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README.md CHANGED
@@ -1,6 +1,4 @@
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  ---
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- language:
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- - id
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  license: mit
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  base_model: indolem/indobert-base-uncased
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  tags:
@@ -17,31 +15,31 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.1397
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- - Location Precision: 0.7439
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  - Location Recall: 0.8592
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- - Location F1: 0.7974
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  - Location Number: 71
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- - Organization Precision: 0.6292
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  - Organization Recall: 0.8615
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- - Organization F1: 0.7273
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  - Organization Number: 65
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- - Person Precision: 0.8598
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- - Person Recall: 0.94
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- - Person F1: 0.8981
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  - Person Number: 150
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- - Quantity Precision: 0.6923
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  - Quantity Recall: 0.8182
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- - Quantity F1: 0.7500
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  - Quantity Number: 33
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- - Time Precision: 0.8065
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- - Time Recall: 0.8929
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- - Time F1: 0.8475
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  - Time Number: 28
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- - Overall Precision: 0.7654
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  - Overall Recall: 0.8934
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- - Overall F1: 0.8245
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- - Overall Accuracy: 0.9590
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  ## Model description
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@@ -72,106 +70,106 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Quantity Precision | Quantity Recall | Quantity F1 | Quantity Number | Time Precision | Time Recall | Time F1 | Time Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
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  |:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
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- | 1.1688 | 1.0 | 106 | 0.6974 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.0 | 0.0 | 0.0 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.0 | 0.0 | 0.0 | 28 | 0.0 | 0.0 | 0.0 | 0.8409 |
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- | 0.6848 | 2.0 | 212 | 0.5788 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.25 | 0.0067 | 0.0130 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.0 | 0.0 | 0.0 | 28 | 0.1429 | 0.0029 | 0.0056 | 0.8426 |
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- | 0.5741 | 3.0 | 318 | 0.4598 | 0.2222 | 0.0282 | 0.05 | 71 | 0.0833 | 0.0154 | 0.0260 | 65 | 0.2540 | 0.1067 | 0.1502 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.1429 | 0.0714 | 0.0952 | 28 | 0.2143 | 0.0605 | 0.0944 | 0.8618 |
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- | 0.4442 | 4.0 | 424 | 0.3291 | 0.4667 | 0.2958 | 0.3621 | 71 | 0.2667 | 0.1231 | 0.1684 | 65 | 0.6107 | 0.6067 | 0.6087 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.5833 | 0.5 | 0.5385 | 28 | 0.5134 | 0.3862 | 0.4408 | 0.9057 |
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- | 0.3357 | 5.0 | 530 | 0.2546 | 0.5 | 0.5493 | 0.5235 | 71 | 0.4359 | 0.5231 | 0.4755 | 65 | 0.7345 | 0.8667 | 0.7951 | 150 | 0.3684 | 0.4242 | 0.3944 | 33 | 0.5862 | 0.6071 | 0.5965 | 28 | 0.585 | 0.6744 | 0.6265 | 0.9290 |
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- | 0.2731 | 6.0 | 636 | 0.2349 | 0.5889 | 0.7465 | 0.6584 | 71 | 0.4845 | 0.7231 | 0.5802 | 65 | 0.7432 | 0.9067 | 0.8168 | 150 | 0.3261 | 0.4545 | 0.3797 | 33 | 0.6061 | 0.7143 | 0.6557 | 28 | 0.6036 | 0.7810 | 0.6809 | 0.9348 |
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- | 0.2395 | 7.0 | 742 | 0.1961 | 0.5730 | 0.7183 | 0.6375 | 71 | 0.5357 | 0.6923 | 0.6040 | 65 | 0.7569 | 0.9133 | 0.8278 | 150 | 0.3953 | 0.5152 | 0.4474 | 33 | 0.5758 | 0.6786 | 0.6230 | 28 | 0.6256 | 0.7752 | 0.6924 | 0.9384 |
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- | 0.2135 | 8.0 | 848 | 0.1853 | 0.6593 | 0.8451 | 0.7407 | 71 | 0.5 | 0.7538 | 0.6012 | 65 | 0.7771 | 0.9067 | 0.8369 | 150 | 0.4318 | 0.5758 | 0.4935 | 33 | 0.5758 | 0.6786 | 0.6230 | 28 | 0.6417 | 0.8156 | 0.7183 | 0.9403 |
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- | 0.1977 | 9.0 | 954 | 0.1670 | 0.6941 | 0.8310 | 0.7564 | 71 | 0.6049 | 0.7538 | 0.6712 | 65 | 0.7988 | 0.8733 | 0.8344 | 150 | 0.4211 | 0.4848 | 0.4507 | 33 | 0.6667 | 0.7143 | 0.6897 | 28 | 0.6910 | 0.7925 | 0.7383 | 0.9452 |
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- | 0.1876 | 10.0 | 1060 | 0.1671 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.5204 | 0.7846 | 0.6258 | 65 | 0.7714 | 0.9 | 0.8308 | 150 | 0.4651 | 0.6061 | 0.5263 | 33 | 0.6667 | 0.7857 | 0.7213 | 28 | 0.6674 | 0.8329 | 0.7410 | 0.9457 |
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- | 0.1747 | 11.0 | 1166 | 0.1635 | 0.6737 | 0.9014 | 0.7711 | 71 | 0.5652 | 0.8 | 0.6624 | 65 | 0.7849 | 0.9 | 0.8385 | 150 | 0.4773 | 0.6364 | 0.5455 | 33 | 0.6875 | 0.7857 | 0.7333 | 28 | 0.6759 | 0.8473 | 0.7519 | 0.9464 |
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- | 0.1685 | 12.0 | 1272 | 0.1576 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.5667 | 0.7846 | 0.6581 | 65 | 0.7714 | 0.9 | 0.8308 | 150 | 0.4889 | 0.6667 | 0.5641 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.6830 | 0.8444 | 0.7552 | 0.9493 |
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- | 0.161 | 13.0 | 1378 | 0.1468 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.5699 | 0.8154 | 0.6709 | 65 | 0.8 | 0.9067 | 0.8500 | 150 | 0.5349 | 0.6970 | 0.6053 | 33 | 0.6667 | 0.7857 | 0.7213 | 28 | 0.6991 | 0.8501 | 0.7672 | 0.9505 |
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- | 0.158 | 14.0 | 1484 | 0.1500 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.5521 | 0.8154 | 0.6584 | 65 | 0.7849 | 0.9 | 0.8385 | 150 | 0.5581 | 0.7273 | 0.6316 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.6946 | 0.8588 | 0.7680 | 0.9503 |
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- | 0.1512 | 15.0 | 1590 | 0.1599 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.5243 | 0.8308 | 0.6429 | 65 | 0.7965 | 0.9133 | 0.8509 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.6972 | 0.8761 | 0.7765 | 0.9491 |
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- | 0.1473 | 16.0 | 1696 | 0.1513 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.5977 | 0.8 | 0.6842 | 65 | 0.7941 | 0.9 | 0.8438 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7163 | 0.8588 | 0.7811 | 0.9520 |
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- | 0.1477 | 17.0 | 1802 | 0.1440 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.5843 | 0.8 | 0.6753 | 65 | 0.7988 | 0.9 | 0.8464 | 150 | 0.5952 | 0.7576 | 0.6667 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7184 | 0.8530 | 0.7800 | 0.9530 |
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- | 0.1428 | 18.0 | 1908 | 0.1429 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6023 | 0.8154 | 0.6928 | 65 | 0.7941 | 0.9 | 0.8438 | 150 | 0.5952 | 0.7576 | 0.6667 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7163 | 0.8588 | 0.7811 | 0.9532 |
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- | 0.1379 | 19.0 | 2014 | 0.1367 | 0.7381 | 0.8732 | 0.8 | 71 | 0.5684 | 0.8308 | 0.675 | 65 | 0.8084 | 0.9 | 0.8517 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7249 | 0.8732 | 0.7922 | 0.9551 |
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- | 0.1365 | 20.0 | 2120 | 0.1357 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.5814 | 0.7692 | 0.6623 | 65 | 0.8084 | 0.9 | 0.8517 | 150 | 0.6341 | 0.7879 | 0.7027 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7244 | 0.8559 | 0.7847 | 0.9561 |
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- | 0.1317 | 21.0 | 2226 | 0.1382 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.5730 | 0.7846 | 0.6623 | 65 | 0.8084 | 0.9 | 0.8517 | 150 | 0.6190 | 0.7879 | 0.6933 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7209 | 0.8559 | 0.7826 | 0.9549 |
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- | 0.132 | 22.0 | 2332 | 0.1577 | 0.6889 | 0.8732 | 0.7702 | 71 | 0.5096 | 0.8154 | 0.6272 | 65 | 0.7849 | 0.9 | 0.8385 | 150 | 0.5778 | 0.7879 | 0.6667 | 33 | 0.7059 | 0.8571 | 0.7742 | 28 | 0.6742 | 0.8646 | 0.7576 | 0.9467 |
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- | 0.1259 | 23.0 | 2438 | 0.1343 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.5714 | 0.8 | 0.6667 | 65 | 0.8084 | 0.9 | 0.8517 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7251 | 0.8588 | 0.7863 | 0.9559 |
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- | 0.1245 | 24.0 | 2544 | 0.1403 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.5532 | 0.8 | 0.6541 | 65 | 0.8144 | 0.9067 | 0.8580 | 150 | 0.6190 | 0.7879 | 0.6933 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7136 | 0.8617 | 0.7807 | 0.9532 |
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- | 0.1196 | 25.0 | 2650 | 0.1431 | 0.75 | 0.8451 | 0.7947 | 71 | 0.5579 | 0.8154 | 0.6625 | 65 | 0.8144 | 0.9067 | 0.8580 | 150 | 0.5778 | 0.7879 | 0.6667 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7119 | 0.8617 | 0.7797 | 0.9520 |
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- | 0.1226 | 26.0 | 2756 | 0.1389 | 0.75 | 0.8451 | 0.7947 | 71 | 0.5934 | 0.8308 | 0.6923 | 65 | 0.8155 | 0.9133 | 0.8616 | 150 | 0.5909 | 0.7879 | 0.6753 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7260 | 0.8703 | 0.7916 | 0.9544 |
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- | 0.1184 | 27.0 | 2862 | 0.1430 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.5934 | 0.8308 | 0.6923 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.5778 | 0.7879 | 0.6667 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7194 | 0.8646 | 0.7853 | 0.9532 |
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- | 0.1165 | 28.0 | 2968 | 0.1396 | 0.7595 | 0.8451 | 0.8 | 71 | 0.5870 | 0.8308 | 0.6879 | 65 | 0.8193 | 0.9067 | 0.8608 | 150 | 0.6047 | 0.7879 | 0.6842 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7288 | 0.8674 | 0.7921 | 0.9547 |
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- | 0.1148 | 29.0 | 3074 | 0.1400 | 0.7375 | 0.8310 | 0.7815 | 71 | 0.5684 | 0.8308 | 0.675 | 65 | 0.8155 | 0.9133 | 0.8616 | 150 | 0.6190 | 0.7879 | 0.6933 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7201 | 0.8674 | 0.7869 | 0.9525 |
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- | 0.1114 | 30.0 | 3180 | 0.1347 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.5806 | 0.8308 | 0.6835 | 65 | 0.8193 | 0.9067 | 0.8608 | 150 | 0.6190 | 0.7879 | 0.6933 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7277 | 0.8703 | 0.7927 | 0.9544 |
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- | 0.1147 | 31.0 | 3286 | 0.1368 | 0.75 | 0.8451 | 0.7947 | 71 | 0.5889 | 0.8154 | 0.6839 | 65 | 0.8095 | 0.9067 | 0.8553 | 150 | 0.6047 | 0.7879 | 0.6842 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7246 | 0.8646 | 0.7884 | 0.9544 |
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- | 0.1093 | 32.0 | 3392 | 0.1389 | 0.7375 | 0.8310 | 0.7815 | 71 | 0.6067 | 0.8308 | 0.7013 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.6047 | 0.7879 | 0.6842 | 33 | 0.7059 | 0.8571 | 0.7742 | 28 | 0.7264 | 0.8646 | 0.7895 | 0.9542 |
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- | 0.1085 | 33.0 | 3498 | 0.1398 | 0.7375 | 0.8310 | 0.7815 | 71 | 0.5934 | 0.8308 | 0.6923 | 65 | 0.8095 | 0.9067 | 0.8553 | 150 | 0.6190 | 0.7879 | 0.6933 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7246 | 0.8646 | 0.7884 | 0.9539 |
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- | 0.1074 | 34.0 | 3604 | 0.1385 | 0.7590 | 0.8873 | 0.8182 | 71 | 0.6 | 0.8308 | 0.6968 | 65 | 0.8155 | 0.9133 | 0.8616 | 150 | 0.6047 | 0.7879 | 0.6842 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7314 | 0.8790 | 0.7984 | 0.9549 |
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- | 0.1065 | 35.0 | 3710 | 0.1401 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6067 | 0.8308 | 0.7013 | 65 | 0.8107 | 0.9133 | 0.8589 | 150 | 0.6047 | 0.7879 | 0.6842 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7308 | 0.8761 | 0.7969 | 0.9547 |
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- | 0.1038 | 36.0 | 3816 | 0.1475 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.5978 | 0.8462 | 0.7006 | 65 | 0.8166 | 0.92 | 0.8652 | 150 | 0.5909 | 0.7879 | 0.6753 | 33 | 0.7059 | 0.8571 | 0.7742 | 28 | 0.7214 | 0.8732 | 0.7901 | 0.9522 |
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- | 0.1048 | 37.0 | 3922 | 0.1522 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.5789 | 0.8462 | 0.6875 | 65 | 0.8393 | 0.94 | 0.8868 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.6765 | 0.8214 | 0.7419 | 28 | 0.7213 | 0.8876 | 0.7959 | 0.9510 |
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- | 0.1045 | 38.0 | 4028 | 0.1409 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8323 | 0.9267 | 0.8770 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7290 | 0.8761 | 0.7958 | 0.9530 |
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- | 0.1048 | 39.0 | 4134 | 0.1403 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.5978 | 0.8462 | 0.7006 | 65 | 0.8443 | 0.94 | 0.8896 | 150 | 0.6667 | 0.7879 | 0.7222 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7470 | 0.8847 | 0.8100 | 0.9549 |
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- | 0.0993 | 40.0 | 4240 | 0.1353 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6067 | 0.8308 | 0.7013 | 65 | 0.8274 | 0.9267 | 0.8742 | 150 | 0.6667 | 0.7879 | 0.7222 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7463 | 0.8818 | 0.8085 | 0.9566 |
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- | 0.1005 | 41.0 | 4346 | 0.1419 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.5870 | 0.8308 | 0.6879 | 65 | 0.8333 | 0.9333 | 0.8805 | 150 | 0.6341 | 0.7879 | 0.7027 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7356 | 0.8818 | 0.8021 | 0.9544 |
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- | 0.0972 | 42.0 | 4452 | 0.1368 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.5934 | 0.8308 | 0.6923 | 65 | 0.8323 | 0.9267 | 0.8770 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7421 | 0.8790 | 0.8047 | 0.9568 |
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- | 0.0972 | 43.0 | 4558 | 0.1299 | 0.75 | 0.8451 | 0.7947 | 71 | 0.6092 | 0.8154 | 0.6974 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.6842 | 0.7879 | 0.7324 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7494 | 0.8703 | 0.8053 | 0.9585 |
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- | 0.099 | 44.0 | 4664 | 0.1324 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.5870 | 0.8308 | 0.6879 | 65 | 0.8214 | 0.92 | 0.8679 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7361 | 0.8761 | 0.8000 | 0.9571 |
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- | 0.0966 | 45.0 | 4770 | 0.1332 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.5955 | 0.8154 | 0.6883 | 65 | 0.8424 | 0.9267 | 0.8825 | 150 | 0.6341 | 0.7879 | 0.7027 | 33 | 0.7353 | 0.8929 | 0.8065 | 28 | 0.7415 | 0.8761 | 0.8032 | 0.9583 |
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- | 0.0969 | 46.0 | 4876 | 0.1267 | 0.75 | 0.8451 | 0.7947 | 71 | 0.6092 | 0.8154 | 0.6974 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6667 | 0.7879 | 0.7222 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.755 | 0.8703 | 0.8086 | 0.9597 |
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- | 0.0946 | 47.0 | 4982 | 0.1459 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6333 | 0.8769 | 0.7355 | 65 | 0.8333 | 0.9333 | 0.8805 | 150 | 0.6190 | 0.7879 | 0.6933 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7398 | 0.8847 | 0.8058 | 0.9551 |
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- | 0.0953 | 48.0 | 5088 | 0.1343 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.6207 | 0.8308 | 0.7105 | 65 | 0.8274 | 0.9267 | 0.8742 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7463 | 0.8818 | 0.8085 | 0.9573 |
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- | 0.0946 | 49.0 | 5194 | 0.1368 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.6207 | 0.8308 | 0.7105 | 65 | 0.8274 | 0.9267 | 0.8742 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7463 | 0.8818 | 0.8085 | 0.9568 |
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- | 0.0929 | 50.0 | 5300 | 0.1368 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8323 | 0.9267 | 0.8770 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7488 | 0.8847 | 0.8111 | 0.9573 |
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- | 0.0899 | 51.0 | 5406 | 0.1374 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6437 | 0.8615 | 0.7368 | 65 | 0.8323 | 0.9267 | 0.8770 | 150 | 0.6341 | 0.7879 | 0.7027 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7475 | 0.8790 | 0.8079 | 0.9571 |
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- | 0.0912 | 52.0 | 5512 | 0.1391 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7574 | 0.8818 | 0.8149 | 0.9578 |
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- | 0.0886 | 53.0 | 5618 | 0.1418 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8333 | 0.9333 | 0.8805 | 150 | 0.6190 | 0.7879 | 0.6933 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7409 | 0.8818 | 0.8053 | 0.9564 |
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- | 0.0871 | 54.0 | 5724 | 0.1499 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.5876 | 0.8769 | 0.7037 | 65 | 0.8284 | 0.9333 | 0.8777 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7310 | 0.8847 | 0.8005 | 0.9530 |
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- | 0.0881 | 55.0 | 5830 | 0.1423 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6333 | 0.8769 | 0.7355 | 65 | 0.8383 | 0.9333 | 0.8833 | 150 | 0.6190 | 0.7879 | 0.6933 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7433 | 0.8847 | 0.8079 | 0.9571 |
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- | 0.0873 | 56.0 | 5936 | 0.1360 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6477 | 0.8769 | 0.7451 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.6842 | 0.7879 | 0.7324 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7574 | 0.8818 | 0.8149 | 0.9585 |
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- | 0.0863 | 57.0 | 6042 | 0.1433 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.6333 | 0.8769 | 0.7355 | 65 | 0.8494 | 0.94 | 0.8924 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7458 | 0.8876 | 0.8105 | 0.9566 |
132
- | 0.0874 | 58.0 | 6148 | 0.1379 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7630 | 0.8905 | 0.8218 | 0.9593 |
133
- | 0.086 | 59.0 | 6254 | 0.1369 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6264 | 0.8769 | 0.7308 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6667 | 0.7879 | 0.7222 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7562 | 0.8847 | 0.8154 | 0.9588 |
134
- | 0.0872 | 60.0 | 6360 | 0.1370 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6044 | 0.8462 | 0.7051 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.6341 | 0.7879 | 0.7027 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.75 | 0.8818 | 0.8106 | 0.9581 |
135
- | 0.0861 | 61.0 | 6466 | 0.1375 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6180 | 0.8462 | 0.7143 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6667 | 0.7879 | 0.7222 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7556 | 0.8818 | 0.8138 | 0.9581 |
136
- | 0.0832 | 62.0 | 6572 | 0.1370 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7518 | 0.8818 | 0.8117 | 0.9578 |
137
- | 0.0864 | 63.0 | 6678 | 0.1362 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7586 | 0.8876 | 0.8181 | 0.9583 |
138
- | 0.083 | 64.0 | 6784 | 0.1410 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6404 | 0.8769 | 0.7403 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7592 | 0.8905 | 0.8196 | 0.9581 |
139
- | 0.0836 | 65.0 | 6890 | 0.1362 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8424 | 0.9267 | 0.8825 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7549 | 0.8876 | 0.8159 | 0.9588 |
140
- | 0.0829 | 66.0 | 6996 | 0.1430 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6333 | 0.8769 | 0.7355 | 65 | 0.8323 | 0.9267 | 0.8770 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7433 | 0.8847 | 0.8079 | 0.9566 |
141
- | 0.0828 | 67.0 | 7102 | 0.1390 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.6341 | 0.7879 | 0.7027 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7482 | 0.8818 | 0.8095 | 0.9576 |
142
- | 0.0806 | 68.0 | 7208 | 0.1343 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.6842 | 0.7879 | 0.7324 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7681 | 0.8876 | 0.8235 | 0.9597 |
143
- | 0.0816 | 69.0 | 7314 | 0.1378 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6333 | 0.8769 | 0.7355 | 65 | 0.8545 | 0.94 | 0.8952 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7579 | 0.8934 | 0.8201 | 0.9583 |
144
- | 0.0786 | 70.0 | 7420 | 0.1374 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6477 | 0.8769 | 0.7451 | 65 | 0.8545 | 0.94 | 0.8952 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7605 | 0.8876 | 0.8191 | 0.9590 |
145
- | 0.0813 | 71.0 | 7526 | 0.1460 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6129 | 0.8769 | 0.7215 | 65 | 0.8554 | 0.9467 | 0.8987 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7512 | 0.8963 | 0.8173 | 0.9564 |
146
- | 0.0811 | 72.0 | 7632 | 0.1375 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8545 | 0.94 | 0.8952 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7586 | 0.8876 | 0.8181 | 0.9588 |
147
- | 0.0797 | 73.0 | 7738 | 0.1369 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.6842 | 0.7879 | 0.7324 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7649 | 0.8905 | 0.8229 | 0.9595 |
148
- | 0.0803 | 74.0 | 7844 | 0.1350 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.6842 | 0.7879 | 0.7324 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7711 | 0.8934 | 0.8278 | 0.9605 |
149
- | 0.0781 | 75.0 | 7950 | 0.1355 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.6667 | 0.7879 | 0.7222 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7580 | 0.8847 | 0.8165 | 0.9593 |
150
- | 0.0794 | 76.0 | 8056 | 0.1370 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7592 | 0.8905 | 0.8196 | 0.9590 |
151
- | 0.0814 | 77.0 | 8162 | 0.1353 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.6136 | 0.8308 | 0.7059 | 65 | 0.8485 | 0.9333 | 0.8889 | 150 | 0.7105 | 0.8182 | 0.7606 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7599 | 0.8847 | 0.8176 | 0.9593 |
152
- | 0.0788 | 78.0 | 8268 | 0.1362 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.6180 | 0.8462 | 0.7143 | 65 | 0.8485 | 0.9333 | 0.8889 | 150 | 0.6842 | 0.7879 | 0.7324 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7599 | 0.8847 | 0.8176 | 0.9588 |
153
- | 0.079 | 79.0 | 8374 | 0.1448 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6264 | 0.8769 | 0.7308 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7518 | 0.8905 | 0.8153 | 0.9571 |
154
- | 0.0788 | 80.0 | 8480 | 0.1435 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6333 | 0.8769 | 0.7355 | 65 | 0.8545 | 0.94 | 0.8952 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7561 | 0.8934 | 0.8190 | 0.9578 |
155
- | 0.0786 | 81.0 | 8586 | 0.1373 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6180 | 0.8462 | 0.7143 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.6667 | 0.7879 | 0.7222 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7649 | 0.8905 | 0.8229 | 0.9593 |
156
- | 0.0792 | 82.0 | 8692 | 0.1378 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6322 | 0.8462 | 0.7237 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.6842 | 0.7879 | 0.7324 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7706 | 0.8905 | 0.8262 | 0.9600 |
157
- | 0.0784 | 83.0 | 8798 | 0.1361 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.6207 | 0.8308 | 0.7105 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.77 | 0.8876 | 0.8246 | 0.9602 |
158
- | 0.0767 | 84.0 | 8904 | 0.1369 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.6667 | 0.7879 | 0.7222 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7731 | 0.8934 | 0.8289 | 0.9607 |
159
- | 0.079 | 85.0 | 9010 | 0.1404 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.6333 | 0.8769 | 0.7355 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6842 | 0.7879 | 0.7324 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7624 | 0.8876 | 0.8202 | 0.9590 |
160
- | 0.0751 | 86.0 | 9116 | 0.1368 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6207 | 0.8308 | 0.7105 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7643 | 0.8876 | 0.8213 | 0.9595 |
161
- | 0.0776 | 87.0 | 9222 | 0.1375 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6067 | 0.8308 | 0.7013 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6667 | 0.7879 | 0.7222 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7580 | 0.8847 | 0.8165 | 0.9588 |
162
- | 0.0759 | 88.0 | 9328 | 0.1394 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.6404 | 0.8769 | 0.7403 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7605 | 0.8876 | 0.8191 | 0.9583 |
163
- | 0.0755 | 89.0 | 9434 | 0.1392 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7630 | 0.8905 | 0.8218 | 0.9590 |
164
- | 0.0767 | 90.0 | 9540 | 0.1382 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.6842 | 0.7879 | 0.7324 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7681 | 0.8876 | 0.8235 | 0.9595 |
165
- | 0.0763 | 91.0 | 9646 | 0.1383 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7611 | 0.8905 | 0.8207 | 0.9588 |
166
- | 0.078 | 92.0 | 9752 | 0.1382 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7630 | 0.8905 | 0.8218 | 0.9590 |
167
- | 0.0744 | 93.0 | 9858 | 0.1387 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7630 | 0.8905 | 0.8218 | 0.9590 |
168
- | 0.0721 | 94.0 | 9964 | 0.1380 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.6842 | 0.7879 | 0.7324 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7687 | 0.8905 | 0.8251 | 0.9600 |
169
- | 0.0754 | 95.0 | 10070 | 0.1395 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.6667 | 0.7879 | 0.7222 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7649 | 0.8905 | 0.8229 | 0.9593 |
170
- | 0.0747 | 96.0 | 10176 | 0.1391 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.6667 | 0.7879 | 0.7222 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7667 | 0.8905 | 0.824 | 0.9595 |
171
- | 0.0759 | 97.0 | 10282 | 0.1394 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7654 | 0.8934 | 0.8245 | 0.9593 |
172
- | 0.0752 | 98.0 | 10388 | 0.1397 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7654 | 0.8934 | 0.8245 | 0.9590 |
173
- | 0.0726 | 99.0 | 10494 | 0.1395 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7654 | 0.8934 | 0.8245 | 0.9590 |
174
- | 0.0755 | 100.0 | 10600 | 0.1397 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7654 | 0.8934 | 0.8245 | 0.9590 |
175
 
176
 
177
  ### Framework versions
 
1
  ---
 
 
2
  license: mit
3
  base_model: indolem/indobert-base-uncased
4
  tags:
 
15
 
16
  This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset.
17
  It achieves the following results on the evaluation set:
18
+ - Loss: 0.1355
19
+ - Location Precision: 0.7262
20
  - Location Recall: 0.8592
21
+ - Location F1: 0.7871
22
  - Location Number: 71
23
+ - Organization Precision: 0.6588
24
  - Organization Recall: 0.8615
25
+ - Organization F1: 0.7467
26
  - Organization Number: 65
27
+ - Person Precision: 0.8765
28
+ - Person Recall: 0.9467
29
+ - Person F1: 0.9103
30
  - Person Number: 150
31
+ - Quantity Precision: 0.675
32
  - Quantity Recall: 0.8182
33
+ - Quantity F1: 0.7397
34
  - Quantity Number: 33
35
+ - Time Precision: 0.8
36
+ - Time Recall: 0.8571
37
+ - Time F1: 0.8276
38
  - Time Number: 28
39
+ - Overall Precision: 0.7731
40
  - Overall Recall: 0.8934
41
+ - Overall F1: 0.8289
42
+ - Overall Accuracy: 0.9610
43
 
44
  ## Model description
45
 
 
70
 
71
  | Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Quantity Precision | Quantity Recall | Quantity F1 | Quantity Number | Time Precision | Time Recall | Time F1 | Time Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
72
  |:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
73
+ | 1.1647 | 1.0 | 106 | 0.7062 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.0 | 0.0 | 0.0 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.0 | 0.0 | 0.0 | 28 | 0.0 | 0.0 | 0.0 | 0.8409 |
74
+ | 0.6874 | 2.0 | 212 | 0.5870 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.2 | 0.0067 | 0.0129 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.0 | 0.0 | 0.0 | 28 | 0.125 | 0.0029 | 0.0056 | 0.8426 |
75
+ | 0.5688 | 3.0 | 318 | 0.4581 | 0.25 | 0.0423 | 0.0723 | 71 | 0.0833 | 0.0154 | 0.0260 | 65 | 0.2785 | 0.1467 | 0.1921 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.0769 | 0.0357 | 0.0488 | 28 | 0.2328 | 0.0778 | 0.1166 | 0.8642 |
76
+ | 0.4433 | 4.0 | 424 | 0.3303 | 0.4082 | 0.2817 | 0.3333 | 71 | 0.2414 | 0.1077 | 0.1489 | 65 | 0.5057 | 0.5867 | 0.5432 | 150 | 0.1111 | 0.0606 | 0.0784 | 33 | 0.3478 | 0.2857 | 0.3137 | 28 | 0.4266 | 0.3602 | 0.3906 | 0.9020 |
77
+ | 0.3385 | 5.0 | 530 | 0.2530 | 0.5119 | 0.6056 | 0.5548 | 71 | 0.3924 | 0.4769 | 0.4306 | 65 | 0.6421 | 0.8133 | 0.7176 | 150 | 0.4 | 0.4242 | 0.4118 | 33 | 0.6071 | 0.6071 | 0.6071 | 28 | 0.5457 | 0.6542 | 0.5950 | 0.9275 |
78
+ | 0.2744 | 6.0 | 636 | 0.2311 | 0.5684 | 0.7606 | 0.6506 | 71 | 0.43 | 0.6615 | 0.5212 | 65 | 0.6872 | 0.8933 | 0.7768 | 150 | 0.4186 | 0.5455 | 0.4737 | 33 | 0.5882 | 0.7143 | 0.6452 | 28 | 0.5760 | 0.7752 | 0.6609 | 0.9343 |
79
+ | 0.2399 | 7.0 | 742 | 0.1952 | 0.5895 | 0.7887 | 0.6747 | 71 | 0.4944 | 0.6769 | 0.5714 | 65 | 0.7391 | 0.9067 | 0.8144 | 150 | 0.4651 | 0.6061 | 0.5263 | 33 | 0.5882 | 0.7143 | 0.6452 | 28 | 0.6202 | 0.7954 | 0.6970 | 0.9401 |
80
+ | 0.2121 | 8.0 | 848 | 0.1917 | 0.5758 | 0.8028 | 0.6706 | 71 | 0.4862 | 0.8154 | 0.6092 | 65 | 0.7514 | 0.9067 | 0.8218 | 150 | 0.4889 | 0.6667 | 0.5641 | 33 | 0.6286 | 0.7857 | 0.6984 | 28 | 0.6183 | 0.8357 | 0.7108 | 0.9382 |
81
+ | 0.196 | 9.0 | 954 | 0.1589 | 0.6404 | 0.8028 | 0.7125 | 71 | 0.5698 | 0.7538 | 0.6490 | 65 | 0.7907 | 0.9067 | 0.8447 | 150 | 0.525 | 0.6364 | 0.5753 | 33 | 0.6774 | 0.75 | 0.7119 | 28 | 0.6794 | 0.8184 | 0.7425 | 0.9474 |
82
+ | 0.1834 | 10.0 | 1060 | 0.1622 | 0.6818 | 0.8451 | 0.7547 | 71 | 0.5354 | 0.8154 | 0.6463 | 65 | 0.7771 | 0.9067 | 0.8369 | 150 | 0.5714 | 0.7273 | 0.64 | 33 | 0.6857 | 0.8571 | 0.7619 | 28 | 0.6765 | 0.8559 | 0.7557 | 0.9457 |
83
+ | 0.175 | 11.0 | 1166 | 0.1499 | 0.6559 | 0.8592 | 0.7439 | 71 | 0.5862 | 0.7846 | 0.6711 | 65 | 0.7941 | 0.9 | 0.8438 | 150 | 0.5682 | 0.7576 | 0.6494 | 33 | 0.7667 | 0.8214 | 0.7931 | 28 | 0.6958 | 0.8501 | 0.7652 | 0.9505 |
84
+ | 0.1637 | 12.0 | 1272 | 0.1503 | 0.6854 | 0.8592 | 0.7625 | 71 | 0.5652 | 0.8 | 0.6624 | 65 | 0.7953 | 0.9067 | 0.8474 | 150 | 0.6190 | 0.7879 | 0.6933 | 33 | 0.7353 | 0.8929 | 0.8065 | 28 | 0.7009 | 0.8646 | 0.7742 | 0.9505 |
85
+ | 0.1569 | 13.0 | 1378 | 0.1438 | 0.7108 | 0.8310 | 0.7662 | 71 | 0.5521 | 0.8154 | 0.6584 | 65 | 0.7953 | 0.9067 | 0.8474 | 150 | 0.625 | 0.7576 | 0.6849 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7095 | 0.8588 | 0.7771 | 0.9515 |
86
+ | 0.1531 | 14.0 | 1484 | 0.1401 | 0.725 | 0.8169 | 0.7682 | 71 | 0.5652 | 0.8 | 0.6624 | 65 | 0.8 | 0.9067 | 0.8500 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7198 | 0.8588 | 0.7832 | 0.9527 |
87
+ | 0.1479 | 15.0 | 1590 | 0.1551 | 0.6897 | 0.8451 | 0.7595 | 71 | 0.5354 | 0.8154 | 0.6463 | 65 | 0.7697 | 0.9133 | 0.8354 | 150 | 0.6364 | 0.8485 | 0.7273 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.6886 | 0.8732 | 0.7700 | 0.9488 |
88
+ | 0.1429 | 16.0 | 1696 | 0.1450 | 0.7024 | 0.8310 | 0.7613 | 71 | 0.5604 | 0.7846 | 0.6538 | 65 | 0.8107 | 0.9133 | 0.8589 | 150 | 0.6222 | 0.8485 | 0.7179 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7102 | 0.8617 | 0.7786 | 0.9515 |
89
+ | 0.1421 | 17.0 | 1802 | 0.1365 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.5714 | 0.8 | 0.6667 | 65 | 0.7953 | 0.9067 | 0.8474 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7188 | 0.8617 | 0.7837 | 0.9530 |
90
+ | 0.1385 | 18.0 | 1908 | 0.1421 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.5474 | 0.8 | 0.65 | 65 | 0.7829 | 0.9133 | 0.8431 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7066 | 0.8674 | 0.7788 | 0.9517 |
91
+ | 0.1316 | 19.0 | 2014 | 0.1380 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.5670 | 0.8462 | 0.6790 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7262 | 0.8790 | 0.7953 | 0.9537 |
92
+ | 0.1305 | 20.0 | 2120 | 0.1349 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.5909 | 0.8 | 0.6797 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7246 | 0.8646 | 0.7884 | 0.9532 |
93
+ | 0.127 | 21.0 | 2226 | 0.1296 | 0.7375 | 0.8310 | 0.7815 | 71 | 0.5909 | 0.8 | 0.6797 | 65 | 0.8193 | 0.9067 | 0.8608 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7389 | 0.8646 | 0.7968 | 0.9559 |
94
+ | 0.1256 | 22.0 | 2332 | 0.1591 | 0.7011 | 0.8592 | 0.7722 | 71 | 0.5392 | 0.8462 | 0.6587 | 65 | 0.7874 | 0.9133 | 0.8457 | 150 | 0.5745 | 0.8182 | 0.675 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.6862 | 0.8761 | 0.7696 | 0.9467 |
95
+ | 0.1241 | 23.0 | 2438 | 0.1322 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.5567 | 0.8308 | 0.6667 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7354 | 0.8732 | 0.7984 | 0.9549 |
96
+ | 0.1204 | 24.0 | 2544 | 0.1327 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.5761 | 0.8154 | 0.6752 | 65 | 0.8107 | 0.9133 | 0.8589 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7242 | 0.8703 | 0.7906 | 0.9544 |
97
+ | 0.1202 | 25.0 | 2650 | 0.1424 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.5567 | 0.8308 | 0.6667 | 65 | 0.8059 | 0.9133 | 0.8562 | 150 | 0.5870 | 0.8182 | 0.6835 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7073 | 0.8703 | 0.7804 | 0.9503 |
98
+ | 0.1162 | 26.0 | 2756 | 0.1371 | 0.7564 | 0.8310 | 0.7919 | 71 | 0.5870 | 0.8308 | 0.6879 | 65 | 0.8070 | 0.92 | 0.8598 | 150 | 0.6341 | 0.7879 | 0.7027 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7271 | 0.8674 | 0.7911 | 0.9537 |
99
+ | 0.113 | 27.0 | 2862 | 0.1443 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.5684 | 0.8308 | 0.675 | 65 | 0.8012 | 0.9133 | 0.8536 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7123 | 0.8703 | 0.7834 | 0.9515 |
100
+ | 0.1121 | 28.0 | 2968 | 0.1352 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.5895 | 0.8615 | 0.7 | 65 | 0.8118 | 0.92 | 0.8625 | 150 | 0.6190 | 0.7879 | 0.6933 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7262 | 0.8790 | 0.7953 | 0.9544 |
101
+ | 0.1127 | 29.0 | 3074 | 0.1359 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.5612 | 0.8462 | 0.6748 | 65 | 0.8166 | 0.92 | 0.8652 | 150 | 0.6341 | 0.7879 | 0.7027 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7245 | 0.8790 | 0.7943 | 0.9530 |
102
+ | 0.1101 | 30.0 | 3180 | 0.1349 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.5567 | 0.8308 | 0.6667 | 65 | 0.8023 | 0.92 | 0.8571 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7187 | 0.8761 | 0.7896 | 0.9534 |
103
+ | 0.1085 | 31.0 | 3286 | 0.1329 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.5745 | 0.8308 | 0.6792 | 65 | 0.8166 | 0.92 | 0.8652 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7232 | 0.8732 | 0.7911 | 0.9544 |
104
+ | 0.1055 | 32.0 | 3392 | 0.1428 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.5895 | 0.8615 | 0.7 | 65 | 0.8118 | 0.92 | 0.8625 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7241 | 0.8847 | 0.7964 | 0.9537 |
105
+ | 0.1058 | 33.0 | 3498 | 0.1319 | 0.75 | 0.8451 | 0.7947 | 71 | 0.5914 | 0.8462 | 0.6962 | 65 | 0.8323 | 0.9267 | 0.8770 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7445 | 0.8818 | 0.8074 | 0.9568 |
106
+ | 0.1038 | 34.0 | 3604 | 0.1339 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6022 | 0.8615 | 0.7089 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7451 | 0.8847 | 0.8090 | 0.9566 |
107
+ | 0.1055 | 35.0 | 3710 | 0.1373 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6087 | 0.8615 | 0.7134 | 65 | 0.8323 | 0.9267 | 0.8770 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7356 | 0.8818 | 0.8021 | 0.9554 |
108
+ | 0.1012 | 36.0 | 3816 | 0.1406 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.5773 | 0.8615 | 0.6914 | 65 | 0.8323 | 0.9267 | 0.8770 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7247 | 0.8876 | 0.7979 | 0.9537 |
109
+ | 0.0982 | 37.0 | 3922 | 0.1402 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.5789 | 0.8462 | 0.6875 | 65 | 0.8383 | 0.9333 | 0.8833 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7258 | 0.8847 | 0.7974 | 0.9534 |
110
+ | 0.0982 | 38.0 | 4028 | 0.1380 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6044 | 0.8462 | 0.7051 | 65 | 0.8485 | 0.9333 | 0.8889 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7380 | 0.8847 | 0.8047 | 0.9554 |
111
+ | 0.0976 | 39.0 | 4134 | 0.1389 | 0.7381 | 0.8732 | 0.8 | 71 | 0.5833 | 0.8615 | 0.6957 | 65 | 0.8274 | 0.9267 | 0.8742 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7292 | 0.8847 | 0.7995 | 0.9544 |
112
+ | 0.0987 | 40.0 | 4240 | 0.1265 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7512 | 0.8876 | 0.8137 | 0.9590 |
113
+ | 0.0975 | 41.0 | 4346 | 0.1358 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6087 | 0.8615 | 0.7134 | 65 | 0.8383 | 0.9333 | 0.8833 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7428 | 0.8905 | 0.8100 | 0.9564 |
114
+ | 0.0963 | 42.0 | 4452 | 0.1362 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8485 | 0.9333 | 0.8889 | 150 | 0.6341 | 0.7879 | 0.7027 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7488 | 0.8847 | 0.8111 | 0.9566 |
115
+ | 0.0956 | 43.0 | 4558 | 0.1262 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.6395 | 0.8462 | 0.7285 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.6667 | 0.7879 | 0.7222 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7618 | 0.8847 | 0.8187 | 0.9597 |
116
+ | 0.0957 | 44.0 | 4664 | 0.1277 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6395 | 0.8462 | 0.7285 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7624 | 0.8876 | 0.8202 | 0.9600 |
117
+ | 0.0931 | 45.0 | 4770 | 0.1298 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7579 | 0.8934 | 0.8201 | 0.9595 |
118
+ | 0.0944 | 46.0 | 4876 | 0.1255 | 0.75 | 0.8451 | 0.7947 | 71 | 0.6180 | 0.8462 | 0.7143 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7675 | 0.8847 | 0.8220 | 0.9597 |
119
+ | 0.0908 | 47.0 | 4982 | 0.1382 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7494 | 0.8876 | 0.8127 | 0.9571 |
120
+ | 0.0926 | 48.0 | 5088 | 0.1327 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7518 | 0.8905 | 0.8153 | 0.9588 |
121
+ | 0.0906 | 49.0 | 5194 | 0.1390 | 0.7126 | 0.8732 | 0.7848 | 71 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.7188 | 0.8214 | 0.7667 | 28 | 0.7428 | 0.8905 | 0.8100 | 0.9568 |
122
+ | 0.0875 | 50.0 | 5300 | 0.1356 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8494 | 0.94 | 0.8924 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.75 | 0.8905 | 0.8142 | 0.9578 |
123
+ | 0.0885 | 51.0 | 5406 | 0.1332 | 0.7209 | 0.8732 | 0.7898 | 71 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7524 | 0.8934 | 0.8169 | 0.9585 |
124
+ | 0.0886 | 52.0 | 5512 | 0.1366 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7512 | 0.8876 | 0.8137 | 0.9576 |
125
+ | 0.0875 | 53.0 | 5618 | 0.1453 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.5684 | 0.8308 | 0.675 | 65 | 0.8284 | 0.9333 | 0.8777 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.7419 | 0.8214 | 0.7797 | 28 | 0.7227 | 0.8790 | 0.7932 | 0.9542 |
126
+ | 0.0821 | 54.0 | 5724 | 0.1334 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6067 | 0.8308 | 0.7013 | 65 | 0.8758 | 0.94 | 0.9068 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7599 | 0.8847 | 0.8176 | 0.9588 |
127
+ | 0.0839 | 55.0 | 5830 | 0.1383 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6067 | 0.8308 | 0.7013 | 65 | 0.8606 | 0.9467 | 0.9016 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7488 | 0.8847 | 0.8111 | 0.9583 |
128
+ | 0.0886 | 56.0 | 5936 | 0.1305 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6180 | 0.8462 | 0.7143 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7562 | 0.8847 | 0.8154 | 0.9590 |
129
+ | 0.0838 | 57.0 | 6042 | 0.1341 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8545 | 0.94 | 0.8952 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7543 | 0.8847 | 0.8143 | 0.9571 |
130
+ | 0.0846 | 58.0 | 6148 | 0.1279 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6429 | 0.8308 | 0.7248 | 65 | 0.8485 | 0.9333 | 0.8889 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7631 | 0.8818 | 0.8182 | 0.9597 |
131
+ | 0.0832 | 59.0 | 6254 | 0.1349 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8545 | 0.94 | 0.8952 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7525 | 0.8847 | 0.8132 | 0.9583 |
132
+ | 0.0837 | 60.0 | 6360 | 0.1283 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8434 | 0.9333 | 0.8861 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7637 | 0.8847 | 0.8198 | 0.9593 |
133
+ | 0.0819 | 61.0 | 6466 | 0.1336 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.6322 | 0.8462 | 0.7237 | 65 | 0.8434 | 0.9333 | 0.8861 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7537 | 0.8818 | 0.8127 | 0.9590 |
134
+ | 0.0811 | 62.0 | 6572 | 0.1357 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8712 | 0.9467 | 0.9073 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7580 | 0.8847 | 0.8165 | 0.9581 |
135
+ | 0.0796 | 63.0 | 6678 | 0.1299 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7725 | 0.8905 | 0.8273 | 0.9602 |
136
+ | 0.0779 | 64.0 | 6784 | 0.1309 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8494 | 0.94 | 0.8924 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7618 | 0.8847 | 0.8187 | 0.9595 |
137
+ | 0.0793 | 65.0 | 6890 | 0.1322 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8712 | 0.9467 | 0.9073 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7611 | 0.8905 | 0.8207 | 0.9588 |
138
+ | 0.0779 | 66.0 | 6996 | 0.1401 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6044 | 0.8462 | 0.7051 | 65 | 0.8554 | 0.9467 | 0.8987 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7482 | 0.8905 | 0.8132 | 0.9576 |
139
+ | 0.0786 | 67.0 | 7102 | 0.1314 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7719 | 0.8876 | 0.8257 | 0.9605 |
140
+ | 0.0767 | 68.0 | 7208 | 0.1335 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8712 | 0.9467 | 0.9073 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7649 | 0.8905 | 0.8229 | 0.9602 |
141
+ | 0.0795 | 69.0 | 7314 | 0.1357 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8434 | 0.9333 | 0.8861 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7482 | 0.8905 | 0.8132 | 0.9578 |
142
+ | 0.0779 | 70.0 | 7420 | 0.1332 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8434 | 0.9333 | 0.8861 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7574 | 0.8818 | 0.8149 | 0.9593 |
143
+ | 0.0774 | 71.0 | 7526 | 0.1431 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.6087 | 0.8615 | 0.7134 | 65 | 0.8659 | 0.9467 | 0.9045 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7452 | 0.8934 | 0.8126 | 0.9568 |
144
+ | 0.0769 | 72.0 | 7632 | 0.1334 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6627 | 0.8462 | 0.7432 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7675 | 0.8847 | 0.8220 | 0.9602 |
145
+ | 0.077 | 73.0 | 7738 | 0.1303 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8580 | 0.9267 | 0.8910 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7714 | 0.8847 | 0.8242 | 0.9610 |
146
+ | 0.0748 | 74.0 | 7844 | 0.1335 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7669 | 0.8818 | 0.8204 | 0.9602 |
147
+ | 0.0749 | 75.0 | 7950 | 0.1302 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7688 | 0.8818 | 0.8215 | 0.9605 |
148
+ | 0.0766 | 76.0 | 8056 | 0.1367 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8545 | 0.94 | 0.8952 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7637 | 0.8847 | 0.8198 | 0.9602 |
149
+ | 0.0766 | 77.0 | 8162 | 0.1350 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6353 | 0.8308 | 0.7200 | 65 | 0.8812 | 0.94 | 0.9097 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7688 | 0.8818 | 0.8215 | 0.9602 |
150
+ | 0.0749 | 78.0 | 8268 | 0.1340 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8812 | 0.94 | 0.9097 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7758 | 0.8876 | 0.8280 | 0.9607 |
151
+ | 0.0746 | 79.0 | 8374 | 0.1382 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6395 | 0.8462 | 0.7285 | 65 | 0.8712 | 0.9467 | 0.9073 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7643 | 0.8876 | 0.8213 | 0.9597 |
152
+ | 0.0736 | 80.0 | 8480 | 0.1375 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6279 | 0.8308 | 0.7152 | 65 | 0.8773 | 0.9533 | 0.9137 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7662 | 0.8876 | 0.8224 | 0.9602 |
153
+ | 0.0732 | 81.0 | 8586 | 0.1353 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.8875 | 0.9467 | 0.9161 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.775 | 0.8934 | 0.8300 | 0.9610 |
154
+ | 0.0757 | 82.0 | 8692 | 0.1401 | 0.6860 | 0.8310 | 0.7516 | 71 | 0.6136 | 0.8308 | 0.7059 | 65 | 0.8659 | 0.9467 | 0.9045 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7463 | 0.8818 | 0.8085 | 0.9581 |
155
+ | 0.0743 | 83.0 | 8798 | 0.1361 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.6279 | 0.8308 | 0.7152 | 65 | 0.8659 | 0.9467 | 0.9045 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7580 | 0.8847 | 0.8165 | 0.9597 |
156
+ | 0.0761 | 84.0 | 8904 | 0.1344 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8875 | 0.9467 | 0.9161 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7739 | 0.8876 | 0.8268 | 0.9605 |
157
+ | 0.0738 | 85.0 | 9010 | 0.1364 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8820 | 0.9467 | 0.9132 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7744 | 0.8905 | 0.8284 | 0.9610 |
158
+ | 0.0717 | 86.0 | 9116 | 0.1356 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8812 | 0.94 | 0.9097 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7719 | 0.8876 | 0.8257 | 0.9605 |
159
+ | 0.0716 | 87.0 | 9222 | 0.1374 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8659 | 0.9467 | 0.9045 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7667 | 0.8905 | 0.824 | 0.9600 |
160
+ | 0.0721 | 88.0 | 9328 | 0.1353 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8875 | 0.9467 | 0.9161 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7794 | 0.8963 | 0.8338 | 0.9610 |
161
+ | 0.0736 | 89.0 | 9434 | 0.1337 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8875 | 0.9467 | 0.9161 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7789 | 0.8934 | 0.8322 | 0.9610 |
162
+ | 0.0723 | 90.0 | 9540 | 0.1357 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8712 | 0.9467 | 0.9073 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7731 | 0.8934 | 0.8289 | 0.9612 |
163
+ | 0.073 | 91.0 | 9646 | 0.1347 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.775 | 0.8934 | 0.8300 | 0.9610 |
164
+ | 0.073 | 92.0 | 9752 | 0.1347 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6386 | 0.8154 | 0.7162 | 65 | 0.8712 | 0.9467 | 0.9073 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7675 | 0.8847 | 0.8220 | 0.9605 |
165
+ | 0.0725 | 93.0 | 9858 | 0.1359 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8712 | 0.9467 | 0.9073 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7662 | 0.8876 | 0.8224 | 0.9602 |
166
+ | 0.0717 | 94.0 | 9964 | 0.1379 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8659 | 0.9467 | 0.9045 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7624 | 0.8876 | 0.8202 | 0.9597 |
167
+ | 0.0725 | 95.0 | 10070 | 0.1368 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8712 | 0.9467 | 0.9073 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7667 | 0.8905 | 0.824 | 0.9602 |
168
+ | 0.0707 | 96.0 | 10176 | 0.1361 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7706 | 0.8905 | 0.8262 | 0.9607 |
169
+ | 0.0724 | 97.0 | 10282 | 0.1355 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7681 | 0.8876 | 0.8235 | 0.9605 |
170
+ | 0.0708 | 98.0 | 10388 | 0.1351 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8820 | 0.9467 | 0.9132 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.775 | 0.8934 | 0.8300 | 0.9612 |
171
+ | 0.0725 | 99.0 | 10494 | 0.1357 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7706 | 0.8905 | 0.8262 | 0.9607 |
172
+ | 0.0719 | 100.0 | 10600 | 0.1355 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7731 | 0.8934 | 0.8289 | 0.9610 |
173
 
174
 
175
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