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Merge pull request #5 from PonteIneptique/new_model
(Model Update) New model update with nicer score information
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## Case | ||
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*[Back to readme](../README.md)* | ||
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| | accuracy | precision | recall | support | | ||
|------------------|----------|-----------|--------|---------| | ||
| all | 0.9234 | 0.8882 | 0.8244 | 169822 | | ||
| known-tokens | 0.9259 | 0.8933 | 0.8314 | 161674 | | ||
| unknown-tokens | 0.8737 | 0.6745 | 0.692 | 8148 | | ||
| ambiguous-tokens | 0.8319 | 0.8278 | 0.7788 | 63352 | | ||
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### Case Classification report | ||
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| target | precision | recall | f1-score | support | | ||
|-------------|-----------|--------|----------|---------| | ||
| Abl | 0.88 | 0.91 | 0.89 | 20743 | | ||
| Acc | 0.90 | 0.91 | 0.90 | 29654 | | ||
| Dat | 0.82 | 0.68 | 0.74 | 6042 | | ||
| Gen | 0.91 | 0.93 | 0.92 | 10252 | | ||
| Ind | 0.96 | 0.98 | 0.97 | 938 | | ||
| Loc | 0.93 | 0.65 | 0.76 | 120 | | ||
| Nom | 0.85 | 0.86 | 0.85 | 26743 | | ||
| Voc | 0.76 | 0.53 | 0.63 | 1051 | | ||
| _ | 0.98 | 0.98 | 0.98 | 74279 | | ||
| avg / total | 0.89 | 0.82 | 0.85 | 169822 | | ||
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### Case Confusion Matrix | ||
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| Expected | Total Errors | Predictions | Predicted times | | ||
|----------|--------------|-------------|-----------------| | ||
| Nom | 3807 | Acc | 2228 | | ||
| | | _ | 553 | | ||
| | | Abl | 509 | | ||
| | | Gen | 361 | | ||
| | | Voc | 89 | | ||
| | | Dat | 65 | | ||
| | | Ind | 2 | | ||
| Acc | 2629 | Nom | 1859 | | ||
| | | _ | 470 | | ||
| | | Abl | 151 | | ||
| | | Gen | 119 | | ||
| | | Voc | 16 | | ||
| | | Ind | 9 | | ||
| | | Dat | 5 | | ||
| Dat | 1958 | Abl | 1451 | | ||
| | | Gen | 337 | | ||
| | | Nom | 118 | | ||
| | | _ | 38 | | ||
| | | Voc | 8 | | ||
| | | Acc | 4 | | ||
| | | Loc | 2 | | ||
| Abl | 1946 | Nom | 732 | | ||
| | | Dat | 684 | | ||
| | | Acc | 252 | | ||
| | | _ | 223 | | ||
| | | Gen | 30 | | ||
| | | Voc | 23 | | ||
| | | Ind | 2 | | ||
| _ | 1391 | Nom | 593 | | ||
| | | Acc | 395 | | ||
| | | Abl | 294 | | ||
| | | Gen | 45 | | ||
| | | Dat | 31 | | ||
| | | Ind | 22 | | ||
| | | Voc | 11 | | ||
| Gen | 725 | Nom | 395 | | ||
| | | Acc | 131 | | ||
| | | Dat | 103 | | ||
| | | _ | 41 | | ||
| | | Voc | 26 | | ||
| | | Abl | 24 | | ||
| | | Loc | 4 | | ||
| | | Ind | 1 | | ||
| Voc | 491 | Nom | 287 | | ||
| | | Acc | 71 | | ||
| | | Gen | 50 | | ||
| | | Abl | 36 | | ||
| | | _ | 34 | | ||
| | | Dat | 13 | | ||
| Loc | 42 | Gen | 28 | | ||
| | | Nom | 7 | | ||
| | | Dat | 3 | | ||
| | | Voc | 2 | | ||
| | | Acc | 1 | | ||
| | | _ | 1 | | ||
| Ind | 23 | _ | 13 | | ||
| | | Gen | 5 | | ||
| | | Abl | 2 | | ||
| | | Nom | 2 | | ||
| | | Acc | 1 | | ||
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## Deg | ||
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*[Back to readme](../README.md)* | ||
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| | accuracy | precision | recall | support | | ||
|------------------|----------|-----------|--------|---------| | ||
| all | 0.9807 | 0.9681 | 0.9721 | 169822 | | ||
| known-tokens | 0.9828 | 0.9701 | 0.9762 | 161674 | | ||
| unknown-tokens | 0.9396 | 0.928 | 0.9121 | 8148 | | ||
| ambiguous-tokens | 0.9155 | 0.9051 | 0.9277 | 27870 | | ||
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### Deg Classification report | ||
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| target | precision | recall | f1-score | support | | ||
|-------------|-----------|--------|----------|---------| | ||
| Comp | 0.98 | 0.99 | 0.99 | 1785 | | ||
| Pos | 0.93 | 0.93 | 0.93 | 22581 | | ||
| Sup | 0.97 | 0.99 | 0.98 | 1731 | | ||
| _ | 0.99 | 0.99 | 0.99 | 143725 | | ||
| avg / total | 0.97 | 0.97 | 0.97 | 169822 | | ||
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### Deg Confusion Matrix | ||
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| Expected | Total Errors | Predictions | Predicted times | | ||
|----------|--------------|-------------|-----------------| | ||
| Pos | 1683 | _ | 1669 | | ||
| | | Comp | 8 | | ||
| | | Sup | 6 | | ||
| _ | 1549 | Pos | 1478 | | ||
| | | Sup | 50 | | ||
| | | Comp | 21 | | ||
| Sup | 23 | _ | 14 | | ||
| | | Pos | 8 | | ||
| | | Comp | 1 | | ||
| Comp | 23 | _ | 13 | | ||
| | | Pos | 9 | | ||
| | | Sup | 1 | | ||
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## Dis | ||
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*[Back to readme](../README.md)* | ||
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| | accuracy | precision | recall | support | | ||
|------------------|----------|-----------|--------|---------| | ||
| all | 0.9725 | 0.8685 | 0.9254 | 169822 | | ||
| known-tokens | 0.9739 | 0.8699 | 0.9285 | 161674 | | ||
| unknown-tokens | 0.9451 | 0.6468 | 0.5544 | 8148 | | ||
| ambiguous-tokens | 0.9131 | 0.85 | 0.9119 | 41821 | | ||
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### Dis Classification report | ||
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| target | precision | recall | f1-score | support | | ||
|-------------|-----------|--------|----------|---------| | ||
| 1 | 0.94 | 0.94 | 0.94 | 25089 | | ||
| 2 | 0.92 | 0.90 | 0.91 | 17167 | | ||
| 3 | 0.86 | 0.83 | 0.84 | 2201 | | ||
| 4 | 0.85 | 0.90 | 0.88 | 1641 | | ||
| 5 | 0.65 | 1.00 | 0.79 | 30 | | ||
| _ | 0.99 | 0.99 | 0.99 | 123694 | | ||
| avg / total | 0.87 | 0.93 | 0.89 | 169822 | | ||
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### Dis Confusion Matrix | ||
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| Expected | Total Errors | Predictions | Predicted times | | ||
|----------|--------------|-------------|-----------------| | ||
| 2 | 1750 | 1 | 1004 | | ||
| | | _ | 632 | | ||
| | | 3 | 92 | | ||
| | | 4 | 18 | | ||
| | | 5 | 4 | | ||
| 1 | 1609 | 2 | 877 | | ||
| | | _ | 478 | | ||
| | | 4 | 145 | | ||
| | | 3 | 99 | | ||
| | | 5 | 10 | | ||
| _ | 754 | 1 | 351 | | ||
| | | 2 | 344 | | ||
| | | 3 | 45 | | ||
| | | 4 | 14 | | ||
| 3 | 385 | 1 | 140 | | ||
| | | 2 | 94 | | ||
| | | 4 | 78 | | ||
| | | _ | 71 | | ||
| | | 5 | 2 | | ||
| 4 | 165 | 1 | 82 | | ||
| | | 3 | 65 | | ||
| | | 2 | 10 | | ||
| | | _ | 8 | |
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