0.9264          | 0.7308   | 0.6916 | 0.6921    | 0.6925 |
| 0.1654        | 6.3   | 1505 | 0.9295          | 0.7308   | 0.6907 | 0.6913    | 0.6905 |
| 0.2177        | 6.32  | 1510 | 0.9347          | 0.7293   | 0.6884 | 0.6898    | 0.6871 |
| 0.1512        | 6.34  | 1515 | 0.9451          | 0.7261   | 0.6853 | 0.6842    | 0.6867 |
| 0.1006        | 6.36  | 1520 | 0.9623          | 0.7261   | 0.6869 | 0.6850    | 0.6911 |
| 0.1367        | 6.38  | 1525 | 0.9851          | 0.7277   | 0.6901 | 0.6916    | 0.6932 |
| 0.2743        | 6.4   | 1530 | 0.9740          | 0.7340   | 0.6958 | 0.6982    | 0.6960 |
| 0.2843        | 6.42  | 1535 | 0.9689          | 0.7261   | 0.6873 | 0.6892    | 0.6856 |
| 0.2563        | 6.44  | 1540 | 0.9781          | 0.7199   | 0.6757 | 0.6819    | 0.6706 |
| 0.2941        | 6.46  | 1545 | 0.9763          | 0.7246   | 0.6844 | 0.6915    | 0.6799 |
| 0.2245        | 6.49  | 1550 | 0.9718          | 0.7340   | 0.6948 | 0.6962    | 0.6952 |
| 0.1545        | 6.51  | 1555 | 0.9737          | 0.7324   | 0.6921 | 0.6921    | 0.6934 |
| 0.3361        | 6.53  | 1560 | 0.9692          | 0.7324   | 0.6944 | 0.6931    | 0.6966 |
| 0.162         | 6.55  | 1565 | 0.9704          | 0.7324   | 0.6946 | 0.6925    | 0.6982 |
| 0.2815        | 6.57  | 1570 | 0.9656          | 0.7340   | 0.6957 | 0.6962    | 0.6964 |
| 0.2087        | 6.59  | 1575 | 0.9639          | 0.7308   | 0.6927 | 0.6919    | 0.6952 |
| 0.2326        | 6.61  | 1580 | 0.9696          | 0.7324   | 0.6959 | 0.6929    | 0.7009 |
| 0.1923        | 6.63  | 1585 | 0.9611          | 0.7340   | 0.6981 | 0.6959    | 0.7019 |
| 0.1684        | 6.65  | 1590 | 0.9606          | 0.7355   | 0.6964 | 0.6978    | 0.6954 |
| 0.3993        | 6.67  | 1595 | 0.9609          | 0.7293   | 0.6888 | 0.6921    | 0.6860 |
| 0.3185        | 6.69  | 1600 | 0.9627          | 0.7355   | 0.6970 | 0.6974    | 0.6982 |
| 0.2099        | 6.72  | 1605 | 0.9814          | 0.7261   | 0.6910 | 0.6906    | 0.6962 |
| 0.1302        | 6.74  | 1610 | 0.9806          | 0.7308   | 0.6938 | 0.6922    | 0.6991 |
| 0.238         | 6.76  | 1615 | 0.9711          | 0.7324   | 0.6928 | 0.6940    | 0.6927 |
| 0.3351        | 6.78  | 1620 | 0.9749          | 0.7230   | 0.6788 | 0.6868    | 0.6738 |
| 0.3485        | 6.8   | 1625 | 0.9761          | 0.7308   | 0.6884 | 0.6937    | 0.6858 |
| 0.137         | 6.82  | 1630 | 0.9766          | 0.7324   | 0.6909 | 0.6947    | 0.6895 |
| 0.1751        | 6.84  | 1635 | 0.9776          | 0.7324   | 0.6932 | 0.6928    | 0.6946 |
| 0.1701        | 6.86  | 1640 | 0.9787          | 0.7355   | 0.6977 | 0.6954    | 0.7005 |
| 0.148         | 6.88  | 1645 | 0.9830          | 0.7387   | 0.7036 | 0.7001    | 0.7076 |
| 0.2204        | 6.9   | 1650 | 0.9860          | 0.7340   | 0.6949 | 0.6942    | 0.6960 |
| 0.1966        | 6.92  | 1655 | 0.9920          | 0.7214   | 0.6793 | 0.6817    | 0.6775 |
| 0.2242        | 6.95  | 1660 | 0.9979          | 0.7152   | 0.6727 | 0.6771    | 0.6688 |
| 0.157         | 6.97  | 1665 | 1.0002          | 0.7293   | 0.6876 | 0.6925    | 0.6852 |
| 0.2665        | 6.99  | 1670 | 1.0067          | 0.7230   | 0.6838 | 0.6860    | 0.6860 |
| 0.159         | 7.01  | 1675 | 1.0002          | 0.7230   | 0.6841 | 0.6834    | 0.6867 |
| 0.1399        | 7.03  | 1680 | 0.9954          | 0.7277   | 0.6887 | 0.6874    | 0.6909 |
| 0.16          | 7.05  | 1685 | 0.9981          | 0.7277   | 0.6878 | 0.6878    | 0.6889 |
| 0.1074        | 7.07  | 1690 | 1.0067          | 0.7277   | 0.6881 | 0.6886    | 0.6889 |
| 0.15          | 7.09  | 1695 | 1.0130          | 0.7261   | 0.6857 | 0.6860    | 0.6863 |
| 0.1956        | 7.11  | 1700 | 1.0177          | 0.7261   | 0.6858 | 0.6854    | 0.6871 |
| 0.0964        | 7.13  | 1705 | 1.0193          | 0.7277   | 0.6877 | 0.6884    | 0.6881 |
| 0.1922        | 7.15  | 1710 | 1.0224          | 0.7277   | 0.6867 | 0.6894    | 0.6854 |
| 0.1334        | 7.18  | 1715 | 1.0224          | 0.7261   | 0.6844 | 0.6883    | 0.6812 |
| 0.1071        | 7.2   | 1720 | 1.0252          | 0.7183   | 0.6746 | 0.6796    | 0.6704 |
| 0.1798        | 7.22  | 1725 | 1.0306          | 0.7214   | 0.6781 | 0.6851    | 0.6724 |
| 0.2293        | 7.24  | 1730 | 1.0302          | 0.7277   | 0.6878 | 0.6900    | 0.6865 |
| 0.1813        | 7.26  | 1735 | 1.0316          | 0.7261   | 0.6884 | 0.6898    | 0.6895 |
| 0.1884        | 7.28  | 1740 | 1.0327          | 0.7261   | 0.6884 | 0.6898    | 0.6895 |
| 0.1482        | 7.3   | 1745 | 1.0328          | 0.7261   | 0.6877 | 0.6900    | 0.6883 |
| 0.1044        | 7.32  | 1750 | 1.0387          | 0.7324   | 0.6947 | 0.6989    | 0.6946 |
| 0.3129        | 7.34  | 1755 | 1.0264          | 0.7261   | 0.6884 | 0.6905    | 0.6887 |
| 0.1136        | 7.36  | 1760 | 1.0226          | 0.7183   | 0.6789 | 0.6826    | 0.6759 |
| 0.1869        | 7.38  | 1765 | 1.0219          | 0.7214   | 0.6812 | 0.6852    | 0.6783 |
| 0.1363        | 7.41  | 1770 | 1.0230          | 0.7261   | 0.6865 | 0.6913    | 0.6836 |
| 0.0683        | 7.43  | 1775 | 1.0295          | 0.7230   | 0.6835 | 0.6885    | 0.6800 |
| 0.155         | 7.45  | 1780 | 1.0372          | 0.7214   | 0.6805 | 0.6870    | 0.6767 |
| 0.3063        | 7.47  | 1785 | 1.0365          | 0.7246   | 0.6849 | 0.6885    | 0.6834 |
| 0.0882        | 7.49  | 1790 | 1.0347          | 0.7214   | 0.6821 | 0.6856    | 0.6795 |
| 0.1951        | 7.51  | 1795 | 1.0363          | 0.7183   | 0.6786 | 0.6803    | 0.6771 |
| 0.1963        | 7.53  | 1800 | 1.0397          | 0.7261   | 0.6865 | 0.6878    | 0.6875 |
| 0.2286        | 7.55  | 1805 | 1.0406          | 0.7261   | 0.6868 | 0.6880    | 0.6883 |
| 0.1509        | 7.57  | 1810 | 1.0362          | 0.7293   | 0.6896 | 0.6930    | 0.6887 |
| 0.1184        | 7.59  | 1815 | 1.0418          | 0.7105   | 0.6661 | 0.6765    | 0.6584 |
| 0.1063        | 7.62  | 1820 | 1.0522          | 0.7105   | 0.6630 | 0.6777    | 0.6529 |
| 0.134         | 7.64  | 1825 | 1.0484          | 0.7199   | 0.6762 | 0.6882    | 0.6686 |
| 0.2583        | 7.66  | 1830 | 1.0450          | 0.7261   | 0.6826 | 0.6912    | 0.6789 |
| 0.1144        | 7.68  | 1835 | 1.0507          | 0.7277   | 0.6882 | 0.6944    | 0.6877 |
| 0.1107        | 7.7   | 1840 | 1.0511          | 0.7214   | 0.6839 | 0.6853    | 0.6877 |
| 0.2604        | 7.72  | 1845 | 1.0395          | 0.7246   | 0.6863 | 0.6858    | 0.6881 |
| 0.1464        | 7.74  | 1850 | 1.0398          | 0.7199   | 0.6787 | 0.6801    | 0.6777 |
| 0.2535        | 7.76  | 1855 | 1.0411          | 0.7246   | 0.6820 | 0.6869    | 0.6779 |
| 0.1572        | 7.78  | 1860 | 1.0406          | 0.7183   | 0.6765 | 0.6789    | 0.6743 |
| 0.1646        | 7.8   | 1865 | 1.0415          | 0.7183   | 0.6746 | 0.6796    | 0.6704 |
| 0.2349        | 7.82  | 1870 | 1.0426          | 0.7261   | 0.6844 | 0.6890    | 0.6816 |
| 0.2146        | 7.85  | 1875 | 1.0449          | 0.7277   | 0.6882 | 0.6907    | 0.6885 |
| 0.1505        | 7.87  | 1880 | 1.0456          | 0.7277   | 0.6915 | 0.6908    | 0.6944 |
| 0.2806        | 7.89  | 1885 | 1.0445          | 0.7261   | 0.6900 | 0.6894    | 0.6926 |
| 0.2245        | 7.91  | 1890 | 1.0402          | 0.7277   | 0.6908 | 0.6904    | 0.6916 |
| 0.1388        | 7.93  | 1895 | 1.0410          | 0.7293   | 0.6914 | 0.6919    | 0.6911 |
| 0.3175        | 7.95  | 1900 | 1.0403          | 0.7261   | 0.6876 | 0.6899    | 0.6856 |
| 0.2023        | 7.97  | 1905 | 1.0379          | 0.7230   | 0.6857 | 0.6885    | 0.6832 |
| 0.1165        | 7.99  | 1910 | 1.0389          | 0.7261   | 0.6881 | 0.6913    | 0.6852 |
| 0.1103        | 8.01  | 1915 | 1.0431          | 0.7246   | 0.6865 | 0.6899    | 0.6834 |
| 0.1822        | 8.03  | 1920 | 1.0520          | 0.7214   | 0.6820 | 0.6872    | 0.6775 |
| 0.1773        | 8.05  | 1925 | 1.0600          | 0.7121   | 0.6690 | 0.6790    | 0.6614 |
| 0.1259        | 8.08  | 1930 | 1.0601          | 0.7183   | 0.6773 | 0.6843    | 0.6716 |
| 0.1737        | 8.1   | 1935 | 1.0619          | 0.7183   | 0.6804 | 0.6845    | 0.6775 |
| 0.1776        | 8.12  | 1940 | 1.0646          | 0.7277   | 0.6901 | 0.6921    | 0.6905 |
| 0.112         | 8.14  | 1945 | 1.0652          | 0.7324   | 0.6965 | 0.6968    | 0.6982 |
| 0.1649        | 8.16  | 1950 | 1.0650          | 0.7324   | 0.6962 | 0.6960    | 0.6982 |
| 0.1296        | 8.18  | 1955 | 1.0660          | 0.7308   | 0.6958 | 0.6954    | 0.6976 |
| 0.1325        | 8.2   | 1960 | 1.0651          | 0.7277   | 0.6897 | 0.6905    | 0.6901 |
| 0.1422        | 8.22  | 1965 | 1.0680          | 0.7199   | 0.6782 | 0.6839    | 0.6738 |
| 0.3486        | 8.24  | 1970 | 1.0723          | 0.7183   | 0.6729 | 0.6821    | 0.6661 |
| 0.2213        | 8.26  | 1975 | 1.0700          | 0.7121   | 0.6632 | 0.6738    | 0.6563 |
| 0.1206        | 8.28  | 1980 | 1.0671          | 0.7152   | 0.6673 | 0.6766    | 0.6622 |
| 0.1196        | 8.31  | 1985 | 1.0657          | 0.7183   | 0.6723 | 0.6796    | 0.6692 |
| 0.1955        | 8.33  | 1990 | 1.0568          | 0.7183   | 0.6745 | 0.6812    | 0.6696 |
| 0.1085        | 8.35  | 1995 | 1.0566          | 0.7152   | 0.6735 | 0.6813    | 0.6672 |
| 0.1359        | 8.37  | 2000 | 1.0549          | 0.7230   | 0.6862 | 0.6890    | 0.6836 |
| 0.2431        | 8.39  | 2005 | 1.0555          | 0.7308   | 0.6960 | 0.6976    | 0.6944 |
| 0.1512        | 8.41  | 2010 | 1.0570          | 0.7324   | 0.6966 | 0.6972    | 0.6970 |
| 0.1002        | 8.43  | 2015 | 1.0601          | 0.7355   | 0.6997 | 0.7000    | 0.7005 |
| 0.1529        | 8.45  | 2020 | 1.0601          | 0.7277   | 0.6913 | 0.6915    | 0.6913 |
| 0.1633        | 8.47  | 2025 | 1.0618          | 0.7261   | 0.6881 | 0.6882    | 0.6883 |
| 0.068         | 8.49  | 2030 | 1.0657          | 0.7199   | 0.6816 | 0.6826    | 0.6812 |
| 0.1883        | 8.51  | 2035 | 1.0644          | 0.7261   | 0.6885 | 0.6881    | 0.6891 |
| 0.1484        | 8.54  | 2040 | 1.0624          | 0.7324   | 0.6961 | 0.6952    | 0.6970 |
| 0.1438        | 8.56  | 2045 | 1.0642          | 0.7340   | 0.6983 | 0.6973    | 0.6995 |
| 0.1164        | 8.58  | 2050 | 1.0660          | 0.7308   | 0.6950 | 0.6948    | 0.6952 |
| 0.1523        | 8.6   | 2055 | 1.0702          | 0.7246   | 0.6875 | 0.6895    | 0.6857 |
| 0.0793        | 8.62  | 2060 | 1.0749          | 0.7230   | 0.6832 | 0.6874    | 0.6797 |
| 0.0752        | 8.64  | 2065 | 1.0783          | 0.7214   | 0.6797 | 0.6853    | 0.6755 |
| 0.0825        | 8.66  | 2070 | 1.0854          | 0.7230   | 0.6798 | 0.6868    | 0.6745 |
| 0.1463        | 8.68  | 2075 | 1.0937          | 0.7199   | 0.6748 | 0.6837    | 0.6686 |
| 0.1806        | 8.7   | 2080 | 1.0951          | 0.7199   | 0.6786 | 0.6854    | 0.6741 |
| 0.1354        | 8.72  | 2085 | 1.0925          | 0.7277   | 0.6885 | 0.6918    | 0.6877 |
| 0.1348        | 8.74  | 2090 | 1.0896          | 0.7324   | 0.6960 | 0.6958    | 0.6982 |
| 0.174         | 8.77  | 2095 | 1.0875          | 0.7261   | 0.6908 | 0.6900    | 0.6918 |
| 0.1424        | 8.79  | 2100 | 1.0902          | 0.7261   | 0.6896 | 0.6897    | 0.6895 |
| 0.1056        | 8.81  | 2105 | 1.0938          | 0.7261   | 0.6886 | 0.6906    | 0.6867 |
| 0.1662        | 8.83  | 2110 | 1.0952          | 0.7261   | 0.6866 | 0.6900    | 0.6836 |
| 0.1077        | 8.85  | 2115 | 1.0970          | 0.7246   | 0.6853 | 0.6887    | 0.6830 |
| 0.2363        | 8.87  | 2120 | 1.0967          | 0.7230   | 0.6832 | 0.6872    | 0.6808 |
| 0.1287        | 8.89  | 2125 | 1.0975          | 0.7261   | 0.6875 | 0.6916    | 0.6860 |
| 0.141         | 8.91  | 2130 | 1.0982          | 0.7277   | 0.6890 | 0.6930    | 0.6877 |
| 0.1411        | 8.93  | 2135 | 1.0962          | 0.7230   | 0.6824 | 0.6861    | 0.6800 |
| 0.1088        | 8.95  | 2140 | 1.0954          | 0.7230   | 0.6823 | 0.6880    | 0.6777 |
| 0.1032        | 8.97  | 2145 | 1.0942          | 0.7214   | 0.6807 | 0.6866    | 0.6759 |
| 0.0683        | 9.0   | 2150 | 1.0915          | 0.7230   | 0.6825 | 0.6877    | 0.6785 |
| 0.1402        | 9.02  | 2155 | 1.0894          | 0.7277   | 0.6894 | 0.6934    | 0.6861 |
| 0.0853        | 9.04  | 2160 | 1.0914          | 0.7246   | 0.6841 | 0.6891    | 0.6802 |
| 0.1155        | 9.06  | 2165 | 1.0937          | 0.7214   | 0.6787 | 0.6846    | 0.6743 |
| 0.0675        | 9.08  | 2170 | 1.0961          | 0.7230   | 0.6801 | 0.6869    | 0.6753 |
| 0.0754        | 9.1   | 2175 | 1.0959          | 0.7246   | 0.6828 | 0.6881    | 0.6791 |
| 0.0974        | 9.12  | 2180 | 1.0975          | 0.7293   | 0.6892 | 0.6926    | 0.6867 |
| 0.1567        | 9.14  | 2185 | 1.0993          | 0.7246   | 0.6850 | 0.6886    | 0.6822 |
| 0.1691        | 9.16  | 2190 | 1.0999          | 0.7261   | 0.6866 | 0.6917    | 0.6824 |
| 0.1026        | 9.18  | 2195 | 1.1006          | 0.7246   | 0.6850 | 0.6904    | 0.6806 |
| 0.0727        | 9.21  | 2200 | 1.1029          | 0.7246   | 0.6850 | 0.6904    | 0.6806 |
| 0.0834        | 9.23  | 2205 | 1.1046          | 0.7199   | 0.6783 | 0.6843    | 0.6738 |
| 0.1159        | 9.25  | 2210 | 1.1049          | 0.7230   | 0.6823 | 0.6880    | 0.6777 |
| 0.1586        | 9.27  | 2215 | 1.1046          | 0.7214   | 0.6808 | 0.6852    | 0.6775 |
| 0.1292        | 9.29  | 2220 | 1.1043          | 0.7230   | 0.6824 | 0.6865    | 0.6793 |
| 0.0743        | 9.31  | 2225 | 1.1035          | 0.7246   | 0.6851 | 0.6889    | 0.6822 |
| 0.06          | 9.33  | 2230 | 1.1022          | 0.7277   | 0.6912 | 0.6927    | 0.6901 |
| 0.1545        | 9.35  | 2235 | 1.1039          | 0.7293   | 0.6916 | 0.6932    | 0.6907 |
| 0.1546        | 9.37  | 2240 | 1.1058          | 0.7230   | 0.6833 | 0.6861    | 0.6812 |
| 0.2023        | 9.39  | 2245 | 1.1066          | 0.7214   | 0.6808 | 0.6852    | 0.6775 |
| 0.1607        | 9.41  | 2250 | 1.1077          | 0.7230   | 0.6818 | 0.6868    | 0.6777 |
| 0.0658        | 9.44  | 2255 | 1.1090          | 0.7230   | 0.6818 | 0.6868    | 0.6777 |
| 0.0417        | 9.46  | 2260 | 1.1107          | 0.7230   | 0.6818 | 0.6868    | 0.6777 |
| 0.063         | 9.48  | 2265 | 1.1129          | 0.7230   | 0.6818 | 0.6868    | 0.6777 |
| 0.0988        | 9.5   | 2270 | 1.1147          | 0.7230   | 0.6833 | 0.6886    | 0.6789 |
| 0.1082        | 9.52  | 2275 | 1.1155          | 0.7230   | 0.6833 | 0.6886    | 0.6789 |
| 0.1984        | 9.54  | 2280 | 1.1154          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.1793        | 9.56  | 2285 | 1.1153          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.1324        | 9.58  | 2290 | 1.1152          | 0.7230   | 0.6818 | 0.6868    | 0.6777 |
| 0.1059        | 9.6   | 2295 | 1.1157          | 0.7230   | 0.6818 | 0.6868    | 0.6777 |
| 0.0473        | 9.62  | 2300 | 1.1158          | 0.7230   | 0.6818 | 0.6868    | 0.6777 |
| 0.1065        | 9.64  | 2305 | 1.1166          | 0.7230   | 0.6818 | 0.6868    | 0.6777 |
| 0.1373        | 9.67  | 2310 | 1.1173          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.1248        | 9.69  | 2315 | 1.1177          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.0966        | 9.71  | 2320 | 1.1183          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.0742        | 9.73  | 2325 | 1.1189          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.0827        | 9.75  | 2330 | 1.1193          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.143         | 9.77  | 2335 | 1.1202          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.1623        | 9.79  | 2340 | 1.1201          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.1495        | 9.81  | 2345 | 1.1197          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.0965        | 9.83  | 2350 | 1.1195          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.1297        | 9.85  | 2355 | 1.1194          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.1164        | 9.87  | 2360 | 1.1195          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.1759        | 9.9   | 2365 | 1.1195          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.2404        | 9.92  | 2370 | 1.1192          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.1467        | 9.94  | 2375 | 1.1189          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.1969        | 9.96  | 2380 | 1.1187          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.1573        | 9.98  | 2385 | 1.1187          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |
| 0.2614        | 10.0  | 2390 | 1.1188          | 0.7246   | 0.6845 | 0.6892    | 0.6806 |


### Framework versions

- Transformers 4.12.5
- Pytorch 1.10.0+cu111
- Tokenizers 0.10.3

{"license": "mit", "tags": ["generated_from_trainer"], "metrics": ["accuracy", "f1", "precision", "recall"], "model-index": [{"name": "finetuned-bert-bounti", "results": []}]}
transformers pytorch bert text-classification generated_from_trainer license:mit autotrain_compatible endpoints_compatible region:us
TAGS
#transformers #pytorch #bert #text-classification #generated_from_trainer #license-mit #autotrain_compatible #endpoints_compatible #region-us 

finetuned-bert-bounti
=====================


This model is a fine-tuned version of dbmdz/bert-base-turkish-128k-uncased on the BounTi Turkish Twitter sentiment dataset.
It achieves the following results on the evaluation set:


* Loss: 1.1188
* Accuracy: 0.7246
* F1: 0.6845
* Precision: 0.6892
* Recall: 0.6806


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: 1e-05
* train\_batch\_size: 24
* eval\_batch\_size: 36
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* lr\_scheduler\_warmup\_steps: 300
* num\_epochs: 10


### Training results



### Framework versions


* Transformers 4.12.5
* Pytorch 1.10.0+cu111
* Tokenizers 0.10.3



### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 1e-05
* train\_batch\_size: 24
* eval\_batch\_size: 36
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* lr\_scheduler\_warmup\_steps: 300
* num\_epochs: 10 ### Training results ### Framework versions


* Transformers 4.12.5
* Pytorch 1.10.0+cu111
* Tokenizers 0.10.3
TAGS
#transformers #pytorch #bert #text-classification #generated_from_trainer #license-mit #autotrain_compatible #endpoints_compatible #region-us 
 ### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 1e-05
* train\_batch\_size: 24
* eval\_batch\_size: 36
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* lr\_scheduler\_warmup\_steps: 300
* num\_epochs: 10 ### Training results ### Framework versions


* Transformers 4.12.5
* Pytorch 1.10.0+cu111
* Tokenizers 0.10.3
passage: TAGS
#transformers #pytorch #bert #text-classification #generated_from_trainer #license-mit #autotrain_compatible #endpoints_compatible #region-us 
### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 1e-05
* train\_batch\_size: 24
* eval\_batch\_size: 36
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* lr\_scheduler\_warmup\_steps: 300
* num\_epochs: 10### Training results### Framework versions


* Transformers 4.12.5
* Pytorch 1.10.0+cu111
* Tokenizers 0.10.3