SetFit with mini1013/master_domain
This is a SetFit model that can be used for Text Classification. This SetFit model uses mini1013/master_domain as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
- Fine-tuning a Sentence Transformer with contrastive learning.
- Training a classification head with features from the fine-tuned Sentence Transformer.
Model Details
Model Description
- Model Type: SetFit
- Sentence Transformer body: mini1013/master_domain
- Classification head: a LogisticRegression instance
- Maximum Sequence Length: 512 tokens
- Number of Classes: 14 classes
Model Sources
- Repository: SetFit on GitHub
- Paper: Efficient Few-Shot Learning Without Prompts
- Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts
Model Labels
Label | Examples |
---|---|
5 |
|
4 |
|
11 |
|
6 |
|
8 |
|
9 |
|
1 |
|
7 |
|
13 |
|
12 |
|
2 |
|
0 |
|
10 |
|
3 |
|
Evaluation
Metrics
Label | Accuracy |
---|---|
all | 0.9742 |
Uses
Direct Use for Inference
First install the SetFit library:
pip install setfit
Then you can load this model and run inference.
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("mini1013/master_main_item_top_bt")
# Run inference
preds = model("헤라 메이크업 픽서 (110ml) LotteOn > 뷰티 > 스킨케어 > 미스트 LotteOn > 뷰티 > 스킨케어 > 미스트")
Training Details
Training Set Metrics
Training set | Min | Median | Max |
---|---|---|---|
Word count | 10 | 21.9195 | 91 |
Label | Training Sample Count |
---|---|
0 | 50 |
1 | 514 |
2 | 200 |
3 | 200 |
4 | 746 |
5 | 350 |
6 | 350 |
7 | 600 |
8 | 249 |
9 | 550 |
10 | 350 |
11 | 200 |
12 | 350 |
13 | 496 |
Training Hyperparameters
- batch_size: (64, 64)
- num_epochs: (30, 30)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 100
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False
Training Results
Epoch | Step | Training Loss | Validation Loss |
---|---|---|---|
0.0001 | 1 | 0.3213 | - |
0.0061 | 50 | 0.3448 | - |
0.0123 | 100 | 0.3538 | - |
0.0184 | 150 | 0.3436 | - |
0.0246 | 200 | 0.3537 | - |
0.0307 | 250 | 0.3403 | - |
0.0369 | 300 | 0.3446 | - |
0.0430 | 350 | 0.3437 | - |
0.0492 | 400 | 0.3368 | - |
0.0553 | 450 | 0.3344 | - |
0.0615 | 500 | 0.3235 | - |
0.0676 | 550 | 0.324 | - |
0.0738 | 600 | 0.3107 | - |
0.0799 | 650 | 0.332 | - |
0.0861 | 700 | 0.3147 | - |
0.0922 | 750 | 0.2985 | - |
0.0984 | 800 | 0.2989 | - |
0.1045 | 850 | 0.2885 | - |
0.1107 | 900 | 0.2791 | - |
0.1168 | 950 | 0.2787 | - |
0.1230 | 1000 | 0.2647 | - |
0.1291 | 1050 | 0.2546 | - |
0.1353 | 1100 | 0.243 | - |
0.1414 | 1150 | 0.232 | - |
0.1475 | 1200 | 0.2172 | - |
0.1537 | 1250 | 0.2114 | - |
0.1598 | 1300 | 0.1996 | - |
0.1660 | 1350 | 0.2017 | - |
0.1721 | 1400 | 0.194 | - |
0.1783 | 1450 | 0.1875 | - |
0.1844 | 1500 | 0.1961 | - |
0.1906 | 1550 | 0.1897 | - |
0.1967 | 1600 | 0.1869 | - |
0.2029 | 1650 | 0.1877 | - |
0.2090 | 1700 | 0.181 | - |
0.2152 | 1750 | 0.1817 | - |
0.2213 | 1800 | 0.185 | - |
0.2275 | 1850 | 0.1818 | - |
0.2336 | 1900 | 0.1761 | - |
0.2398 | 1950 | 0.1788 | - |
0.2459 | 2000 | 0.1782 | - |
0.2521 | 2050 | 0.1728 | - |
0.2582 | 2100 | 0.1718 | - |
0.2644 | 2150 | 0.1724 | - |
0.2705 | 2200 | 0.1668 | - |
0.2767 | 2250 | 0.1664 | - |
0.2828 | 2300 | 0.1699 | - |
0.2889 | 2350 | 0.1663 | - |
0.2951 | 2400 | 0.1599 | - |
0.3012 | 2450 | 0.1656 | - |
0.3074 | 2500 | 0.1615 | - |
0.3135 | 2550 | 0.1571 | - |
0.3197 | 2600 | 0.1579 | - |
0.3258 | 2650 | 0.1545 | - |
0.3320 | 2700 | 0.1578 | - |
0.3381 | 2750 | 0.1501 | - |
0.3443 | 2800 | 0.1614 | - |
0.3504 | 2850 | 0.1521 | - |
0.3566 | 2900 | 0.1546 | - |
0.3627 | 2950 | 0.1552 | - |
0.3689 | 3000 | 0.1509 | - |
0.3750 | 3050 | 0.1442 | - |
0.3812 | 3100 | 0.1435 | - |
0.3873 | 3150 | 0.1456 | - |
0.3935 | 3200 | 0.1429 | - |
0.3996 | 3250 | 0.1443 | - |
0.4058 | 3300 | 0.1432 | - |
0.4119 | 3350 | 0.1389 | - |
0.4180 | 3400 | 0.1387 | - |
0.4242 | 3450 | 0.1336 | - |
0.4303 | 3500 | 0.1387 | - |
0.4365 | 3550 | 0.1331 | - |
0.4426 | 3600 | 0.1361 | - |
0.4488 | 3650 | 0.1379 | - |
0.4549 | 3700 | 0.1287 | - |
0.4611 | 3750 | 0.1355 | - |
0.4672 | 3800 | 0.1279 | - |
0.4734 | 3850 | 0.1256 | - |
0.4795 | 3900 | 0.1225 | - |
0.4857 | 3950 | 0.1279 | - |
0.4918 | 4000 | 0.1198 | - |
0.4980 | 4050 | 0.1216 | - |
0.5041 | 4100 | 0.1181 | - |
0.5103 | 4150 | 0.1185 | - |
0.5164 | 4200 | 0.1166 | - |
0.5226 | 4250 | 0.1121 | - |
0.5287 | 4300 | 0.1161 | - |
0.5349 | 4350 | 0.1146 | - |
0.5410 | 4400 | 0.1111 | - |
0.5472 | 4450 | 0.1064 | - |
0.5533 | 4500 | 0.1076 | - |
0.5594 | 4550 | 0.1035 | - |
0.5656 | 4600 | 0.1016 | - |
0.5717 | 4650 | 0.0984 | - |
0.5779 | 4700 | 0.1051 | - |
0.5840 | 4750 | 0.0962 | - |
0.5902 | 4800 | 0.0928 | - |
0.5963 | 4850 | 0.094 | - |
0.6025 | 4900 | 0.0889 | - |
0.6086 | 4950 | 0.0881 | - |
0.6148 | 5000 | 0.0926 | - |
0.6209 | 5050 | 0.0975 | - |
0.6271 | 5100 | 0.0851 | - |
0.6332 | 5150 | 0.0916 | - |
0.6394 | 5200 | 0.087 | - |
0.6455 | 5250 | 0.086 | - |
0.6517 | 5300 | 0.0865 | - |
0.6578 | 5350 | 0.0804 | - |
0.6640 | 5400 | 0.0805 | - |
0.6701 | 5450 | 0.0815 | - |
0.6763 | 5500 | 0.078 | - |
0.6824 | 5550 | 0.079 | - |
0.6886 | 5600 | 0.0736 | - |
0.6947 | 5650 | 0.0763 | - |
0.7008 | 5700 | 0.0766 | - |
0.7070 | 5750 | 0.075 | - |
0.7131 | 5800 | 0.072 | - |
0.7193 | 5850 | 0.0731 | - |
0.7254 | 5900 | 0.071 | - |
0.7316 | 5950 | 0.0681 | - |
0.7377 | 6000 | 0.0682 | - |
0.7439 | 6050 | 0.0677 | - |
0.7500 | 6100 | 0.0673 | - |
0.7562 | 6150 | 0.059 | - |
0.7623 | 6200 | 0.0619 | - |
0.7685 | 6250 | 0.061 | - |
0.7746 | 6300 | 0.0598 | - |
0.7808 | 6350 | 0.0582 | - |
0.7869 | 6400 | 0.0559 | - |
0.7931 | 6450 | 0.0582 | - |
0.7992 | 6500 | 0.0592 | - |
0.8054 | 6550 | 0.0563 | - |
0.8115 | 6600 | 0.0565 | - |
0.8177 | 6650 | 0.0508 | - |
0.8238 | 6700 | 0.0535 | - |
0.8300 | 6750 | 0.0513 | - |
0.8361 | 6800 | 0.0492 | - |
0.8422 | 6850 | 0.0497 | - |
0.8484 | 6900 | 0.0546 | - |
0.8545 | 6950 | 0.0515 | - |
0.8607 | 7000 | 0.0488 | - |
0.8668 | 7050 | 0.0461 | - |
0.8730 | 7100 | 0.0431 | - |
0.8791 | 7150 | 0.0446 | - |
0.8853 | 7200 | 0.0447 | - |
0.8914 | 7250 | 0.0453 | - |
0.8976 | 7300 | 0.0424 | - |
0.9037 | 7350 | 0.0403 | - |
0.9099 | 7400 | 0.0437 | - |
0.9160 | 7450 | 0.0438 | - |
0.9222 | 7500 | 0.039 | - |
0.9283 | 7550 | 0.0411 | - |
0.9345 | 7600 | 0.0389 | - |
0.9406 | 7650 | 0.0356 | - |
0.9468 | 7700 | 0.0387 | - |
0.9529 | 7750 | 0.0363 | - |
0.9591 | 7800 | 0.0368 | - |
0.9652 | 7850 | 0.0366 | - |
0.9714 | 7900 | 0.0348 | - |
0.9775 | 7950 | 0.033 | - |
0.9836 | 8000 | 0.0345 | - |
0.9898 | 8050 | 0.032 | - |
0.9959 | 8100 | 0.0336 | - |
1.0021 | 8150 | 0.0314 | - |
1.0082 | 8200 | 0.0324 | - |
1.0144 | 8250 | 0.0298 | - |
1.0205 | 8300 | 0.0325 | - |
1.0267 | 8350 | 0.029 | - |
1.0328 | 8400 | 0.0268 | - |
1.0390 | 8450 | 0.028 | - |
1.0451 | 8500 | 0.0313 | - |
1.0513 | 8550 | 0.0281 | - |
1.0574 | 8600 | 0.0273 | - |
1.0636 | 8650 | 0.0276 | - |
1.0697 | 8700 | 0.0265 | - |
1.0759 | 8750 | 0.0274 | - |
1.0820 | 8800 | 0.0248 | - |
1.0882 | 8850 | 0.0256 | - |
1.0943 | 8900 | 0.0255 | - |
1.1005 | 8950 | 0.0279 | - |
1.1066 | 9000 | 0.0241 | - |
1.1128 | 9050 | 0.0249 | - |
1.1189 | 9100 | 0.0247 | - |
1.1250 | 9150 | 0.021 | - |
1.1312 | 9200 | 0.0222 | - |
1.1373 | 9250 | 0.0233 | - |
1.1435 | 9300 | 0.0255 | - |
1.1496 | 9350 | 0.0257 | - |
1.1558 | 9400 | 0.0228 | - |
1.1619 | 9450 | 0.0227 | - |
1.1681 | 9500 | 0.0223 | - |
1.1742 | 9550 | 0.022 | - |
1.1804 | 9600 | 0.0226 | - |
1.1865 | 9650 | 0.0197 | - |
1.1927 | 9700 | 0.0196 | - |
1.1988 | 9750 | 0.0224 | - |
1.2050 | 9800 | 0.023 | - |
1.2111 | 9850 | 0.02 | - |
1.2173 | 9900 | 0.0237 | - |
1.2234 | 9950 | 0.0193 | - |
1.2296 | 10000 | 0.0196 | - |
1.2357 | 10050 | 0.0202 | - |
1.2419 | 10100 | 0.0189 | - |
1.2480 | 10150 | 0.0216 | - |
1.2541 | 10200 | 0.0165 | - |
1.2603 | 10250 | 0.0186 | - |
1.2664 | 10300 | 0.0185 | - |
1.2726 | 10350 | 0.0236 | - |
1.2787 | 10400 | 0.019 | - |
1.2849 | 10450 | 0.0173 | - |
1.2910 | 10500 | 0.0208 | - |
1.2972 | 10550 | 0.0189 | - |
1.3033 | 10600 | 0.0182 | - |
1.3095 | 10650 | 0.0191 | - |
1.3156 | 10700 | 0.0205 | - |
1.3218 | 10750 | 0.0193 | - |
1.3279 | 10800 | 0.0185 | - |
1.3341 | 10850 | 0.0206 | - |
1.3402 | 10900 | 0.0187 | - |
1.3464 | 10950 | 0.0142 | - |
1.3525 | 11000 | 0.02 | - |
1.3587 | 11050 | 0.0161 | - |
1.3648 | 11100 | 0.0184 | - |
1.3710 | 11150 | 0.0158 | - |
1.3771 | 11200 | 0.0165 | - |
1.3833 | 11250 | 0.0182 | - |
1.3894 | 11300 | 0.0159 | - |
1.3955 | 11350 | 0.016 | - |
1.4017 | 11400 | 0.0185 | - |
1.4078 | 11450 | 0.0174 | - |
1.4140 | 11500 | 0.0157 | - |
1.4201 | 11550 | 0.017 | - |
1.4263 | 11600 | 0.0159 | - |
1.4324 | 11650 | 0.0173 | - |
1.4386 | 11700 | 0.0152 | - |
1.4447 | 11750 | 0.016 | - |
1.4509 | 11800 | 0.0135 | - |
1.4570 | 11850 | 0.0146 | - |
1.4632 | 11900 | 0.0122 | - |
1.4693 | 11950 | 0.0156 | - |
1.4755 | 12000 | 0.0132 | - |
1.4816 | 12050 | 0.0137 | - |
1.4878 | 12100 | 0.0157 | - |
1.4939 | 12150 | 0.0171 | - |
1.5001 | 12200 | 0.0155 | - |
1.5062 | 12250 | 0.0135 | - |
1.5124 | 12300 | 0.0119 | - |
1.5185 | 12350 | 0.0132 | - |
1.5247 | 12400 | 0.0139 | - |
1.5308 | 12450 | 0.0137 | - |
1.5369 | 12500 | 0.0156 | - |
1.5431 | 12550 | 0.0158 | - |
1.5492 | 12600 | 0.0165 | - |
1.5554 | 12650 | 0.0142 | - |
1.5615 | 12700 | 0.0148 | - |
1.5677 | 12750 | 0.0122 | - |
1.5738 | 12800 | 0.0129 | - |
1.5800 | 12850 | 0.0116 | - |
1.5861 | 12900 | 0.0119 | - |
1.5923 | 12950 | 0.0096 | - |
1.5984 | 13000 | 0.0119 | - |
1.6046 | 13050 | 0.0142 | - |
1.6107 | 13100 | 0.0081 | - |
1.6169 | 13150 | 0.0117 | - |
1.6230 | 13200 | 0.0102 | - |
1.6292 | 13250 | 0.0105 | - |
1.6353 | 13300 | 0.0115 | - |
1.6415 | 13350 | 0.01 | - |
1.6476 | 13400 | 0.0093 | - |
1.6538 | 13450 | 0.0097 | - |
1.6599 | 13500 | 0.0113 | - |
1.6661 | 13550 | 0.0086 | - |
1.6722 | 13600 | 0.0118 | - |
1.6783 | 13650 | 0.0096 | - |
1.6845 | 13700 | 0.0082 | - |
1.6906 | 13750 | 0.0095 | - |
1.6968 | 13800 | 0.0102 | - |
1.7029 | 13850 | 0.0118 | - |
1.7091 | 13900 | 0.0112 | - |
1.7152 | 13950 | 0.009 | - |
1.7214 | 14000 | 0.0111 | - |
1.7275 | 14050 | 0.0093 | - |
1.7337 | 14100 | 0.008 | - |
1.7398 | 14150 | 0.0084 | - |
1.7460 | 14200 | 0.0082 | - |
1.7521 | 14250 | 0.0088 | - |
1.7583 | 14300 | 0.0122 | - |
1.7644 | 14350 | 0.0087 | - |
1.7706 | 14400 | 0.0084 | - |
1.7767 | 14450 | 0.0073 | - |
1.7829 | 14500 | 0.0079 | - |
1.7890 | 14550 | 0.0064 | - |
1.7952 | 14600 | 0.0069 | - |
1.8013 | 14650 | 0.0083 | - |
1.8075 | 14700 | 0.0071 | - |
1.8136 | 14750 | 0.0066 | - |
1.8197 | 14800 | 0.0086 | - |
1.8259 | 14850 | 0.0091 | - |
1.8320 | 14900 | 0.008 | - |
1.8382 | 14950 | 0.0071 | - |
1.8443 | 15000 | 0.0072 | - |
1.8505 | 15050 | 0.0077 | - |
1.8566 | 15100 | 0.0086 | - |
1.8628 | 15150 | 0.0066 | - |
1.8689 | 15200 | 0.007 | - |
1.8751 | 15250 | 0.0065 | - |
1.8812 | 15300 | 0.0073 | - |
1.8874 | 15350 | 0.0074 | - |
1.8935 | 15400 | 0.0063 | - |
1.8997 | 15450 | 0.0064 | - |
1.9058 | 15500 | 0.0067 | - |
1.9120 | 15550 | 0.0081 | - |
1.9181 | 15600 | 0.0083 | - |
1.9243 | 15650 | 0.0068 | - |
1.9304 | 15700 | 0.005 | - |
1.9366 | 15750 | 0.0055 | - |
1.9427 | 15800 | 0.0061 | - |
1.9489 | 15850 | 0.0057 | - |
1.9550 | 15900 | 0.0056 | - |
1.9611 | 15950 | 0.0057 | - |
1.9673 | 16000 | 0.0059 | - |
1.9734 | 16050 | 0.0046 | - |
1.9796 | 16100 | 0.0077 | - |
1.9857 | 16150 | 0.0067 | - |
1.9919 | 16200 | 0.0067 | - |
1.9980 | 16250 | 0.007 | - |
2.0042 | 16300 | 0.0055 | - |
2.0103 | 16350 | 0.0049 | - |
2.0165 | 16400 | 0.0075 | - |
2.0226 | 16450 | 0.0064 | - |
2.0288 | 16500 | 0.0062 | - |
2.0349 | 16550 | 0.006 | - |
2.0411 | 16600 | 0.006 | - |
2.0472 | 16650 | 0.0054 | - |
2.0534 | 16700 | 0.0056 | - |
2.0595 | 16750 | 0.0047 | - |
2.0657 | 16800 | 0.0068 | - |
2.0718 | 16850 | 0.0056 | - |
2.0780 | 16900 | 0.0055 | - |
2.0841 | 16950 | 0.0056 | - |
2.0902 | 17000 | 0.0046 | - |
2.0964 | 17050 | 0.0048 | - |
2.1025 | 17100 | 0.0067 | - |
2.1087 | 17150 | 0.0038 | - |
2.1148 | 17200 | 0.0051 | - |
2.1210 | 17250 | 0.004 | - |
2.1271 | 17300 | 0.0054 | - |
2.1333 | 17350 | 0.0053 | - |
2.1394 | 17400 | 0.0041 | - |
2.1456 | 17450 | 0.0048 | - |
2.1517 | 17500 | 0.0032 | - |
2.1579 | 17550 | 0.0043 | - |
2.1640 | 17600 | 0.0046 | - |
2.1702 | 17650 | 0.0047 | - |
2.1763 | 17700 | 0.0035 | - |
2.1825 | 17750 | 0.0033 | - |
2.1886 | 17800 | 0.0043 | - |
2.1948 | 17850 | 0.0042 | - |
2.2009 | 17900 | 0.0033 | - |
2.2071 | 17950 | 0.0059 | - |
2.2132 | 18000 | 0.0054 | - |
2.2194 | 18050 | 0.0042 | - |
2.2255 | 18100 | 0.0034 | - |
2.2316 | 18150 | 0.0043 | - |
2.2378 | 18200 | 0.0052 | - |
2.2439 | 18250 | 0.005 | - |
2.2501 | 18300 | 0.0061 | - |
2.2562 | 18350 | 0.0057 | - |
2.2624 | 18400 | 0.0043 | - |
2.2685 | 18450 | 0.0044 | - |
2.2747 | 18500 | 0.0038 | - |
2.2808 | 18550 | 0.0045 | - |
2.2870 | 18600 | 0.0043 | - |
2.2931 | 18650 | 0.0042 | - |
2.2993 | 18700 | 0.0037 | - |
2.3054 | 18750 | 0.0042 | - |
2.3116 | 18800 | 0.0039 | - |
2.3177 | 18850 | 0.0041 | - |
2.3239 | 18900 | 0.004 | - |
2.3300 | 18950 | 0.0033 | - |
2.3362 | 19000 | 0.003 | - |
2.3423 | 19050 | 0.0044 | - |
2.3485 | 19100 | 0.003 | - |
2.3546 | 19150 | 0.0039 | - |
2.3608 | 19200 | 0.0019 | - |
2.3669 | 19250 | 0.0025 | - |
2.3730 | 19300 | 0.0035 | - |
2.3792 | 19350 | 0.0032 | - |
2.3853 | 19400 | 0.0033 | - |
2.3915 | 19450 | 0.004 | - |
2.3976 | 19500 | 0.0042 | - |
2.4038 | 19550 | 0.0041 | - |
2.4099 | 19600 | 0.0044 | - |
2.4161 | 19650 | 0.0024 | - |
2.4222 | 19700 | 0.002 | - |
2.4284 | 19750 | 0.0035 | - |
2.4345 | 19800 | 0.0022 | - |
2.4407 | 19850 | 0.0047 | - |
2.4468 | 19900 | 0.003 | - |
2.4530 | 19950 | 0.0028 | - |
2.4591 | 20000 | 0.0024 | - |
2.4653 | 20050 | 0.0018 | - |
2.4714 | 20100 | 0.0027 | - |
2.4776 | 20150 | 0.0022 | - |
2.4837 | 20200 | 0.0023 | - |
2.4899 | 20250 | 0.0024 | - |
2.4960 | 20300 | 0.0022 | - |
2.5022 | 20350 | 0.0023 | - |
2.5083 | 20400 | 0.0022 | - |
2.5144 | 20450 | 0.0018 | - |
2.5206 | 20500 | 0.0025 | - |
2.5267 | 20550 | 0.0035 | - |
2.5329 | 20600 | 0.0024 | - |
2.5390 | 20650 | 0.0028 | - |
2.5452 | 20700 | 0.0021 | - |
2.5513 | 20750 | 0.0019 | - |
2.5575 | 20800 | 0.0041 | - |
2.5636 | 20850 | 0.0028 | - |
2.5698 | 20900 | 0.0013 | - |
2.5759 | 20950 | 0.0034 | - |
2.5821 | 21000 | 0.0023 | - |
2.5882 | 21050 | 0.0023 | - |
2.5944 | 21100 | 0.0031 | - |
2.6005 | 21150 | 0.0017 | - |
2.6067 | 21200 | 0.0021 | - |
2.6128 | 21250 | 0.003 | - |
2.6190 | 21300 | 0.003 | - |
2.6251 | 21350 | 0.0022 | - |
2.6313 | 21400 | 0.0016 | - |
2.6374 | 21450 | 0.0013 | - |
2.6436 | 21500 | 0.0005 | - |
2.6497 | 21550 | 0.0014 | - |
2.6558 | 21600 | 0.0025 | - |
2.6620 | 21650 | 0.001 | - |
2.6681 | 21700 | 0.001 | - |
2.6743 | 21750 | 0.0011 | - |
2.6804 | 21800 | 0.0008 | - |
2.6866 | 21850 | 0.0019 | - |
2.6927 | 21900 | 0.0024 | - |
2.6989 | 21950 | 0.0024 | - |
2.7050 | 22000 | 0.0029 | - |
2.7112 | 22050 | 0.0026 | - |
2.7173 | 22100 | 0.0028 | - |
2.7235 | 22150 | 0.0022 | - |
2.7296 | 22200 | 0.0038 | - |
2.7358 | 22250 | 0.0031 | - |
2.7419 | 22300 | 0.0031 | - |
2.7481 | 22350 | 0.0038 | - |
2.7542 | 22400 | 0.003 | - |
2.7604 | 22450 | 0.0033 | - |
2.7665 | 22500 | 0.0028 | - |
2.7727 | 22550 | 0.0022 | - |
2.7788 | 22600 | 0.0032 | - |
2.7850 | 22650 | 0.0027 | - |
2.7911 | 22700 | 0.0022 | - |
2.7972 | 22750 | 0.0022 | - |
2.8034 | 22800 | 0.0025 | - |
2.8095 | 22850 | 0.0016 | - |
2.8157 | 22900 | 0.0015 | - |
2.8218 | 22950 | 0.0016 | - |
2.8280 | 23000 | 0.0017 | - |
2.8341 | 23050 | 0.0018 | - |
2.8403 | 23100 | 0.0012 | - |
2.8464 | 23150 | 0.0009 | - |
2.8526 | 23200 | 0.0011 | - |
2.8587 | 23250 | 0.0008 | - |
2.8649 | 23300 | 0.0004 | - |
2.8710 | 23350 | 0.0009 | - |
2.8772 | 23400 | 0.0015 | - |
2.8833 | 23450 | 0.0011 | - |
2.8895 | 23500 | 0.0011 | - |
2.8956 | 23550 | 0.0011 | - |
2.9018 | 23600 | 0.0011 | - |
2.9079 | 23650 | 0.0011 | - |
2.9141 | 23700 | 0.0008 | - |
2.9202 | 23750 | 0.0008 | - |
2.9263 | 23800 | 0.0012 | - |
2.9325 | 23850 | 0.0028 | - |
2.9386 | 23900 | 0.0012 | - |
2.9448 | 23950 | 0.0026 | - |
2.9509 | 24000 | 0.0017 | - |
2.9571 | 24050 | 0.0026 | - |
2.9632 | 24100 | 0.0016 | - |
2.9694 | 24150 | 0.0016 | - |
2.9755 | 24200 | 0.0055 | - |
2.9817 | 24250 | 0.0039 | - |
2.9878 | 24300 | 0.003 | - |
2.9940 | 24350 | 0.0031 | - |
3.0001 | 24400 | 0.0026 | - |
3.0063 | 24450 | 0.0024 | - |
3.0124 | 24500 | 0.0021 | - |
3.0186 | 24550 | 0.0019 | - |
3.0247 | 24600 | 0.0025 | - |
3.0309 | 24650 | 0.0036 | - |
3.0370 | 24700 | 0.0023 | - |
3.0432 | 24750 | 0.0014 | - |
3.0493 | 24800 | 0.002 | - |
3.0555 | 24850 | 0.0022 | - |
3.0616 | 24900 | 0.0019 | - |
3.0677 | 24950 | 0.0022 | - |
3.0739 | 25000 | 0.0022 | - |
3.0800 | 25050 | 0.0022 | - |
3.0862 | 25100 | 0.0022 | - |
3.0923 | 25150 | 0.001 | - |
3.0985 | 25200 | 0.0027 | - |
3.1046 | 25250 | 0.0018 | - |
3.1108 | 25300 | 0.002 | - |
3.1169 | 25350 | 0.0021 | - |
3.1231 | 25400 | 0.0014 | - |
3.1292 | 25450 | 0.0017 | - |
3.1354 | 25500 | 0.001 | - |
3.1415 | 25550 | 0.0015 | - |
3.1477 | 25600 | 0.0013 | - |
3.1538 | 25650 | 0.0015 | - |
3.1600 | 25700 | 0.0016 | - |
3.1661 | 25750 | 0.0007 | - |
3.1723 | 25800 | 0.001 | - |
3.1784 | 25850 | 0.0005 | - |
3.1846 | 25900 | 0.001 | - |
3.1907 | 25950 | 0.0007 | - |
3.1969 | 26000 | 0.0017 | - |
3.2030 | 26050 | 0.0014 | - |
3.2091 | 26100 | 0.0008 | - |
3.2153 | 26150 | 0.0011 | - |
3.2214 | 26200 | 0.002 | - |
3.2276 | 26250 | 0.0018 | - |
3.2337 | 26300 | 0.0013 | - |
3.2399 | 26350 | 0.0013 | - |
3.2460 | 26400 | 0.0014 | - |
3.2522 | 26450 | 0.0021 | - |
3.2583 | 26500 | 0.0015 | - |
3.2645 | 26550 | 0.0021 | - |
3.2706 | 26600 | 0.0021 | - |
3.2768 | 26650 | 0.0018 | - |
3.2829 | 26700 | 0.0036 | - |
3.2891 | 26750 | 0.0026 | - |
3.2952 | 26800 | 0.0023 | - |
3.3014 | 26850 | 0.003 | - |
3.3075 | 26900 | 0.0018 | - |
3.3137 | 26950 | 0.0024 | - |
3.3198 | 27000 | 0.0013 | - |
3.3260 | 27050 | 0.0016 | - |
3.3321 | 27100 | 0.0011 | - |
3.3383 | 27150 | 0.0014 | - |
3.3444 | 27200 | 0.0018 | - |
3.3505 | 27250 | 0.0017 | - |
3.3567 | 27300 | 0.0014 | - |
3.3628 | 27350 | 0.0019 | - |
3.3690 | 27400 | 0.0016 | - |
3.3751 | 27450 | 0.0012 | - |
3.3813 | 27500 | 0.0008 | - |
3.3874 | 27550 | 0.0015 | - |
3.3936 | 27600 | 0.0007 | - |
3.3997 | 27650 | 0.0001 | - |
3.4059 | 27700 | 0.0007 | - |
3.4120 | 27750 | 0.0012 | - |
3.4182 | 27800 | 0.0015 | - |
3.4243 | 27850 | 0.0014 | - |
3.4305 | 27900 | 0.002 | - |
3.4366 | 27950 | 0.0011 | - |
3.4428 | 28000 | 0.0012 | - |
3.4489 | 28050 | 0.0009 | - |
3.4551 | 28100 | 0.001 | - |
3.4612 | 28150 | 0.0015 | - |
3.4674 | 28200 | 0.0019 | - |
3.4735 | 28250 | 0.0018 | - |
3.4797 | 28300 | 0.0016 | - |
3.4858 | 28350 | 0.002 | - |
3.4919 | 28400 | 0.0032 | - |
3.4981 | 28450 | 0.0044 | - |
3.5042 | 28500 | 0.0035 | - |
3.5104 | 28550 | 0.0026 | - |
3.5165 | 28600 | 0.0032 | - |
3.5227 | 28650 | 0.0034 | - |
3.5288 | 28700 | 0.0033 | - |
3.5350 | 28750 | 0.0037 | - |
3.5411 | 28800 | 0.0028 | - |
3.5473 | 28850 | 0.0025 | - |
3.5534 | 28900 | 0.0021 | - |
3.5596 | 28950 | 0.0022 | - |
3.5657 | 29000 | 0.0018 | - |
3.5719 | 29050 | 0.0022 | - |
3.5780 | 29100 | 0.0016 | - |
3.5842 | 29150 | 0.0009 | - |
3.5903 | 29200 | 0.0009 | - |
3.5965 | 29250 | 0.0017 | - |
3.6026 | 29300 | 0.0012 | - |
3.6088 | 29350 | 0.0012 | - |
3.6149 | 29400 | 0.0015 | - |
3.6211 | 29450 | 0.0009 | - |
3.6272 | 29500 | 0.0022 | - |
3.6333 | 29550 | 0.0021 | - |
3.6395 | 29600 | 0.001 | - |
3.6456 | 29650 | 0.0028 | - |
3.6518 | 29700 | 0.0016 | - |
3.6579 | 29750 | 0.0022 | - |
3.6641 | 29800 | 0.0017 | - |
3.6702 | 29850 | 0.0018 | - |
3.6764 | 29900 | 0.0017 | - |
3.6825 | 29950 | 0.0011 | - |
3.6887 | 30000 | 0.0005 | - |
3.6948 | 30050 | 0.0012 | - |
3.7010 | 30100 | 0.0014 | - |
3.7071 | 30150 | 0.0017 | - |
3.7133 | 30200 | 0.0006 | - |
3.7194 | 30250 | 0.0005 | - |
3.7256 | 30300 | 0.0007 | - |
3.7317 | 30350 | 0.0016 | - |
3.7379 | 30400 | 0.0019 | - |
3.7440 | 30450 | 0.0016 | - |
3.7502 | 30500 | 0.0016 | - |
3.7563 | 30550 | 0.0011 | - |
3.7624 | 30600 | 0.0026 | - |
3.7686 | 30650 | 0.0012 | - |
3.7747 | 30700 | 0.0014 | - |
3.7809 | 30750 | 0.0012 | - |
3.7870 | 30800 | 0.002 | - |
3.7932 | 30850 | 0.0014 | - |
3.7993 | 30900 | 0.0012 | - |
3.8055 | 30950 | 0.001 | - |
3.8116 | 31000 | 0.0017 | - |
3.8178 | 31050 | 0.0013 | - |
3.8239 | 31100 | 0.0017 | - |
3.8301 | 31150 | 0.0018 | - |
3.8362 | 31200 | 0.0009 | - |
3.8424 | 31250 | 0.0018 | - |
3.8485 | 31300 | 0.0019 | - |
3.8547 | 31350 | 0.0017 | - |
3.8608 | 31400 | 0.0013 | - |
3.8670 | 31450 | 0.0046 | - |
3.8731 | 31500 | 0.0026 | - |
3.8793 | 31550 | 0.0019 | - |
3.8854 | 31600 | 0.0019 | - |
3.8916 | 31650 | 0.0014 | - |
3.8977 | 31700 | 0.0016 | - |
3.9038 | 31750 | 0.0025 | - |
3.9100 | 31800 | 0.0034 | - |
3.9161 | 31850 | 0.002 | - |
3.9223 | 31900 | 0.0019 | - |
3.9284 | 31950 | 0.001 | - |
3.9346 | 32000 | 0.0024 | - |
3.9407 | 32050 | 0.0016 | - |
3.9469 | 32100 | 0.0015 | - |
3.9530 | 32150 | 0.0011 | - |
3.9592 | 32200 | 0.0016 | - |
3.9653 | 32250 | 0.0012 | - |
3.9715 | 32300 | 0.001 | - |
3.9776 | 32350 | 0.0011 | - |
3.9838 | 32400 | 0.0016 | - |
3.9899 | 32450 | 0.0026 | - |
3.9961 | 32500 | 0.0031 | - |
4.0022 | 32550 | 0.0015 | - |
4.0084 | 32600 | 0.0024 | - |
4.0145 | 32650 | 0.0021 | - |
4.0207 | 32700 | 0.0016 | - |
4.0268 | 32750 | 0.0023 | - |
4.0330 | 32800 | 0.0013 | - |
4.0391 | 32850 | 0.0019 | - |
4.0452 | 32900 | 0.0008 | - |
4.0514 | 32950 | 0.0019 | - |
4.0575 | 33000 | 0.0008 | - |
4.0637 | 33050 | 0.0012 | - |
4.0698 | 33100 | 0.001 | - |
4.0760 | 33150 | 0.0015 | - |
4.0821 | 33200 | 0.0005 | - |
4.0883 | 33250 | 0.0012 | - |
4.0944 | 33300 | 0.0012 | - |
4.1006 | 33350 | 0.0005 | - |
4.1067 | 33400 | 0.0006 | - |
4.1129 | 33450 | 0.0007 | - |
4.1190 | 33500 | 0.0011 | - |
4.1252 | 33550 | 0.0011 | - |
4.1313 | 33600 | 0.0015 | - |
4.1375 | 33650 | 0.0011 | - |
4.1436 | 33700 | 0.0012 | - |
4.1498 | 33750 | 0.0007 | - |
4.1559 | 33800 | 0.0006 | - |
4.1621 | 33850 | 0.0007 | - |
4.1682 | 33900 | 0.0007 | - |
4.1744 | 33950 | 0.0005 | - |
4.1805 | 34000 | 0.0006 | - |
4.1866 | 34050 | 0.001 | - |
4.1928 | 34100 | 0.0009 | - |
4.1989 | 34150 | 0.0004 | - |
4.2051 | 34200 | 0.0003 | - |
4.2112 | 34250 | 0.0008 | - |
4.2174 | 34300 | 0.0009 | - |
4.2235 | 34350 | 0.0002 | - |
4.2297 | 34400 | 0.0014 | - |
4.2358 | 34450 | 0.0002 | - |
4.2420 | 34500 | 0.0003 | - |
4.2481 | 34550 | 0.0005 | - |
4.2543 | 34600 | 0.0025 | - |
4.2604 | 34650 | 0.0005 | - |
4.2666 | 34700 | 0.0004 | - |
4.2727 | 34750 | 0.0009 | - |
4.2789 | 34800 | 0.0005 | - |
4.2850 | 34850 | 0.0005 | - |
4.2912 | 34900 | 0.0005 | - |
4.2973 | 34950 | 0.0008 | - |
4.3035 | 35000 | 0.0012 | - |
4.3096 | 35050 | 0.0009 | - |
4.3158 | 35100 | 0.0004 | - |
4.3219 | 35150 | 0.0016 | - |
4.3280 | 35200 | 0.0008 | - |
4.3342 | 35250 | 0.0009 | - |
4.3403 | 35300 | 0.0011 | - |
4.3465 | 35350 | 0.0005 | - |
4.3526 | 35400 | 0.0004 | - |
4.3588 | 35450 | 0.004 | - |
4.3649 | 35500 | 0.0023 | - |
4.3711 | 35550 | 0.002 | - |
4.3772 | 35600 | 0.0018 | - |
4.3834 | 35650 | 0.0022 | - |
4.3895 | 35700 | 0.0027 | - |
4.3957 | 35750 | 0.0022 | - |
4.4018 | 35800 | 0.0027 | - |
4.4080 | 35850 | 0.003 | - |
4.4141 | 35900 | 0.0017 | - |
4.4203 | 35950 | 0.0009 | - |
4.4264 | 36000 | 0.0027 | - |
4.4326 | 36050 | 0.0018 | - |
4.4387 | 36100 | 0.0016 | - |
4.4449 | 36150 | 0.0013 | - |
4.4510 | 36200 | 0.0019 | - |
4.4571 | 36250 | 0.0011 | - |
4.4633 | 36300 | 0.0015 | - |
4.4694 | 36350 | 0.0009 | - |
4.4756 | 36400 | 0.0007 | - |
4.4817 | 36450 | 0.0011 | - |
4.4879 | 36500 | 0.0017 | - |
4.4940 | 36550 | 0.001 | - |
4.5002 | 36600 | 0.0015 | - |
4.5063 | 36650 | 0.0015 | - |
4.5125 | 36700 | 0.0009 | - |
4.5186 | 36750 | 0.0005 | - |
4.5248 | 36800 | 0.0021 | - |
4.5309 | 36850 | 0.0008 | - |
4.5371 | 36900 | 0.0008 | - |
4.5432 | 36950 | 0.001 | - |
4.5494 | 37000 | 0.0006 | - |
4.5555 | 37050 | 0.0009 | - |
4.5617 | 37100 | 0.0005 | - |
4.5678 | 37150 | 0.0004 | - |
4.5740 | 37200 | 0.001 | - |
4.5801 | 37250 | 0.0013 | - |
4.5863 | 37300 | 0.0016 | - |
4.5924 | 37350 | 0.0017 | - |
4.5985 | 37400 | 0.0008 | - |
4.6047 | 37450 | 0.0005 | - |
4.6108 | 37500 | 0.0009 | - |
4.6170 | 37550 | 0.0018 | - |
4.6231 | 37600 | 0.0009 | - |
4.6293 | 37650 | 0.0006 | - |
4.6354 | 37700 | 0.0006 | - |
4.6416 | 37750 | 0.0012 | - |
4.6477 | 37800 | 0.0003 | - |
4.6539 | 37850 | 0.0003 | - |
4.6600 | 37900 | 0.0006 | - |
4.6662 | 37950 | 0.0007 | - |
4.6723 | 38000 | 0.0006 | - |
4.6785 | 38050 | 0.0011 | - |
4.6846 | 38100 | 0.0014 | - |
4.6908 | 38150 | 0.0015 | - |
4.6969 | 38200 | 0.0012 | - |
4.7031 | 38250 | 0.0021 | - |
4.7092 | 38300 | 0.0016 | - |
4.7154 | 38350 | 0.0016 | - |
4.7215 | 38400 | 0.0011 | - |
4.7277 | 38450 | 0.0009 | - |
4.7338 | 38500 | 0.0014 | - |
4.7399 | 38550 | 0.0008 | - |
4.7461 | 38600 | 0.0013 | - |
4.7522 | 38650 | 0.0007 | - |
4.7584 | 38700 | 0.0015 | - |
4.7645 | 38750 | 0.0009 | - |
4.7707 | 38800 | 0.0006 | - |
4.7768 | 38850 | 0.0009 | - |
4.7830 | 38900 | 0.0009 | - |
4.7891 | 38950 | 0.0009 | - |
4.7953 | 39000 | 0.0015 | - |
4.8014 | 39050 | 0.0015 | - |
4.8076 | 39100 | 0.001 | - |
4.8137 | 39150 | 0.0011 | - |
4.8199 | 39200 | 0.0007 | - |
4.8260 | 39250 | 0.0007 | - |
4.8322 | 39300 | 0.0005 | - |
4.8383 | 39350 | 0.0005 | - |
4.8445 | 39400 | 0.0002 | - |
4.8506 | 39450 | 0.0009 | - |
4.8568 | 39500 | 0.0004 | - |
4.8629 | 39550 | 0.0016 | - |
4.8691 | 39600 | 0.0014 | - |
4.8752 | 39650 | 0.0017 | - |
4.8813 | 39700 | 0.0018 | - |
4.8875 | 39750 | 0.0003 | - |
4.8936 | 39800 | 0.0017 | - |
4.8998 | 39850 | 0.0007 | - |
4.9059 | 39900 | 0.0009 | - |
4.9121 | 39950 | 0.0011 | - |
4.9182 | 40000 | 0.0014 | - |
4.9244 | 40050 | 0.0019 | - |
4.9305 | 40100 | 0.001 | - |
4.9367 | 40150 | 0.0006 | - |
4.9428 | 40200 | 0.0009 | - |
4.9490 | 40250 | 0.0011 | - |
4.9551 | 40300 | 0.0017 | - |
4.9613 | 40350 | 0.0007 | - |
4.9674 | 40400 | 0.0008 | - |
4.9736 | 40450 | 0.0008 | - |
4.9797 | 40500 | 0.0013 | - |
4.9859 | 40550 | 0.0014 | - |
4.9920 | 40600 | 0.0029 | - |
4.9982 | 40650 | 0.0018 | - |
5.0043 | 40700 | 0.0017 | - |
5.0105 | 40750 | 0.0013 | - |
5.0166 | 40800 | 0.0015 | - |
5.0227 | 40850 | 0.0011 | - |
5.0289 | 40900 | 0.001 | - |
5.0350 | 40950 | 0.0012 | - |
5.0412 | 41000 | 0.001 | - |
5.0473 | 41050 | 0.001 | - |
5.0535 | 41100 | 0.0007 | - |
5.0596 | 41150 | 0.0009 | - |
5.0658 | 41200 | 0.0007 | - |
5.0719 | 41250 | 0.0015 | - |
5.0781 | 41300 | 0.0004 | - |
5.0842 | 41350 | 0.0011 | - |
5.0904 | 41400 | 0.0005 | - |
5.0965 | 41450 | 0.0005 | - |
5.1027 | 41500 | 0.0008 | - |
5.1088 | 41550 | 0.0013 | - |
5.1150 | 41600 | 0.0009 | - |
5.1211 | 41650 | 0.0003 | - |
5.1273 | 41700 | 0.0007 | - |
5.1334 | 41750 | 0.0003 | - |
5.1396 | 41800 | 0.001 | - |
5.1457 | 41850 | 0.0009 | - |
5.1519 | 41900 | 0.0012 | - |
5.1580 | 41950 | 0.0019 | - |
5.1641 | 42000 | 0.0014 | - |
5.1703 | 42050 | 0.0005 | - |
5.1764 | 42100 | 0.0005 | - |
5.1826 | 42150 | 0.0008 | - |
5.1887 | 42200 | 0.0009 | - |
5.1949 | 42250 | 0.0004 | - |
5.2010 | 42300 | 0.0005 | - |
5.2072 | 42350 | 0.0002 | - |
5.2133 | 42400 | 0.001 | - |
5.2195 | 42450 | 0.0011 | - |
5.2256 | 42500 | 0.0009 | - |
5.2318 | 42550 | 0.0005 | - |
5.2379 | 42600 | 0.001 | - |
5.2441 | 42650 | 0.0007 | - |
5.2502 | 42700 | 0.0002 | - |
5.2564 | 42750 | 0.0005 | - |
5.2625 | 42800 | 0.0004 | - |
5.2687 | 42850 | 0.0005 | - |
5.2748 | 42900 | 0.0006 | - |
5.2810 | 42950 | 0.0002 | - |
5.2871 | 43000 | 0.0 | - |
5.2932 | 43050 | 0.0009 | - |
5.2994 | 43100 | 0.0003 | - |
5.3055 | 43150 | 0.0002 | - |
5.3117 | 43200 | 0.0014 | - |
5.3178 | 43250 | 0.0009 | - |
5.3240 | 43300 | 0.0017 | - |
5.3301 | 43350 | 0.001 | - |
5.3363 | 43400 | 0.0011 | - |
5.3424 | 43450 | 0.0005 | - |
5.3486 | 43500 | 0.0012 | - |
5.3547 | 43550 | 0.0005 | - |
5.3609 | 43600 | 0.0007 | - |
5.3670 | 43650 | 0.0015 | - |
5.3732 | 43700 | 0.0012 | - |
5.3793 | 43750 | 0.0017 | - |
5.3855 | 43800 | 0.0003 | - |
5.3916 | 43850 | 0.0005 | - |
5.3978 | 43900 | 0.0007 | - |
5.4039 | 43950 | 0.0011 | - |
5.4101 | 44000 | 0.0019 | - |
5.4162 | 44050 | 0.001 | - |
5.4224 | 44100 | 0.0012 | - |
5.4285 | 44150 | 0.0005 | - |
5.4346 | 44200 | 0.0004 | - |
5.4408 | 44250 | 0.0005 | - |
5.4469 | 44300 | 0.0003 | - |
5.4531 | 44350 | 0.0007 | - |
5.4592 | 44400 | 0.0008 | - |
5.4654 | 44450 | 0.0004 | - |
5.4715 | 44500 | 0.0005 | - |
5.4777 | 44550 | 0.0011 | - |
5.4838 | 44600 | 0.0009 | - |
5.4900 | 44650 | 0.0007 | - |
5.4961 | 44700 | 0.0 | - |
5.5023 | 44750 | 0.0007 | - |
5.5084 | 44800 | 0.0004 | - |
5.5146 | 44850 | 0.0002 | - |
5.5207 | 44900 | 0.0 | - |
5.5269 | 44950 | 0.0 | - |
5.5330 | 45000 | 0.0003 | - |
5.5392 | 45050 | 0.0006 | - |
5.5453 | 45100 | 0.0003 | - |
5.5515 | 45150 | 0.0003 | - |
5.5576 | 45200 | 0.0012 | - |
5.5638 | 45250 | 0.0006 | - |
5.5699 | 45300 | 0.0002 | - |
5.5760 | 45350 | 0.0006 | - |
5.5822 | 45400 | 0.0012 | - |
5.5883 | 45450 | 0.0003 | - |
5.5945 | 45500 | 0.0008 | - |
5.6006 | 45550 | 0.0009 | - |
5.6068 | 45600 | 0.0003 | - |
5.6129 | 45650 | 0.0014 | - |
5.6191 | 45700 | 0.0019 | - |
5.6252 | 45750 | 0.0011 | - |
5.6314 | 45800 | 0.0011 | - |
5.6375 | 45850 | 0.0002 | - |
5.6437 | 45900 | 0.0009 | - |
5.6498 | 45950 | 0.0012 | - |
5.6560 | 46000 | 0.0016 | - |
5.6621 | 46050 | 0.0011 | - |
5.6683 | 46100 | 0.0019 | - |
5.6744 | 46150 | 0.0005 | - |
5.6806 | 46200 | 0.0007 | - |
5.6867 | 46250 | 0.0004 | - |
5.6929 | 46300 | 0.0004 | - |
5.6990 | 46350 | 0.0013 | - |
5.7052 | 46400 | 0.0007 | - |
5.7113 | 46450 | 0.0007 | - |
5.7174 | 46500 | 0.0007 | - |
5.7236 | 46550 | 0.0007 | - |
5.7297 | 46600 | 0.0001 | - |
5.7359 | 46650 | 0.0016 | - |
5.7420 | 46700 | 0.0023 | - |
5.7482 | 46750 | 0.0014 | - |
5.7543 | 46800 | 0.0014 | - |
5.7605 | 46850 | 0.0003 | - |
5.7666 | 46900 | 0.0013 | - |
5.7728 | 46950 | 0.0008 | - |
5.7789 | 47000 | 0.0004 | - |
5.7851 | 47050 | 0.0025 | - |
5.7912 | 47100 | 0.001 | - |
5.7974 | 47150 | 0.0011 | - |
5.8035 | 47200 | 0.0014 | - |
5.8097 | 47250 | 0.0009 | - |
5.8158 | 47300 | 0.0002 | - |
5.8220 | 47350 | 0.0011 | - |
5.8281 | 47400 | 0.0022 | - |
5.8343 | 47450 | 0.0009 | - |
5.8404 | 47500 | 0.0005 | - |
5.8466 | 47550 | 0.0004 | - |
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5.8834 | 47850 | 0.0012 | - |
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5.9019 | 48000 | 0.0004 | - |
5.9080 | 48050 | 0.0015 | - |
5.9142 | 48100 | 0.0006 | - |
5.9203 | 48150 | 0.0003 | - |
5.9265 | 48200 | 0.0 | - |
5.9326 | 48250 | 0.0007 | - |
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5.9449 | 48350 | 0.0009 | - |
5.9511 | 48400 | 0.0006 | - |
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5.9880 | 48700 | 0.0014 | - |
5.9941 | 48750 | 0.0007 | - |
6.0002 | 48800 | 0.0003 | - |
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6.0310 | 49050 | 0.0008 | - |
6.0371 | 49100 | 0.0008 | - |
6.0433 | 49150 | 0.0013 | - |
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6.1109 | 49700 | 0.0012 | - |
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6.1355 | 49900 | 0.0007 | - |
6.1416 | 49950 | 0.0012 | - |
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6.1662 | 50150 | 0.0008 | - |
6.1724 | 50200 | 0.0011 | - |
6.1785 | 50250 | 0.0011 | - |
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6.1908 | 50350 | 0.0011 | - |
6.1970 | 50400 | 0.0011 | - |
6.2031 | 50450 | 0.0009 | - |
6.2093 | 50500 | 0.0012 | - |
6.2154 | 50550 | 0.0011 | - |
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6.2339 | 50700 | 0.0006 | - |
6.2400 | 50750 | 0.0007 | - |
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6.2585 | 50900 | 0.0008 | - |
6.2646 | 50950 | 0.0013 | - |
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6.2830 | 51100 | 0.0009 | - |
6.2892 | 51150 | 0.0012 | - |
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6.3138 | 51350 | 0.0011 | - |
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6.3261 | 51450 | 0.0008 | - |
6.3322 | 51500 | 0.0013 | - |
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6.3568 | 51700 | 0.0006 | - |
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6.3753 | 51850 | 0.0009 | - |
6.3814 | 51900 | 0.0013 | - |
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6.3999 | 52050 | 0.0006 | - |
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6.4736 | 52650 | 0.0007 | - |
6.4798 | 52700 | 0.0011 | - |
6.4859 | 52750 | 0.0007 | - |
6.4921 | 52800 | 0.0 | - |
6.4982 | 52850 | 0.0001 | - |
6.5044 | 52900 | 0.0004 | - |
6.5105 | 52950 | 0.0011 | - |
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6.5843 | 53550 | 0.0011 | - |
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6.6027 | 53700 | 0.0021 | - |
6.6089 | 53750 | 0.0031 | - |
6.6150 | 53800 | 0.0013 | - |
6.6212 | 53850 | 0.0005 | - |
6.6273 | 53900 | 0.0009 | - |
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6.6519 | 54100 | 0.0011 | - |
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6.8855 | 56000 | 0.0003 | - |
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6.8978 | 56100 | 0.0 | - |
6.9040 | 56150 | 0.0005 | - |
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6.9716 | 56700 | 0.0006 | - |
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6.9962 | 56900 | 0.0005 | - |
7.0023 | 56950 | 0.0003 | - |
7.0085 | 57000 | 0.0003 | - |
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7.0208 | 57100 | 0.0005 | - |
7.0269 | 57150 | 0.0006 | - |
7.0331 | 57200 | 0.0003 | - |
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7.0946 | 57700 | 0.0008 | - |
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7.1253 | 57950 | 0.0 | - |
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7.1499 | 58150 | 0.0006 | - |
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7.2052 | 58600 | 0.0012 | - |
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7.2298 | 58800 | 0.0001 | - |
7.2360 | 58850 | 0.0003 | - |
7.2421 | 58900 | 0.0013 | - |
7.2482 | 58950 | 0.0017 | - |
7.2544 | 59000 | 0.0017 | - |
7.2605 | 59050 | 0.0006 | - |
7.2667 | 59100 | 0.0016 | - |
7.2728 | 59150 | 0.0049 | - |
7.2790 | 59200 | 0.0026 | - |
7.2851 | 59250 | 0.0013 | - |
7.2913 | 59300 | 0.001 | - |
7.2974 | 59350 | 0.0008 | - |
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7.3343 | 59650 | 0.002 | - |
7.3405 | 59700 | 0.0011 | - |
7.3466 | 59750 | 0.0006 | - |
7.3528 | 59800 | 0.0013 | - |
7.3589 | 59850 | 0.0006 | - |
7.3651 | 59900 | 0.001 | - |
7.3712 | 59950 | 0.0013 | - |
7.3774 | 60000 | 0.0012 | - |
7.3835 | 60050 | 0.0008 | - |
7.3896 | 60100 | 0.0005 | - |
7.3958 | 60150 | 0.0003 | - |
7.4019 | 60200 | 0.0013 | - |
7.4081 | 60250 | 0.0014 | - |
7.4142 | 60300 | 0.0002 | - |
7.4204 | 60350 | 0.0004 | - |
7.4265 | 60400 | 0.0004 | - |
7.4327 | 60450 | 0.0004 | - |
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7.4757 | 60800 | 0.001 | - |
7.4819 | 60850 | 0.0002 | - |
7.4880 | 60900 | 0.0 | - |
7.4942 | 60950 | 0.0004 | - |
7.5003 | 61000 | 0.0002 | - |
7.5065 | 61050 | 0.0003 | - |
7.5126 | 61100 | 0.0005 | - |
7.5188 | 61150 | 0.0007 | - |
7.5249 | 61200 | 0.0023 | - |
7.5310 | 61250 | 0.001 | - |
7.5372 | 61300 | 0.0013 | - |
7.5433 | 61350 | 0.0012 | - |
7.5495 | 61400 | 0.0007 | - |
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7.5987 | 61800 | 0.0007 | - |
7.6048 | 61850 | 0.0009 | - |
7.6110 | 61900 | 0.0003 | - |
7.6171 | 61950 | 0.0002 | - |
7.6233 | 62000 | 0.0001 | - |
7.6294 | 62050 | 0.0003 | - |
7.6356 | 62100 | 0.0009 | - |
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7.6663 | 62350 | 0.0005 | - |
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7.6786 | 62450 | 0.0 | - |
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7.7339 | 62900 | 0.0009 | - |
7.7401 | 62950 | 0.0012 | - |
7.7462 | 63000 | 0.0057 | - |
7.7524 | 63050 | 0.0039 | - |
7.7585 | 63100 | 0.0024 | - |
7.7647 | 63150 | 0.0021 | - |
7.7708 | 63200 | 0.0014 | - |
7.7770 | 63250 | 0.0014 | - |
7.7831 | 63300 | 0.0012 | - |
7.7893 | 63350 | 0.0011 | - |
7.7954 | 63400 | 0.0009 | - |
7.8015 | 63450 | 0.0009 | - |
7.8077 | 63500 | 0.0018 | - |
7.8138 | 63550 | 0.0005 | - |
7.8200 | 63600 | 0.0004 | - |
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7.8323 | 63700 | 0.0004 | - |
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7.8569 | 63900 | 0.0003 | - |
7.8630 | 63950 | 0.0003 | - |
7.8692 | 64000 | 0.0003 | - |
7.8753 | 64050 | 0.0003 | - |
7.8815 | 64100 | 0.0 | - |
7.8876 | 64150 | 0.0 | - |
7.8938 | 64200 | 0.0 | - |
7.8999 | 64250 | 0.0003 | - |
7.9061 | 64300 | 0.0 | - |
7.9122 | 64350 | 0.0001 | - |
7.9184 | 64400 | 0.0003 | - |
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7.9798 | 64900 | 0.0004 | - |
7.9860 | 64950 | 0.0 | - |
7.9921 | 65000 | 0.0003 | - |
7.9983 | 65050 | 0.0 | - |
8.0044 | 65100 | 0.0001 | - |
8.0106 | 65150 | 0.0 | - |
8.0167 | 65200 | 0.0002 | - |
8.0229 | 65250 | 0.0003 | - |
8.0290 | 65300 | 0.0001 | - |
8.0352 | 65350 | 0.0005 | - |
8.0413 | 65400 | 0.0 | - |
8.0475 | 65450 | 0.0001 | - |
8.0536 | 65500 | 0.0004 | - |
8.0598 | 65550 | 0.0003 | - |
8.0659 | 65600 | 0.0002 | - |
8.0721 | 65650 | 0.0006 | - |
8.0782 | 65700 | 0.0 | - |
8.0843 | 65750 | 0.0 | - |
8.0905 | 65800 | 0.0004 | - |
8.0966 | 65850 | 0.0003 | - |
8.1028 | 65900 | 0.0007 | - |
8.1089 | 65950 | 0.0003 | - |
8.1151 | 66000 | 0.0008 | - |
8.1212 | 66050 | 0.0009 | - |
8.1274 | 66100 | 0.0002 | - |
8.1335 | 66150 | 0.0003 | - |
8.1397 | 66200 | 0.0002 | - |
8.1458 | 66250 | 0.0001 | - |
8.1520 | 66300 | 0.0003 | - |
8.1581 | 66350 | 0.0002 | - |
8.1643 | 66400 | 0.0003 | - |
8.1704 | 66450 | 0.0 | - |
8.1766 | 66500 | 0.0003 | - |
8.1827 | 66550 | 0.0005 | - |
8.1889 | 66600 | 0.0007 | - |
8.1950 | 66650 | 0.0002 | - |
8.2012 | 66700 | 0.0007 | - |
8.2073 | 66750 | 0.0001 | - |
8.2135 | 66800 | 0.0003 | - |
8.2196 | 66850 | 0.0003 | - |
8.2257 | 66900 | 0.0 | - |
8.2319 | 66950 | 0.0005 | - |
8.2380 | 67000 | 0.0003 | - |
8.2442 | 67050 | 0.0003 | - |
8.2503 | 67100 | 0.0 | - |
8.2565 | 67150 | 0.0002 | - |
8.2626 | 67200 | 0.0 | - |
8.2688 | 67250 | 0.0 | - |
8.2749 | 67300 | 0.0001 | - |
8.2811 | 67350 | 0.0003 | - |
8.2872 | 67400 | 0.0006 | - |
8.2934 | 67450 | 0.0005 | - |
8.2995 | 67500 | 0.0001 | - |
8.3057 | 67550 | 0.0003 | - |
8.3118 | 67600 | 0.0002 | - |
8.3180 | 67650 | 0.0 | - |
8.3241 | 67700 | 0.0007 | - |
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8.3364 | 67800 | 0.0002 | - |
8.3426 | 67850 | 0.0003 | - |
8.3487 | 67900 | 0.0001 | - |
8.3549 | 67950 | 0.0005 | - |
8.3610 | 68000 | 0.0001 | - |
8.3671 | 68050 | 0.0001 | - |
8.3733 | 68100 | 0.0007 | - |
8.3794 | 68150 | 0.0003 | - |
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8.3979 | 68300 | 0.0001 | - |
8.4040 | 68350 | 0.0006 | - |
8.4102 | 68400 | 0.0003 | - |
8.4163 | 68450 | 0.0007 | - |
8.4225 | 68500 | 0.0007 | - |
8.4286 | 68550 | 0.0006 | - |
8.4348 | 68600 | 0.0005 | - |
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8.4471 | 68700 | 0.0005 | - |
8.4532 | 68750 | 0.0003 | - |
8.4594 | 68800 | 0.0002 | - |
8.4655 | 68850 | 0.0 | - |
8.4717 | 68900 | 0.0005 | - |
8.4778 | 68950 | 0.0005 | - |
8.4840 | 69000 | 0.0002 | - |
8.4901 | 69050 | 0.0004 | - |
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8.5024 | 69150 | 0.0004 | - |
8.5085 | 69200 | 0.0003 | - |
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8.5208 | 69300 | 0.0003 | - |
8.5270 | 69350 | 0.0004 | - |
8.5331 | 69400 | 0.0007 | - |
8.5393 | 69450 | 0.0004 | - |
8.5454 | 69500 | 0.0 | - |
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8.5577 | 69600 | 0.0003 | - |
8.5639 | 69650 | 0.0009 | - |
8.5700 | 69700 | 0.0007 | - |
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8.6315 | 70200 | 0.0012 | - |
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8.6807 | 70600 | 0.0001 | - |
8.6868 | 70650 | 0.0001 | - |
8.6930 | 70700 | 0.0 | - |
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8.7299 | 71000 | 0.0001 | - |
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8.7668 | 71300 | 0.0003 | - |
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8.8221 | 71750 | 0.0011 | - |
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8.8344 | 71850 | 0.0008 | - |
8.8405 | 71900 | 0.0013 | - |
8.8467 | 71950 | 0.0008 | - |
8.8528 | 72000 | 0.0005 | - |
8.8590 | 72050 | 0.0005 | - |
8.8651 | 72100 | 0.0009 | - |
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8.9020 | 72400 | 0.0005 | - |
8.9082 | 72450 | 0.0005 | - |
8.9143 | 72500 | 0.0011 | - |
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8.9266 | 72600 | 0.0001 | - |
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9.0987 | 74000 | 0.0012 | - |
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9.1172 | 74150 | 0.0003 | - |
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9.2524 | 75250 | 0.0013 | - |
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9.3016 | 75650 | 0.0012 | - |
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9.3323 | 75900 | 0.0017 | - |
9.3385 | 75950 | 0.0013 | - |
9.3446 | 76000 | 0.0012 | - |
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9.7934 | 79650 | 0.0011 | - |
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9.8057 | 79750 | 0.0014 | - |
9.8119 | 79800 | 0.0001 | - |
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9.8426 | 80050 | 0.0003 | - |
9.8488 | 80100 | 0.0002 | - |
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9.8734 | 80300 | 0.0014 | - |
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9.9225 | 80700 | 0.0005 | - |
9.9287 | 80750 | 0.0 | - |
9.9348 | 80800 | 0.0001 | - |
9.9410 | 80850 | 0.0 | - |
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9.9533 | 80950 | 0.0002 | - |
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9.9717 | 81100 | 0.0 | - |
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9.9840 | 81200 | 0.0 | - |
9.9902 | 81250 | 0.0001 | - |
9.9963 | 81300 | 0.0003 | - |
10.0025 | 81350 | 0.0 | - |
10.0086 | 81400 | 0.0 | - |
10.0148 | 81450 | 0.0 | - |
10.0209 | 81500 | 0.0 | - |
10.0271 | 81550 | 0.0002 | - |
10.0332 | 81600 | 0.0004 | - |
10.0393 | 81650 | 0.0003 | - |
10.0455 | 81700 | 0.0001 | - |
10.0516 | 81750 | 0.0002 | - |
10.0578 | 81800 | 0.0003 | - |
10.0639 | 81850 | 0.0002 | - |
10.0701 | 81900 | 0.0003 | - |
10.0762 | 81950 | 0.0 | - |
10.0824 | 82000 | 0.0005 | - |
10.0885 | 82050 | 0.0003 | - |
10.0947 | 82100 | 0.0005 | - |
10.1008 | 82150 | 0.0003 | - |
10.1070 | 82200 | 0.0003 | - |
10.1131 | 82250 | 0.0004 | - |
10.1193 | 82300 | 0.0002 | - |
10.1254 | 82350 | 0.0002 | - |
10.1316 | 82400 | 0.0002 | - |
10.1377 | 82450 | 0.0 | - |
10.1439 | 82500 | 0.0 | - |
10.1500 | 82550 | 0.0 | - |
10.1562 | 82600 | 0.0002 | - |
10.1623 | 82650 | 0.0003 | - |
10.1684 | 82700 | 0.0002 | - |
10.1746 | 82750 | 0.0 | - |
10.1807 | 82800 | 0.0 | - |
10.1869 | 82850 | 0.0 | - |
10.1930 | 82900 | 0.0 | - |
10.1992 | 82950 | 0.0001 | - |
10.2053 | 83000 | 0.0 | - |
10.2115 | 83050 | 0.0 | - |
10.2176 | 83100 | 0.0 | - |
10.2238 | 83150 | 0.0 | - |
10.2299 | 83200 | 0.0 | - |
10.2361 | 83250 | 0.0 | - |
10.2422 | 83300 | 0.0 | - |
10.2484 | 83350 | 0.0002 | - |
10.2545 | 83400 | 0.0 | - |
10.2607 | 83450 | 0.0 | - |
10.2668 | 83500 | 0.0 | - |
10.2730 | 83550 | 0.0 | - |
10.2791 | 83600 | 0.0003 | - |
10.2853 | 83650 | 0.0002 | - |
10.2914 | 83700 | 0.0006 | - |
10.2976 | 83750 | 0.0 | - |
10.3037 | 83800 | 0.0003 | - |
10.3098 | 83850 | 0.0003 | - |
10.3160 | 83900 | 0.0003 | - |
10.3221 | 83950 | 0.0017 | - |
10.3283 | 84000 | 0.0005 | - |
10.3344 | 84050 | 0.0013 | - |
10.3406 | 84100 | 0.0006 | - |
10.3467 | 84150 | 0.0005 | - |
10.3529 | 84200 | 0.0005 | - |
10.3590 | 84250 | 0.0009 | - |
10.3652 | 84300 | 0.0006 | - |
10.3713 | 84350 | 0.0 | - |
10.3775 | 84400 | 0.0 | - |
10.3836 | 84450 | 0.0002 | - |
10.3898 | 84500 | 0.0002 | - |
10.3959 | 84550 | 0.0001 | - |
10.4021 | 84600 | 0.0003 | - |
10.4082 | 84650 | 0.0006 | - |
10.4144 | 84700 | 0.0 | - |
10.4205 | 84750 | 0.0 | - |
10.4267 | 84800 | 0.0 | - |
10.4328 | 84850 | 0.0 | - |
10.4390 | 84900 | 0.0 | - |
10.4451 | 84950 | 0.0002 | - |
10.4512 | 85000 | 0.0003 | - |
10.4574 | 85050 | 0.0003 | - |
10.4635 | 85100 | 0.0 | - |
10.4697 | 85150 | 0.0 | - |
10.4758 | 85200 | 0.0 | - |
10.4820 | 85250 | 0.0 | - |
10.4881 | 85300 | 0.0 | - |
10.4943 | 85350 | 0.0001 | - |
10.5004 | 85400 | 0.0 | - |
10.5066 | 85450 | 0.0 | - |
10.5127 | 85500 | 0.0 | - |
10.5189 | 85550 | 0.0005 | - |
10.5250 | 85600 | 0.0 | - |
10.5312 | 85650 | 0.0002 | - |
10.5373 | 85700 | 0.0 | - |
10.5435 | 85750 | 0.0 | - |
10.5496 | 85800 | 0.0001 | - |
10.5558 | 85850 | 0.0007 | - |
10.5619 | 85900 | 0.0001 | - |
10.5681 | 85950 | 0.0011 | - |
10.5742 | 86000 | 0.0003 | - |
10.5804 | 86050 | 0.0007 | - |
10.5865 | 86100 | 0.0009 | - |
10.5926 | 86150 | 0.0 | - |
10.5988 | 86200 | 0.0003 | - |
10.6049 | 86250 | 0.0002 | - |
10.6111 | 86300 | 0.0002 | - |
10.6172 | 86350 | 0.0003 | - |
10.6234 | 86400 | 0.0003 | - |
10.6295 | 86450 | 0.0004 | - |
10.6357 | 86500 | 0.0004 | - |
10.6418 | 86550 | 0.0006 | - |
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10.7033 | 87050 | 0.0002 | - |
10.7095 | 87100 | 0.0007 | - |
10.7156 | 87150 | 0.0003 | - |
10.7218 | 87200 | 0.0002 | - |
10.7279 | 87250 | 0.0001 | - |
10.7340 | 87300 | 0.0005 | - |
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10.7525 | 87450 | 0.0002 | - |
10.7586 | 87500 | 0.0002 | - |
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10.7771 | 87650 | 0.0002 | - |
10.7832 | 87700 | 0.0002 | - |
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10.7955 | 87800 | 0.0003 | - |
10.8017 | 87850 | 0.0001 | - |
10.8078 | 87900 | 0.0005 | - |
10.8140 | 87950 | 0.0002 | - |
10.8201 | 88000 | 0.0006 | - |
10.8263 | 88050 | 0.0005 | - |
10.8324 | 88100 | 0.0005 | - |
10.8386 | 88150 | 0.0003 | - |
10.8447 | 88200 | 0.0007 | - |
10.8509 | 88250 | 0.0004 | - |
10.8570 | 88300 | 0.0006 | - |
10.8632 | 88350 | 0.0009 | - |
10.8693 | 88400 | 0.0002 | - |
10.8754 | 88450 | 0.0002 | - |
10.8816 | 88500 | 0.0004 | - |
10.8877 | 88550 | 0.0003 | - |
10.8939 | 88600 | 0.0003 | - |
10.9000 | 88650 | 0.0003 | - |
10.9062 | 88700 | 0.0003 | - |
10.9123 | 88750 | 0.0005 | - |
10.9185 | 88800 | 0.0003 | - |
10.9246 | 88850 | 0.0006 | - |
10.9308 | 88900 | 0.0003 | - |
10.9369 | 88950 | 0.0002 | - |
10.9431 | 89000 | 0.0004 | - |
10.9492 | 89050 | 0.0005 | - |
10.9554 | 89100 | 0.0006 | - |
10.9615 | 89150 | 0.0001 | - |
10.9677 | 89200 | 0.0003 | - |
10.9738 | 89250 | 0.0002 | - |
10.9800 | 89300 | 0.0009 | - |
10.9861 | 89350 | 0.0006 | - |
10.9923 | 89400 | 0.0005 | - |
10.9984 | 89450 | 0.0002 | - |
11.0045 | 89500 | 0.0001 | - |
11.0107 | 89550 | 0.0002 | - |
11.0168 | 89600 | 0.0001 | - |
11.0230 | 89650 | 0.0002 | - |
11.0291 | 89700 | 0.0 | - |
11.0353 | 89750 | 0.0002 | - |
11.0414 | 89800 | 0.0002 | - |
11.0476 | 89850 | 0.0001 | - |
11.0537 | 89900 | 0.0002 | - |
11.0599 | 89950 | 0.0 | - |
11.0660 | 90000 | 0.0001 | - |
11.0722 | 90050 | 0.0001 | - |
11.0783 | 90100 | 0.0001 | - |
11.0845 | 90150 | 0.0002 | - |
11.0906 | 90200 | 0.0003 | - |
11.0968 | 90250 | 0.0 | - |
11.1029 | 90300 | 0.0 | - |
11.1091 | 90350 | 0.0003 | - |
11.1152 | 90400 | 0.0002 | - |
11.1214 | 90450 | 0.0 | - |
11.1275 | 90500 | 0.0 | - |
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11.1767 | 90900 | 0.0006 | - |
11.1828 | 90950 | 0.0 | - |
11.1890 | 91000 | 0.0007 | - |
11.1951 | 91050 | 0.001 | - |
11.2013 | 91100 | 0.0003 | - |
11.2074 | 91150 | 0.0006 | - |
11.2136 | 91200 | 0.0007 | - |
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11.2259 | 91300 | 0.0001 | - |
11.2320 | 91350 | 0.0 | - |
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11.2505 | 91500 | 0.0 | - |
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11.2812 | 91750 | 0.0001 | - |
11.2873 | 91800 | 0.0002 | - |
11.2935 | 91850 | 0.0 | - |
11.2996 | 91900 | 0.0005 | - |
11.3058 | 91950 | 0.0001 | - |
11.3119 | 92000 | 0.0002 | - |
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11.3242 | 92100 | 0.0002 | - |
11.3304 | 92150 | 0.0003 | - |
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11.3550 | 92350 | 0.0003 | - |
11.3611 | 92400 | 0.0006 | - |
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11.3734 | 92500 | 0.0 | - |
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11.3980 | 92700 | 0.0007 | - |
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11.4103 | 92800 | 0.0003 | - |
11.4165 | 92850 | 0.0007 | - |
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11.4349 | 93000 | 0.0004 | - |
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11.4779 | 93350 | 0.0 | - |
11.4841 | 93400 | 0.0 | - |
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11.5333 | 93800 | 0.0002 | - |
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11.5517 | 93950 | 0.0003 | - |
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11.5701 | 94100 | 0.0 | - |
11.5763 | 94150 | 0.0002 | - |
11.5824 | 94200 | 0.0 | - |
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11.6378 | 94650 | 0.0007 | - |
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11.6747 | 94950 | 0.0002 | - |
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11.6870 | 95050 | 0.0 | - |
11.6931 | 95100 | 0.0 | - |
11.6992 | 95150 | 0.0 | - |
11.7054 | 95200 | 0.0 | - |
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11.7177 | 95300 | 0.0003 | - |
11.7238 | 95350 | 0.0 | - |
11.7300 | 95400 | 0.0 | - |
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11.7423 | 95500 | 0.0003 | - |
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11.8960 | 96750 | 0.0002 | - |
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11.9083 | 96850 | 0.0 | - |
11.9144 | 96900 | 0.0 | - |
11.9206 | 96950 | 0.0 | - |
11.9267 | 97000 | 0.0002 | - |
11.9329 | 97050 | 0.0001 | - |
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11.9452 | 97150 | 0.0002 | - |
11.9513 | 97200 | 0.0004 | - |
11.9575 | 97250 | 0.0006 | - |
11.9636 | 97300 | 0.0001 | - |
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12.0005 | 97600 | 0.0 | - |
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12.0189 | 97750 | 0.0025 | - |
12.0251 | 97800 | 0.0017 | - |
12.0312 | 97850 | 0.0013 | - |
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12.0435 | 97950 | 0.0009 | - |
12.0497 | 98000 | 0.0002 | - |
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12.0620 | 98100 | 0.0005 | - |
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12.0743 | 98200 | 0.0015 | - |
12.0804 | 98250 | 0.0003 | - |
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12.0989 | 98400 | 0.0006 | - |
12.1050 | 98450 | 0.0003 | - |
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12.1234 | 98600 | 0.0 | - |
12.1296 | 98650 | 0.0002 | - |
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12.1726 | 99000 | 0.0004 | - |
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12.1849 | 99100 | 0.0004 | - |
12.1911 | 99150 | 0.0002 | - |
12.1972 | 99200 | 0.0002 | - |
12.2034 | 99250 | 0.0002 | - |
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12.2157 | 99350 | 0.0003 | - |
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12.2526 | 99650 | 0.0005 | - |
12.2587 | 99700 | 0.0002 | - |
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12.2833 | 99900 | 0.0002 | - |
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12.2956 | 100000 | 0.0 | - |
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12.3571 | 100500 | 0.0002 | - |
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12.4062 | 100900 | 0.0001 | - |
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12.5415 | 102000 | 0.0002 | - |
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12.6214 | 102650 | 0.0001 | - |
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12.7321 | 103550 | 0.0002 | - |
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12.7813 | 103950 | 0.0002 | - |
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12.8059 | 104150 | 0.0 | - |
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12.8181 | 104250 | 0.0002 | - |
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12.8427 | 104450 | 0.0 | - |
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12.8550 | 104550 | 0.0001 | - |
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12.9165 | 105050 | 0.0007 | - |
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12.9288 | 105150 | 0.0002 | - |
12.9350 | 105200 | 0.0002 | - |
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12.9534 | 105350 | 0.0002 | - |
12.9595 | 105400 | 0.0 | - |
12.9657 | 105450 | 0.0002 | - |
12.9718 | 105500 | 0.0 | - |
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13.0026 | 105750 | 0.0006 | - |
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13.0149 | 105850 | 0.0002 | - |
13.0210 | 105900 | 0.0003 | - |
13.0272 | 105950 | 0.0002 | - |
13.0333 | 106000 | 0.0002 | - |
13.0395 | 106050 | 0.0 | - |
13.0456 | 106100 | 0.0002 | - |
13.0518 | 106150 | 0.0002 | - |
13.0579 | 106200 | 0.0 | - |
13.0641 | 106250 | 0.0002 | - |
13.0702 | 106300 | 0.0 | - |
13.0764 | 106350 | 0.0001 | - |
13.0825 | 106400 | 0.0002 | - |
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13.0948 | 106500 | 0.0003 | - |
13.1009 | 106550 | 0.0 | - |
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13.1132 | 106650 | 0.0 | - |
13.1194 | 106700 | 0.0 | - |
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13.1378 | 106850 | 0.0001 | - |
13.1440 | 106900 | 0.0 | - |
13.1501 | 106950 | 0.0002 | - |
13.1563 | 107000 | 0.0002 | - |
13.1624 | 107050 | 0.0002 | - |
13.1686 | 107100 | 0.0 | - |
13.1747 | 107150 | 0.0006 | - |
13.1809 | 107200 | 0.0 | - |
13.1870 | 107250 | 0.0001 | - |
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13.2055 | 107400 | 0.0001 | - |
13.2116 | 107450 | 0.0002 | - |
13.2178 | 107500 | 0.0002 | - |
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13.2301 | 107600 | 0.0003 | - |
13.2362 | 107650 | 0.0001 | - |
13.2423 | 107700 | 0.0001 | - |
13.2485 | 107750 | 0.0 | - |
13.2546 | 107800 | 0.0003 | - |
13.2608 | 107850 | 0.0004 | - |
13.2669 | 107900 | 0.0006 | - |
13.2731 | 107950 | 0.0003 | - |
13.2792 | 108000 | 0.0002 | - |
13.2854 | 108050 | 0.0005 | - |
13.2915 | 108100 | 0.0008 | - |
13.2977 | 108150 | 0.0002 | - |
13.3038 | 108200 | 0.0005 | - |
13.3100 | 108250 | 0.0 | - |
13.3161 | 108300 | 0.0 | - |
13.3223 | 108350 | 0.0003 | - |
13.3284 | 108400 | 0.0002 | - |
13.3346 | 108450 | 0.0 | - |
13.3407 | 108500 | 0.0 | - |
13.3469 | 108550 | 0.0001 | - |
13.3530 | 108600 | 0.0001 | - |
13.3592 | 108650 | 0.0 | - |
13.3653 | 108700 | 0.0 | - |
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13.3899 | 108900 | 0.0 | - |
13.3960 | 108950 | 0.0002 | - |
13.4022 | 109000 | 0.0002 | - |
13.4083 | 109050 | 0.0002 | - |
13.4145 | 109100 | 0.0 | - |
13.4206 | 109150 | 0.0 | - |
13.4268 | 109200 | 0.0005 | - |
13.4329 | 109250 | 0.0003 | - |
13.4391 | 109300 | 0.0007 | - |
13.4452 | 109350 | 0.0003 | - |
13.4514 | 109400 | 0.0006 | - |
13.4575 | 109450 | 0.0 | - |
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13.4760 | 109600 | 0.0001 | - |
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13.5006 | 109800 | 0.0006 | - |
13.5067 | 109850 | 0.0005 | - |
13.5128 | 109900 | 0.0001 | - |
13.5190 | 109950 | 0.0001 | - |
13.5251 | 110000 | 0.0001 | - |
13.5313 | 110050 | 0.0005 | - |
13.5374 | 110100 | 0.0006 | - |
13.5436 | 110150 | 0.0003 | - |
13.5497 | 110200 | 0.0002 | - |
13.5559 | 110250 | 0.0 | - |
13.5620 | 110300 | 0.0001 | - |
13.5682 | 110350 | 0.0 | - |
13.5743 | 110400 | 0.0 | - |
13.5805 | 110450 | 0.0 | - |
13.5866 | 110500 | 0.0 | - |
13.5928 | 110550 | 0.0 | - |
13.5989 | 110600 | 0.0 | - |
13.6051 | 110650 | 0.0001 | - |
13.6112 | 110700 | 0.0 | - |
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13.6297 | 110850 | 0.0001 | - |
13.6358 | 110900 | 0.0 | - |
13.6420 | 110950 | 0.0001 | - |
13.6481 | 111000 | 0.0003 | - |
13.6542 | 111050 | 0.0 | - |
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13.6665 | 111150 | 0.0001 | - |
13.6727 | 111200 | 0.0006 | - |
13.6788 | 111250 | 0.0005 | - |
13.6850 | 111300 | 0.0004 | - |
13.6911 | 111350 | 0.0004 | - |
13.6973 | 111400 | 0.0 | - |
13.7034 | 111450 | 0.0002 | - |
13.7096 | 111500 | 0.0008 | - |
13.7157 | 111550 | 0.0008 | - |
13.7219 | 111600 | 0.0005 | - |
13.7280 | 111650 | 0.0 | - |
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13.7465 | 111800 | 0.0 | - |
13.7526 | 111850 | 0.0005 | - |
13.7588 | 111900 | 0.0002 | - |
13.7649 | 111950 | 0.0 | - |
13.7711 | 112000 | 0.0006 | - |
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13.7834 | 112100 | 0.0001 | - |
13.7895 | 112150 | 0.0003 | - |
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13.8079 | 112300 | 0.0001 | - |
13.8141 | 112350 | 0.0002 | - |
13.8202 | 112400 | 0.0 | - |
13.8264 | 112450 | 0.0 | - |
13.8325 | 112500 | 0.0 | - |
13.8387 | 112550 | 0.0 | - |
13.8448 | 112600 | 0.0001 | - |
13.8510 | 112650 | 0.0 | - |
13.8571 | 112700 | 0.0001 | - |
13.8633 | 112750 | 0.0002 | - |
13.8694 | 112800 | 0.0001 | - |
13.8756 | 112850 | 0.0002 | - |
13.8817 | 112900 | 0.0 | - |
13.8879 | 112950 | 0.0001 | - |
13.8940 | 113000 | 0.0 | - |
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13.9063 | 113100 | 0.0001 | - |
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13.9432 | 113400 | 0.0001 | - |
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13.9555 | 113500 | 0.0001 | - |
13.9616 | 113550 | 0.0 | - |
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13.9739 | 113650 | 0.0001 | - |
13.9801 | 113700 | 0.0 | - |
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13.9924 | 113800 | 0.0 | - |
13.9985 | 113850 | 0.0002 | - |
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14.0108 | 113950 | 0.0 | - |
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14.0354 | 114150 | 0.0006 | - |
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14.0784 | 114500 | 0.0003 | - |
14.0846 | 114550 | 0.0 | - |
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14.0969 | 114650 | 0.0 | - |
14.1030 | 114700 | 0.0 | - |
14.1092 | 114750 | 0.0 | - |
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14.1215 | 114850 | 0.0 | - |
14.1276 | 114900 | 0.0 | - |
14.1338 | 114950 | 0.0 | - |
14.1399 | 115000 | 0.0002 | - |
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14.1645 | 115200 | 0.0 | - |
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14.1953 | 115450 | 0.0002 | - |
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14.2075 | 115550 | 0.0 | - |
14.2137 | 115600 | 0.0 | - |
14.2198 | 115650 | 0.0001 | - |
14.2260 | 115700 | 0.0 | - |
14.2321 | 115750 | 0.0002 | - |
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14.2444 | 115850 | 0.0001 | - |
14.2506 | 115900 | 0.0002 | - |
14.2567 | 115950 | 0.0001 | - |
14.2629 | 116000 | 0.0 | - |
14.2690 | 116050 | 0.0002 | - |
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14.2875 | 116200 | 0.0001 | - |
14.2936 | 116250 | 0.0 | - |
14.2998 | 116300 | 0.0007 | - |
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14.3121 | 116400 | 0.0003 | - |
14.3182 | 116450 | 0.0 | - |
14.3244 | 116500 | 0.0004 | - |
14.3305 | 116550 | 0.0 | - |
14.3367 | 116600 | 0.0002 | - |
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14.3735 | 116900 | 0.0001 | - |
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14.4658 | 117650 | 0.0002 | - |
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14.6563 | 119200 | 0.0003 | - |
14.6625 | 119250 | 0.0 | - |
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14.6871 | 119450 | 0.0 | - |
14.6932 | 119500 | 0.0 | - |
14.6994 | 119550 | 0.0 | - |
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14.7240 | 119750 | 0.0001 | - |
14.7301 | 119800 | 0.0001 | - |
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14.7424 | 119900 | 0.0001 | - |
14.7486 | 119950 | 0.0003 | - |
14.7547 | 120000 | 0.0002 | - |
14.7609 | 120050 | 0.0003 | - |
14.7670 | 120100 | 0.0 | - |
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14.7793 | 120200 | 0.0003 | - |
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14.7916 | 120300 | 0.0 | - |
14.7977 | 120350 | 0.0004 | - |
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14.8162 | 120500 | 0.0003 | - |
14.8223 | 120550 | 0.0002 | - |
14.8285 | 120600 | 0.0001 | - |
14.8346 | 120650 | 0.0 | - |
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14.8469 | 120750 | 0.0 | - |
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14.8592 | 120850 | 0.0001 | - |
14.8654 | 120900 | 0.0003 | - |
14.8715 | 120950 | 0.0002 | - |
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14.9023 | 121200 | 0.0003 | - |
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14.9514 | 121600 | 0.0 | - |
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14.9699 | 121750 | 0.0 | - |
14.9760 | 121800 | 0.0 | - |
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14.9945 | 121950 | 0.0 | - |
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15.0068 | 122050 | 0.0003 | - |
15.0129 | 122100 | 0.0008 | - |
15.0191 | 122150 | 0.0003 | - |
15.0252 | 122200 | 0.0 | - |
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15.0375 | 122300 | 0.0003 | - |
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15.1666 | 123350 | 0.0003 | - |
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15.1973 | 123600 | 0.0 | - |
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15.2158 | 123750 | 0.0 | - |
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15.2465 | 124000 | 0.0003 | - |
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15.2834 | 124300 | 0.0013 | - |
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15.8982 | 129300 | 0.0001 | - |
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16.0089 | 130200 | 0.0 | - |
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16.0211 | 130300 | 0.0 | - |
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16.0765 | 130750 | 0.0003 | - |
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16.1011 | 130950 | 0.0002 | - |
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16.2240 | 131950 | 0.0 | - |
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16.2548 | 132200 | 0.0001 | - |
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16.4453 | 133750 | 0.0003 | - |
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16.4945 | 134150 | 0.0002 | - |
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16.5068 | 134250 | 0.0 | - |
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16.5990 | 135000 | 0.0003 | - |
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16.6236 | 135200 | 0.0002 | - |
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17.0417 | 138600 | 0.0 | - |
17.0478 | 138650 | 0.0 | - |
17.0540 | 138700 | 0.0003 | - |
17.0601 | 138750 | 0.0003 | - |
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17.0786 | 138900 | 0.0002 | - |
17.0847 | 138950 | 0.0 | - |
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17.0970 | 139050 | 0.0001 | - |
17.1032 | 139100 | 0.0 | - |
17.1093 | 139150 | 0.0 | - |
17.1155 | 139200 | 0.0 | - |
17.1216 | 139250 | 0.0001 | - |
17.1278 | 139300 | 0.0 | - |
17.1339 | 139350 | 0.0001 | - |
17.1400 | 139400 | 0.0 | - |
17.1462 | 139450 | 0.0 | - |
17.1523 | 139500 | 0.0002 | - |
17.1585 | 139550 | 0.0 | - |
17.1646 | 139600 | 0.0002 | - |
17.1708 | 139650 | 0.0 | - |
17.1769 | 139700 | 0.0 | - |
17.1831 | 139750 | 0.0 | - |
17.1892 | 139800 | 0.0 | - |
17.1954 | 139850 | 0.0002 | - |
17.2015 | 139900 | 0.0 | - |
17.2077 | 139950 | 0.0002 | - |
17.2138 | 140000 | 0.0002 | - |
17.2200 | 140050 | 0.0 | - |
17.2261 | 140100 | 0.0 | - |
17.2323 | 140150 | 0.0002 | - |
17.2384 | 140200 | 0.0006 | - |
17.2446 | 140250 | 0.0002 | - |
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18.0007 | 146400 | 0.0022 | - |
18.0069 | 146450 | 0.0017 | - |
18.0130 | 146500 | 0.0004 | - |
18.0192 | 146550 | 0.0003 | - |
18.0253 | 146600 | 0.0005 | - |
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18.0438 | 146750 | 0.0006 | - |
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18.0868 | 147100 | 0.0 | - |
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18.1053 | 147250 | 0.0003 | - |
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18.1729 | 147800 | 0.0001 | - |
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18.2221 | 148200 | 0.0 | - |
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18.2774 | 148650 | 0.0002 | - |
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18.4372 | 149950 | 0.0003 | - |
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19.0705 | 155100 | 0.0014 | - |
19.0766 | 155150 | 0.0014 | - |
19.0827 | 155200 | 0.0002 | - |
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19.1750 | 155950 | 0.0 | - |
19.1811 | 156000 | 0.0002 | - |
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19.9311 | 162100 | 0.0006 | - |
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20.0172 | 162800 | 0.0003 | - |
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20.0418 | 163000 | 0.0 | - |
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20.0602 | 163150 | 0.0003 | - |
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20.0725 | 163250 | 0.0 | - |
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20.0848 | 163350 | 0.0003 | - |
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20.1033 | 163500 | 0.0003 | - |
20.1094 | 163550 | 0.0006 | - |
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20.1217 | 163650 | 0.0 | - |
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20.1340 | 163750 | 0.0003 | - |
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20.1771 | 164100 | 0.0 | - |
20.1832 | 164150 | 0.0002 | - |
20.1894 | 164200 | 0.0002 | - |
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20.2016 | 164300 | 0.0 | - |
20.2078 | 164350 | 0.0 | - |
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20.2262 | 164500 | 0.0002 | - |
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20.2385 | 164600 | 0.0001 | - |
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20.2816 | 164950 | 0.0002 | - |
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20.3369 | 165400 | 0.0001 | - |
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20.4353 | 166200 | 0.0001 | - |
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21.0255 | 171000 | 0.0 | - |
21.0316 | 171050 | 0.0 | - |
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24.0809 | 195850 | 0.0 | - |
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Framework Versions
- Python: 3.10.12
- SetFit: 1.1.0
- Sentence Transformers: 3.3.1
- Transformers: 4.44.2
- PyTorch: 2.2.0a0+81ea7a4
- Datasets: 3.2.0
- Tokenizers: 0.19.1
Citation
BibTeX
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}
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