---
library_name: setfit
tags:
- setfit
- absa
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
metrics:
- accuracy
widget:
- text: Lingkungan:Lingkungan yang bagus. Tempatnya sangat bersih dan memiliki banyak
meja untuk pelanggan, saya menikmati makan siang makanan cepat saji di sini. Makanannya
enak dan para pelayannya sangat sopan kepada saya dan memberi saya arahan yang
baik dengan pesanan swalayan. Area parkir sangat luas. Suka sekali.
- text: 'thru:Gang drive-thru sangat sempit sehingga Anda harus ekstra hati-hati.
Layanan yang pasti cepat dan berbagai pilihan pembayaran.
Kopi jelly terasa agak ''cawerang'' tapi okelah. Mereka juga menambahkan segel
plastik untuk mencegah tumpah. Pemikiran yang bagus.'
- text: jam:Tempatnya nyaman dan bersih. Pelayanannya juga ramah dan cepat. Tempat
parkir luas, wifi gratis, arena bermain anak, dan buka 24 jam. Burger keju dan
kentang goreng di sini adalah yang terbaik. Sangat direkomendasikan!
- text: Rasa:Rasa terbaik untuk burger keju dan es krim di antara jaringan makanan
cepat saji lainnya di kota saya. Harganya terjangkau, mudah dimakan, kemasannya
rapi, dan juga bisa membantu Anda mengemas makanan dengan cepat jika ingin dibawa
pulang. Staf yang ramah juga.
- text: burger:Bagus dan relatif murah untuk tempat hangout bersama teman dan keluarga
anda. Ayam pedas mereka adalah yang Terbaik. Dari ayam, ikan, dan burger, semuanya
ada. Mcdonalds juga memiliki menu anak-anak yang disebut happy food. Itu kue dengan
makanan plus mainan.
pipeline_tag: text-classification
inference: false
---
# SetFit Aspect Model
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Aspect Based Sentiment Analysis (ABSA). A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification. In particular, this model is in charge of filtering aspect span candidates.
The model has been trained using an efficient few-shot learning technique that involves:
1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.
This model was trained within the context of a larger system for ABSA, which looks like so:
1. Use a spaCy model to select possible aspect span candidates.
2. **Use this SetFit model to filter these possible aspect span candidates.**
3. Use a SetFit model to classify the filtered aspect span candidates.
## Model Details
### Model Description
- **Model Type:** SetFit
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **spaCy Model:** id_core_news_trf
- **SetFitABSA Aspect Model:** [kaylaisya/absa-aspect](https://huggingface.co/kaylaisya/absa-aspect)
- **SetFitABSA Polarity Model:** [kaylaisya/absa-polarity](https://huggingface.co/kaylaisya/absa-polarity)
- **Maximum Sequence Length:** 512 tokens
- **Number of Classes:** 2 classes
### Model Sources
- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
### Model Labels
| Label | Examples |
|:----------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| aspect | - 'pelayanannya:makanannya enak enak, pelayanannya juga mantap, terbaik lah'
- 'Rasanya:Rasanya selalu enak gak pernah berubah, higines. Anak2 pada suka makan ayam goreng mcd'
- 'Pelayanannya:Pelayanannya cukup ramah dan praktis. Makanannya enak dan segar, khususnya es krim. Sip, lah.'
|
| no aspect | - 'makanannya:makanannya enak enak, pelayanannya juga mantap, terbaik lah'
- 'Rasanya:Rasanya ga pernah bisa bohong, setiap ke McD selalu yang keinget ayam spicy sama mc flurry. Kadang juga ada menu seasonal dan event kaya BTS lalu yang paling ga bisa lupa mc fries shake shake rasa BBQ dulu event piala dunia enak banget sih …'
- 'McD:Rasanya ga pernah bisa bohong, setiap ke McD selalu yang keinget ayam spicy sama mc flurry. Kadang juga ada menu seasonal dan event kaya BTS lalu yang paling ga bisa lupa mc fries shake shake rasa BBQ dulu event piala dunia enak banget sih …'
|
## Uses
### Direct Use for Inference
First install the SetFit library:
```bash
pip install setfit
```
Then you can load this model and run inference.
```python
from setfit import AbsaModel
# Download from the 🤗 Hub
model = AbsaModel.from_pretrained(
"kaylaisya/absa-aspect",
"kaylaisya/absa-polarity",
)
# Run inference
preds = model("The food was great, but the venue is just way too busy.")
```
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:--------|:----|
| Word count | 4 | 27.3290 | 60 |
| Label | Training Sample Count |
|:----------|:----------------------|
| no aspect | 2525 |
| aspect | 794 |
### Training Hyperparameters
- batch_size: (64, 64)
- num_epochs: (1, 1)
- max_steps: -1
- sampling_strategy: oversampling
- 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: True
- warmup_proportion: 0.1
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False
### Training Results
| Epoch | Step | Training Loss | Validation Loss |
|:------:|:------:|:-------------:|:---------------:|
| 0.0000 | 1 | 0.478 | - |
| 0.0005 | 50 | 0.4132 | - |
| 0.0009 | 100 | 0.3836 | - |
| 0.0014 | 150 | 0.312 | - |
| 0.0018 | 200 | 0.3157 | - |
| 0.0023 | 250 | 0.2659 | - |
| 0.0027 | 300 | 0.2875 | - |
| 0.0032 | 350 | 0.2543 | - |
| 0.0037 | 400 | 0.2144 | - |
| 0.0041 | 450 | 0.1437 | - |
| 0.0046 | 500 | 0.0809 | - |
| 0.0050 | 550 | 0.1135 | - |
| 0.0055 | 600 | 0.0805 | - |
| 0.0059 | 650 | 0.0662 | - |
| 0.0064 | 700 | 0.0622 | - |
| 0.0068 | 750 | 0.072 | - |
| 0.0073 | 800 | 0.019 | - |
| 0.0078 | 850 | 0.0336 | - |
| 0.0082 | 900 | 0.0472 | - |
| 0.0087 | 950 | 0.0477 | - |
| 0.0091 | 1000 | 0.0156 | - |
| 0.0096 | 1050 | 0.0244 | - |
| 0.0100 | 1100 | 0.0318 | - |
| 0.0105 | 1150 | 0.0163 | - |
| 0.0110 | 1200 | 0.0372 | - |
| 0.0114 | 1250 | 0.0192 | - |
| 0.0119 | 1300 | 0.0077 | - |
| 0.0123 | 1350 | 0.0029 | - |
| 0.0128 | 1400 | 0.0172 | - |
| 0.0132 | 1450 | 0.0055 | - |
| 0.0137 | 1500 | 0.041 | - |
| 0.0142 | 1550 | 0.0215 | - |
| 0.0146 | 1600 | 0.0375 | - |
| 0.0151 | 1650 | 0.0155 | - |
| 0.0155 | 1700 | 0.0323 | - |
| 0.0160 | 1750 | 0.0366 | - |
| 0.0164 | 1800 | 0.0199 | - |
| 0.0169 | 1850 | 0.0404 | - |
| 0.0173 | 1900 | 0.0217 | - |
| 0.0178 | 1950 | 0.0254 | - |
| 0.0183 | 2000 | 0.0199 | - |
| 0.0187 | 2050 | 0.0017 | - |
| 0.0192 | 2100 | 0.0019 | - |
| 0.0196 | 2150 | 0.0134 | - |
| 0.0201 | 2200 | 0.0405 | - |
| 0.0205 | 2250 | 0.0261 | - |
| 0.0210 | 2300 | 0.0277 | - |
| 0.0215 | 2350 | 0.0124 | - |
| 0.0219 | 2400 | 0.0166 | - |
| 0.0224 | 2450 | 0.0199 | - |
| 0.0228 | 2500 | 0.0225 | - |
| 0.0233 | 2550 | 0.0029 | - |
| 0.0237 | 2600 | 0.0052 | - |
| 0.0242 | 2650 | 0.0168 | - |
| 0.0247 | 2700 | 0.0132 | - |
| 0.0251 | 2750 | 0.009 | - |
| 0.0256 | 2800 | 0.0261 | - |
| 0.0260 | 2850 | 0.0208 | - |
| 0.0265 | 2900 | 0.0049 | - |
| 0.0269 | 2950 | 0.0116 | - |
| 0.0274 | 3000 | 0.0016 | - |
| 0.0278 | 3050 | 0.011 | - |
| 0.0283 | 3100 | 0.0007 | - |
| 0.0288 | 3150 | 0.0004 | - |
| 0.0292 | 3200 | 0.0156 | - |
| 0.0297 | 3250 | 0.0107 | - |
| 0.0301 | 3300 | 0.0127 | - |
| 0.0306 | 3350 | 0.0043 | - |
| 0.0310 | 3400 | 0.0017 | - |
| 0.0315 | 3450 | 0.0353 | - |
| 0.0320 | 3500 | 0.0012 | - |
| 0.0324 | 3550 | 0.0105 | - |
| 0.0329 | 3600 | 0.0336 | - |
| 0.0333 | 3650 | 0.0028 | - |
| 0.0338 | 3700 | 0.0033 | - |
| 0.0342 | 3750 | 0.0204 | - |
| 0.0347 | 3800 | 0.0126 | - |
| 0.0352 | 3850 | 0.0181 | - |
| 0.0356 | 3900 | 0.002 | - |
| 0.0361 | 3950 | 0.0047 | - |
| 0.0365 | 4000 | 0.0078 | - |
| 0.0370 | 4050 | 0.0046 | - |
| 0.0374 | 4100 | 0.0056 | - |
| 0.0379 | 4150 | 0.0146 | - |
| 0.0383 | 4200 | 0.0013 | - |
| 0.0388 | 4250 | 0.0196 | - |
| 0.0393 | 4300 | 0.0201 | - |
| 0.0397 | 4350 | 0.0002 | - |
| 0.0402 | 4400 | 0.0001 | - |
| 0.0406 | 4450 | 0.0237 | - |
| 0.0411 | 4500 | 0.0001 | - |
| 0.0415 | 4550 | 0.0105 | - |
| 0.0420 | 4600 | 0.0092 | - |
| 0.0425 | 4650 | 0.0 | - |
| 0.0429 | 4700 | 0.0075 | - |
| 0.0434 | 4750 | 0.0028 | - |
| 0.0438 | 4800 | 0.0071 | - |
| 0.0443 | 4850 | 0.0003 | - |
| 0.0447 | 4900 | 0.0135 | - |
| 0.0452 | 4950 | 0.0001 | - |
| 0.0457 | 5000 | 0.0001 | - |
| 0.0461 | 5050 | 0.0223 | - |
| 0.0466 | 5100 | 0.0078 | - |
| 0.0470 | 5150 | 0.0018 | - |
| 0.0475 | 5200 | 0.0057 | - |
| 0.0479 | 5250 | 0.0082 | - |
| 0.0484 | 5300 | 0.0066 | - |
| 0.0488 | 5350 | 0.0513 | - |
| 0.0493 | 5400 | 0.001 | - |
| 0.0498 | 5450 | 0.0037 | - |
| 0.0502 | 5500 | 0.0092 | - |
| 0.0507 | 5550 | 0.0179 | - |
| 0.0511 | 5600 | 0.0093 | - |
| 0.0516 | 5650 | 0.0125 | - |
| 0.0520 | 5700 | 0.0054 | - |
| 0.0525 | 5750 | 0.0057 | - |
| 0.0530 | 5800 | 0.0036 | - |
| 0.0534 | 5850 | 0.0032 | - |
| 0.0539 | 5900 | 0.0009 | - |
| 0.0543 | 5950 | 0.018 | - |
| 0.0548 | 6000 | 0.0146 | - |
| 0.0552 | 6050 | 0.0001 | - |
| 0.0557 | 6100 | 0.0046 | - |
| 0.0562 | 6150 | 0.0158 | - |
| 0.0566 | 6200 | 0.0077 | - |
| 0.0571 | 6250 | 0.0027 | - |
| 0.0575 | 6300 | 0.0169 | - |
| 0.0580 | 6350 | 0.0164 | - |
| 0.0584 | 6400 | 0.0172 | - |
| 0.0589 | 6450 | 0.0033 | - |
| 0.0593 | 6500 | 0.0084 | - |
| 0.0598 | 6550 | 0.003 | - |
| 0.0603 | 6600 | 0.0155 | - |
| 0.0607 | 6650 | 0.0228 | - |
| 0.0612 | 6700 | 0.005 | - |
| 0.0616 | 6750 | 0.0001 | - |
| 0.0621 | 6800 | 0.0179 | - |
| 0.0625 | 6850 | 0.0161 | - |
| 0.0630 | 6900 | 0.0115 | - |
| 0.0635 | 6950 | 0.0165 | - |
| 0.0639 | 7000 | 0.0104 | - |
| 0.0644 | 7050 | 0.0141 | - |
| 0.0648 | 7100 | 0.0055 | - |
| 0.0653 | 7150 | 0.0129 | - |
| 0.0657 | 7200 | 0.0125 | - |
| 0.0662 | 7250 | 0.0074 | - |
| 0.0667 | 7300 | 0.001 | - |
| 0.0671 | 7350 | 0.0173 | - |
| 0.0676 | 7400 | 0.0001 | - |
| 0.0680 | 7450 | 0.007 | - |
| 0.0685 | 7500 | 0.0011 | - |
| 0.0689 | 7550 | 0.0113 | - |
| 0.0694 | 7600 | 0.0296 | - |
| 0.0698 | 7650 | 0.0104 | - |
| 0.0703 | 7700 | 0.0025 | - |
| 0.0708 | 7750 | 0.0081 | - |
| 0.0712 | 7800 | 0.0085 | - |
| 0.0717 | 7850 | 0.0224 | - |
| 0.0721 | 7900 | 0.0081 | - |
| 0.0726 | 7950 | 0.0084 | - |
| 0.0730 | 8000 | 0.0261 | - |
| 0.0735 | 8050 | 0.0014 | - |
| 0.0740 | 8100 | 0.0031 | - |
| 0.0744 | 8150 | 0.0232 | - |
| 0.0749 | 8200 | 0.0196 | - |
| 0.0753 | 8250 | 0.0028 | - |
| 0.0758 | 8300 | 0.007 | - |
| 0.0762 | 8350 | 0.001 | - |
| 0.0767 | 8400 | 0.0189 | - |
| 0.0772 | 8450 | 0.0059 | - |
| 0.0776 | 8500 | 0.0 | - |
| 0.0781 | 8550 | 0.0025 | - |
| 0.0785 | 8600 | 0.0091 | - |
| 0.0790 | 8650 | 0.0025 | - |
| 0.0794 | 8700 | 0.0 | - |
| 0.0799 | 8750 | 0.0128 | - |
| 0.0803 | 8800 | 0.0 | - |
| 0.0808 | 8850 | 0.013 | - |
| 0.0813 | 8900 | 0.0091 | - |
| 0.0817 | 8950 | 0.0109 | - |
| 0.0822 | 9000 | 0.0004 | - |
| 0.0826 | 9050 | 0.012 | - |
| 0.0831 | 9100 | 0.0036 | - |
| 0.0835 | 9150 | 0.0066 | - |
| 0.0840 | 9200 | 0.0046 | - |
| 0.0845 | 9250 | 0.0069 | - |
| 0.0849 | 9300 | 0.0079 | - |
| 0.0854 | 9350 | 0.0005 | - |
| 0.0858 | 9400 | 0.0 | - |
| 0.0863 | 9450 | 0.0021 | - |
| 0.0867 | 9500 | 0.0146 | - |
| 0.0872 | 9550 | 0.0151 | - |
| 0.0877 | 9600 | 0.0187 | - |
| 0.0881 | 9650 | 0.0001 | - |
| 0.0886 | 9700 | 0.0112 | - |
| 0.0890 | 9750 | 0.0107 | - |
| 0.0895 | 9800 | 0.0048 | - |
| 0.0899 | 9850 | 0.0244 | - |
| 0.0904 | 9900 | 0.0004 | - |
| 0.0908 | 9950 | 0.0257 | - |
| 0.0913 | 10000 | 0.0042 | - |
| 0.0918 | 10050 | 0.0198 | - |
| 0.0922 | 10100 | 0.0185 | - |
| 0.0927 | 10150 | 0.0061 | - |
| 0.0931 | 10200 | 0.007 | - |
| 0.0936 | 10250 | 0.0 | - |
| 0.0940 | 10300 | 0.003 | - |
| 0.0945 | 10350 | 0.0 | - |
| 0.0950 | 10400 | 0.0001 | - |
| 0.0954 | 10450 | 0.0037 | - |
| 0.0959 | 10500 | 0.0045 | - |
| 0.0963 | 10550 | 0.0104 | - |
| 0.0968 | 10600 | 0.014 | - |
| 0.0972 | 10650 | 0.0021 | - |
| 0.0977 | 10700 | 0.005 | - |
| 0.0982 | 10750 | 0.0061 | - |
| 0.0986 | 10800 | 0.0029 | - |
| 0.0991 | 10850 | 0.0074 | - |
| 0.0995 | 10900 | 0.0175 | - |
| 0.1000 | 10950 | 0.0112 | - |
| 0.1004 | 11000 | 0.0064 | - |
| 0.1009 | 11050 | 0.0132 | - |
| 0.1013 | 11100 | 0.0 | - |
| 0.1018 | 11150 | 0.0145 | - |
| 0.1023 | 11200 | 0.0253 | - |
| 0.1027 | 11250 | 0.0071 | - |
| 0.1032 | 11300 | 0.0087 | - |
| 0.1036 | 11350 | 0.013 | - |
| 0.1041 | 11400 | 0.0133 | - |
| 0.1045 | 11450 | 0.0225 | - |
| 0.1050 | 11500 | 0.0043 | - |
| 0.1055 | 11550 | 0.0034 | - |
| 0.1059 | 11600 | 0.0008 | - |
| 0.1064 | 11650 | 0.005 | - |
| 0.1068 | 11700 | 0.0001 | - |
| 0.1073 | 11750 | 0.0 | - |
| 0.1077 | 11800 | 0.0013 | - |
| 0.1082 | 11850 | 0.0095 | - |
| 0.1087 | 11900 | 0.0019 | - |
| 0.1091 | 11950 | 0.0079 | - |
| 0.1096 | 12000 | 0.003 | - |
| 0.1100 | 12050 | 0.0094 | - |
| 0.1105 | 12100 | 0.0126 | - |
| 0.1109 | 12150 | 0.0159 | - |
| 0.1114 | 12200 | 0.01 | - |
| 0.1118 | 12250 | 0.0 | - |
| 0.1123 | 12300 | 0.0031 | - |
| 0.1128 | 12350 | 0.0028 | - |
| 0.1132 | 12400 | 0.0074 | - |
| 0.1137 | 12450 | 0.0069 | - |
| 0.1141 | 12500 | 0.0107 | - |
| 0.1146 | 12550 | 0.0085 | - |
| 0.1150 | 12600 | 0.0025 | - |
| 0.1155 | 12650 | 0.0242 | - |
| 0.1160 | 12700 | 0.0146 | - |
| 0.1164 | 12750 | 0.0126 | - |
| 0.1169 | 12800 | 0.0028 | - |
| 0.1173 | 12850 | 0.0055 | - |
| 0.1178 | 12900 | 0.0008 | - |
| 0.1182 | 12950 | 0.0021 | - |
| 0.1187 | 13000 | 0.0145 | - |
| 0.1192 | 13050 | 0.0242 | - |
| 0.1196 | 13100 | 0.021 | - |
| 0.1201 | 13150 | 0.0107 | - |
| 0.1205 | 13200 | 0.0141 | - |
| 0.1210 | 13250 | 0.0046 | - |
| 0.1214 | 13300 | 0.0126 | - |
| 0.1219 | 13350 | 0.0081 | - |
| 0.1223 | 13400 | 0.0018 | - |
| 0.1228 | 13450 | 0.0057 | - |
| 0.1233 | 13500 | 0.0029 | - |
| 0.1237 | 13550 | 0.0026 | - |
| 0.1242 | 13600 | 0.0056 | - |
| 0.1246 | 13650 | 0.0084 | - |
| 0.1251 | 13700 | 0.0275 | - |
| 0.1255 | 13750 | 0.0 | - |
| 0.1260 | 13800 | 0.008 | - |
| 0.1265 | 13850 | 0.0017 | - |
| 0.1269 | 13900 | 0.0092 | - |
| 0.1274 | 13950 | 0.0 | - |
| 0.1278 | 14000 | 0.0001 | - |
| 0.1283 | 14050 | 0.0093 | - |
| 0.1287 | 14100 | 0.0009 | - |
| 0.1292 | 14150 | 0.0184 | - |
| 0.1297 | 14200 | 0.0 | - |
| 0.1301 | 14250 | 0.0019 | - |
| 0.1306 | 14300 | 0.0001 | - |
| 0.1310 | 14350 | 0.0034 | - |
| 0.1315 | 14400 | 0.0028 | - |
| 0.1319 | 14450 | 0.026 | - |
| 0.1324 | 14500 | 0.0023 | - |
| 0.1329 | 14550 | 0.0022 | - |
| 0.1333 | 14600 | 0.0089 | - |
| 0.1338 | 14650 | 0.0001 | - |
| 0.1342 | 14700 | 0.0024 | - |
| 0.1347 | 14750 | 0.0018 | - |
| 0.1351 | 14800 | 0.0029 | - |
| 0.1356 | 14850 | 0.0275 | - |
| 0.1360 | 14900 | 0.0139 | - |
| 0.1365 | 14950 | 0.0 | - |
| 0.1370 | 15000 | 0.0156 | - |
| 0.1374 | 15050 | 0.0155 | - |
| 0.1379 | 15100 | 0.0119 | - |
| 0.1383 | 15150 | 0.0064 | - |
| 0.1388 | 15200 | 0.0134 | - |
| 0.1392 | 15250 | 0.0041 | - |
| 0.1397 | 15300 | 0.0057 | - |
| 0.1402 | 15350 | 0.0185 | - |
| 0.1406 | 15400 | 0.0086 | - |
| 0.1411 | 15450 | 0.0041 | - |
| 0.1415 | 15500 | 0.0 | - |
| 0.1420 | 15550 | 0.0055 | - |
| 0.1424 | 15600 | 0.008 | - |
| 0.1429 | 15650 | 0.0009 | - |
| 0.1434 | 15700 | 0.004 | - |
| 0.1438 | 15750 | 0.0033 | - |
| 0.1443 | 15800 | 0.0073 | - |
| 0.1447 | 15850 | 0.0064 | - |
| 0.1452 | 15900 | 0.0 | - |
| 0.1456 | 15950 | 0.0108 | - |
| 0.1461 | 16000 | 0.0064 | - |
| 0.1465 | 16050 | 0.0139 | - |
| 0.1470 | 16100 | 0.0014 | - |
| 0.1475 | 16150 | 0.0024 | - |
| 0.1479 | 16200 | 0.0076 | - |
| 0.1484 | 16250 | 0.0085 | - |
| 0.1488 | 16300 | 0.0028 | - |
| 0.1493 | 16350 | 0.0018 | - |
| 0.1497 | 16400 | 0.006 | - |
| 0.1502 | 16450 | 0.0276 | - |
| 0.1507 | 16500 | 0.0192 | - |
| 0.1511 | 16550 | 0.0027 | - |
| 0.1516 | 16600 | 0.0001 | - |
| 0.1520 | 16650 | 0.0293 | - |
| 0.1525 | 16700 | 0.0021 | - |
| 0.1529 | 16750 | 0.0213 | - |
| 0.1534 | 16800 | 0.0045 | - |
| 0.1539 | 16850 | 0.0016 | - |
| 0.1543 | 16900 | 0.0168 | - |
| 0.1548 | 16950 | 0.0 | - |
| 0.1552 | 17000 | 0.0165 | - |
| 0.1557 | 17050 | 0.0183 | - |
| 0.1561 | 17100 | 0.0138 | - |
| 0.1566 | 17150 | 0.0047 | - |
| 0.1570 | 17200 | 0.0 | - |
| 0.1575 | 17250 | 0.0059 | - |
| 0.1580 | 17300 | 0.0102 | - |
| 0.1584 | 17350 | 0.0079 | - |
| 0.1589 | 17400 | 0.0 | - |
| 0.1593 | 17450 | 0.0055 | - |
| 0.1598 | 17500 | 0.0176 | - |
| 0.1602 | 17550 | 0.0 | - |
| 0.1607 | 17600 | 0.0034 | - |
| 0.1612 | 17650 | 0.0001 | - |
| 0.1616 | 17700 | 0.008 | - |
| 0.1621 | 17750 | 0.0041 | - |
| 0.1625 | 17800 | 0.0084 | - |
| 0.1630 | 17850 | 0.0001 | - |
| 0.1634 | 17900 | 0.0153 | - |
| 0.1639 | 17950 | 0.0058 | - |
| 0.1644 | 18000 | 0.0 | - |
| 0.1648 | 18050 | 0.0273 | - |
| 0.1653 | 18100 | 0.0124 | - |
| 0.1657 | 18150 | 0.0081 | - |
| 0.1662 | 18200 | 0.0 | - |
| 0.1666 | 18250 | 0.0016 | - |
| 0.1671 | 18300 | 0.0 | - |
| 0.1675 | 18350 | 0.0091 | - |
| 0.1680 | 18400 | 0.006 | - |
| 0.1685 | 18450 | 0.0 | - |
| 0.1689 | 18500 | 0.0 | - |
| 0.1694 | 18550 | 0.0 | - |
| 0.1698 | 18600 | 0.0079 | - |
| 0.1703 | 18650 | 0.0087 | - |
| 0.1707 | 18700 | 0.0067 | - |
| 0.1712 | 18750 | 0.0129 | - |
| 0.1717 | 18800 | 0.0024 | - |
| 0.1721 | 18850 | 0.017 | - |
| 0.1726 | 18900 | 0.0025 | - |
| 0.1730 | 18950 | 0.0 | - |
| 0.1735 | 19000 | 0.0039 | - |
| 0.1739 | 19050 | 0.0085 | - |
| 0.1744 | 19100 | 0.0 | - |
| 0.1749 | 19150 | 0.0 | - |
| 0.1753 | 19200 | 0.0019 | - |
| 0.1758 | 19250 | 0.0 | - |
| 0.1762 | 19300 | 0.0254 | - |
| 0.1767 | 19350 | 0.0031 | - |
| 0.1771 | 19400 | 0.0205 | - |
| 0.1776 | 19450 | 0.0057 | - |
| 0.1780 | 19500 | 0.0178 | - |
| 0.1785 | 19550 | 0.0204 | - |
| 0.1790 | 19600 | 0.0034 | - |
| 0.1794 | 19650 | 0.0 | - |
| 0.1799 | 19700 | 0.0024 | - |
| 0.1803 | 19750 | 0.0022 | - |
| 0.1808 | 19800 | 0.0028 | - |
| 0.1812 | 19850 | 0.0213 | - |
| 0.1817 | 19900 | 0.0155 | - |
| 0.1822 | 19950 | 0.0181 | - |
| 0.1826 | 20000 | 0.0122 | - |
| 0.1831 | 20050 | 0.0008 | - |
| 0.1835 | 20100 | 0.0055 | - |
| 0.1840 | 20150 | 0.0048 | - |
| 0.1844 | 20200 | 0.0023 | - |
| 0.1849 | 20250 | 0.0022 | - |
| 0.1854 | 20300 | 0.0084 | - |
| 0.1858 | 20350 | 0.0 | - |
| 0.1863 | 20400 | 0.0004 | - |
| 0.1867 | 20450 | 0.003 | - |
| 0.1872 | 20500 | 0.0 | - |
| 0.1876 | 20550 | 0.0006 | - |
| 0.1881 | 20600 | 0.004 | - |
| 0.1885 | 20650 | 0.0001 | - |
| 0.1890 | 20700 | 0.0001 | - |
| 0.1895 | 20750 | 0.0039 | - |
| 0.1899 | 20800 | 0.0104 | - |
| 0.1904 | 20850 | 0.0022 | - |
| 0.1908 | 20900 | 0.0153 | - |
| 0.1913 | 20950 | 0.0 | - |
| 0.1917 | 21000 | 0.0021 | - |
| 0.1922 | 21050 | 0.0014 | - |
| 0.1927 | 21100 | 0.0024 | - |
| 0.1931 | 21150 | 0.0025 | - |
| 0.1936 | 21200 | 0.0187 | - |
| 0.1940 | 21250 | 0.0039 | - |
| 0.1945 | 21300 | 0.0095 | - |
| 0.1949 | 21350 | 0.005 | - |
| 0.1954 | 21400 | 0.0035 | - |
| 0.1959 | 21450 | 0.0085 | - |
| 0.1963 | 21500 | 0.0169 | - |
| 0.1968 | 21550 | 0.0034 | - |
| 0.1972 | 21600 | 0.0073 | - |
| 0.1977 | 21650 | 0.0176 | - |
| 0.1981 | 21700 | 0.0049 | - |
| 0.1986 | 21750 | 0.0054 | - |
| 0.1990 | 21800 | 0.0477 | - |
| 0.1995 | 21850 | 0.0007 | - |
| 0.2000 | 21900 | 0.0039 | - |
| 0.2004 | 21950 | 0.0067 | - |
| 0.2009 | 22000 | 0.0191 | - |
| 0.2013 | 22050 | 0.0025 | - |
| 0.2018 | 22100 | 0.0043 | - |
| 0.2022 | 22150 | 0.0176 | - |
| 0.2027 | 22200 | 0.0123 | - |
| 0.2032 | 22250 | 0.0 | - |
| 0.2036 | 22300 | 0.0097 | - |
| 0.2041 | 22350 | 0.0032 | - |
| 0.2045 | 22400 | 0.0081 | - |
| 0.2050 | 22450 | 0.0018 | - |
| 0.2054 | 22500 | 0.0 | - |
| 0.2059 | 22550 | 0.0009 | - |
| 0.2064 | 22600 | 0.0134 | - |
| 0.2068 | 22650 | 0.002 | - |
| 0.2073 | 22700 | 0.0122 | - |
| 0.2077 | 22750 | 0.0051 | - |
| 0.2082 | 22800 | 0.0128 | - |
| 0.2086 | 22850 | 0.0082 | - |
| 0.2091 | 22900 | 0.0129 | - |
| 0.2095 | 22950 | 0.0023 | - |
| 0.2100 | 23000 | 0.01 | - |
| 0.2105 | 23050 | 0.0077 | - |
| 0.2109 | 23100 | 0.018 | - |
| 0.2114 | 23150 | 0.0061 | - |
| 0.2118 | 23200 | 0.011 | - |
| 0.2123 | 23250 | 0.0103 | - |
| 0.2127 | 23300 | 0.0 | - |
| 0.2132 | 23350 | 0.0086 | - |
| 0.2137 | 23400 | 0.0084 | - |
| 0.2141 | 23450 | 0.0012 | - |
| 0.2146 | 23500 | 0.0 | - |
| 0.2150 | 23550 | 0.0073 | - |
| 0.2155 | 23600 | 0.0047 | - |
| 0.2159 | 23650 | 0.0014 | - |
| 0.2164 | 23700 | 0.0002 | - |
| 0.2169 | 23750 | 0.0133 | - |
| 0.2173 | 23800 | 0.0104 | - |
| 0.2178 | 23850 | 0.004 | - |
| 0.2182 | 23900 | 0.0251 | - |
| 0.2187 | 23950 | 0.0125 | - |
| 0.2191 | 24000 | 0.0 | - |
| 0.2196 | 24050 | 0.025 | - |
| 0.2200 | 24100 | 0.0007 | - |
| 0.2205 | 24150 | 0.0014 | - |
| 0.2210 | 24200 | 0.0 | - |
| 0.2214 | 24250 | 0.003 | - |
| 0.2219 | 24300 | 0.0072 | - |
| 0.2223 | 24350 | 0.014 | - |
| 0.2228 | 24400 | 0.0189 | - |
| 0.2232 | 24450 | 0.011 | - |
| 0.2237 | 24500 | 0.0056 | - |
| 0.2242 | 24550 | 0.0017 | - |
| 0.2246 | 24600 | 0.0078 | - |
| 0.2251 | 24650 | 0.0096 | - |
| 0.2255 | 24700 | 0.0314 | - |
| 0.2260 | 24750 | 0.0033 | - |
| 0.2264 | 24800 | 0.003 | - |
| 0.2269 | 24850 | 0.0 | - |
| 0.2274 | 24900 | 0.0008 | - |
| 0.2278 | 24950 | 0.0252 | - |
| 0.2283 | 25000 | 0.0013 | - |
| 0.2287 | 25050 | 0.0 | - |
| 0.2292 | 25100 | 0.0 | - |
| 0.2296 | 25150 | 0.002 | - |
| 0.2301 | 25200 | 0.0256 | - |
| 0.2305 | 25250 | 0.0233 | - |
| 0.2310 | 25300 | 0.0238 | - |
| 0.2315 | 25350 | 0.0024 | - |
| 0.2319 | 25400 | 0.003 | - |
| 0.2324 | 25450 | 0.0 | - |
| 0.2328 | 25500 | 0.0055 | - |
| 0.2333 | 25550 | 0.0 | - |
| 0.2337 | 25600 | 0.0084 | - |
| 0.2342 | 25650 | 0.0145 | - |
| 0.2347 | 25700 | 0.0156 | - |
| 0.2351 | 25750 | 0.0018 | - |
| 0.2356 | 25800 | 0.0032 | - |
| 0.2360 | 25850 | 0.0021 | - |
| 0.2365 | 25900 | 0.0001 | - |
| 0.2369 | 25950 | 0.0018 | - |
| 0.2374 | 26000 | 0.0072 | - |
| 0.2379 | 26050 | 0.0093 | - |
| 0.2383 | 26100 | 0.0001 | - |
| 0.2388 | 26150 | 0.0 | - |
| 0.2392 | 26200 | 0.0031 | - |
| 0.2397 | 26250 | 0.0126 | - |
| 0.2401 | 26300 | 0.0 | - |
| 0.2406 | 26350 | 0.0005 | - |
| 0.2410 | 26400 | 0.0133 | - |
| 0.2415 | 26450 | 0.0002 | - |
| 0.2420 | 26500 | 0.0067 | - |
| 0.2424 | 26550 | 0.0097 | - |
| 0.2429 | 26600 | 0.0036 | - |
| 0.2433 | 26650 | 0.006 | - |
| 0.2438 | 26700 | 0.0022 | - |
| 0.2442 | 26750 | 0.0022 | - |
| 0.2447 | 26800 | 0.0035 | - |
| 0.2452 | 26850 | 0.0029 | - |
| 0.2456 | 26900 | 0.0129 | - |
| 0.2461 | 26950 | 0.0149 | - |
| 0.2465 | 27000 | 0.008 | - |
| 0.2470 | 27050 | 0.0049 | - |
| 0.2474 | 27100 | 0.0045 | - |
| 0.2479 | 27150 | 0.0026 | - |
| 0.2484 | 27200 | 0.0027 | - |
| 0.2488 | 27250 | 0.0057 | - |
| 0.2493 | 27300 | 0.0146 | - |
| 0.2497 | 27350 | 0.0071 | - |
| 0.2502 | 27400 | 0.0066 | - |
| 0.2506 | 27450 | 0.0049 | - |
| 0.2511 | 27500 | 0.0083 | - |
| 0.2515 | 27550 | 0.0016 | - |
| 0.2520 | 27600 | 0.0123 | - |
| 0.2525 | 27650 | 0.0018 | - |
| 0.2529 | 27700 | 0.0038 | - |
| 0.2534 | 27750 | 0.0113 | - |
| 0.2538 | 27800 | 0.0085 | - |
| 0.2543 | 27850 | 0.0019 | - |
| 0.2547 | 27900 | 0.0093 | - |
| 0.2552 | 27950 | 0.0 | - |
| 0.2557 | 28000 | 0.0057 | - |
| 0.2561 | 28050 | 0.0076 | - |
| 0.2566 | 28100 | 0.0031 | - |
| 0.2570 | 28150 | 0.0068 | - |
| 0.2575 | 28200 | 0.0024 | - |
| 0.2579 | 28250 | 0.0055 | - |
| 0.2584 | 28300 | 0.0115 | - |
| 0.2589 | 28350 | 0.0116 | - |
| 0.2593 | 28400 | 0.0086 | - |
| 0.2598 | 28450 | 0.0116 | - |
| 0.2602 | 28500 | 0.0056 | - |
| 0.2607 | 28550 | 0.0028 | - |
| 0.2611 | 28600 | 0.0 | - |
| 0.2616 | 28650 | 0.0 | - |
| 0.2620 | 28700 | 0.0197 | - |
| 0.2625 | 28750 | 0.0069 | - |
| 0.2630 | 28800 | 0.0034 | - |
| 0.2634 | 28850 | 0.0047 | - |
| 0.2639 | 28900 | 0.0072 | - |
| 0.2643 | 28950 | 0.0096 | - |
| 0.2648 | 29000 | 0.0 | - |
| 0.2652 | 29050 | 0.0172 | - |
| 0.2657 | 29100 | 0.006 | - |
| 0.2662 | 29150 | 0.007 | - |
| 0.2666 | 29200 | 0.0064 | - |
| 0.2671 | 29250 | 0.0147 | - |
| 0.2675 | 29300 | 0.0081 | - |
| 0.2680 | 29350 | 0.0 | - |
| 0.2684 | 29400 | 0.0 | - |
| 0.2689 | 29450 | 0.0024 | - |
| 0.2694 | 29500 | 0.0078 | - |
| 0.2698 | 29550 | 0.0176 | - |
| 0.2703 | 29600 | 0.0087 | - |
| 0.2707 | 29650 | 0.0107 | - |
| 0.2712 | 29700 | 0.0061 | - |
| 0.2716 | 29750 | 0.0116 | - |
| 0.2721 | 29800 | 0.0 | - |
| 0.2725 | 29850 | 0.0 | - |
| 0.2730 | 29900 | 0.0071 | - |
| 0.2735 | 29950 | 0.0061 | - |
| 0.2739 | 30000 | 0.0151 | - |
| 0.2744 | 30050 | 0.0022 | - |
| 0.2748 | 30100 | 0.0012 | - |
| 0.2753 | 30150 | 0.0 | - |
| 0.2757 | 30200 | 0.0156 | - |
| 0.2762 | 30250 | 0.0241 | - |
| 0.2767 | 30300 | 0.0298 | - |
| 0.2771 | 30350 | 0.0 | - |
| 0.2776 | 30400 | 0.0049 | - |
| 0.2780 | 30450 | 0.0034 | - |
| 0.2785 | 30500 | 0.0028 | - |
| 0.2789 | 30550 | 0.0115 | - |
| 0.2794 | 30600 | 0.0084 | - |
| 0.2799 | 30650 | 0.0008 | - |
| 0.2803 | 30700 | 0.0092 | - |
| 0.2808 | 30750 | 0.0025 | - |
| 0.2812 | 30800 | 0.0207 | - |
| 0.2817 | 30850 | 0.006 | - |
| 0.2821 | 30900 | 0.0018 | - |
| 0.2826 | 30950 | 0.0094 | - |
| 0.2830 | 31000 | 0.0051 | - |
| 0.2835 | 31050 | 0.0024 | - |
| 0.2840 | 31100 | 0.003 | - |
| 0.2844 | 31150 | 0.0119 | - |
| 0.2849 | 31200 | 0.0 | - |
| 0.2853 | 31250 | 0.001 | - |
| 0.2858 | 31300 | 0.0021 | - |
| 0.2862 | 31350 | 0.0037 | - |
| 0.2867 | 31400 | 0.0 | - |
| 0.2872 | 31450 | 0.0057 | - |
| 0.2876 | 31500 | 0.0304 | - |
| 0.2881 | 31550 | 0.008 | - |
| 0.2885 | 31600 | 0.0162 | - |
| 0.2890 | 31650 | 0.0 | - |
| 0.2894 | 31700 | 0.0063 | - |
| 0.2899 | 31750 | 0.0019 | - |
| 0.2904 | 31800 | 0.0 | - |
| 0.2908 | 31850 | 0.002 | - |
| 0.2913 | 31900 | 0.001 | - |
| 0.2917 | 31950 | 0.0046 | - |
| 0.2922 | 32000 | 0.0026 | - |
| 0.2926 | 32050 | 0.0 | - |
| 0.2931 | 32100 | 0.0147 | - |
| 0.2935 | 32150 | 0.0125 | - |
| 0.2940 | 32200 | 0.0019 | - |
| 0.2945 | 32250 | 0.0023 | - |
| 0.2949 | 32300 | 0.0087 | - |
| 0.2954 | 32350 | 0.0055 | - |
| 0.2958 | 32400 | 0.0018 | - |
| 0.2963 | 32450 | 0.0103 | - |
| 0.2967 | 32500 | 0.0 | - |
| 0.2972 | 32550 | 0.0 | - |
| 0.2977 | 32600 | 0.0175 | - |
| 0.2981 | 32650 | 0.0013 | - |
| 0.2986 | 32700 | 0.0134 | - |
| 0.2990 | 32750 | 0.003 | - |
| 0.2995 | 32800 | 0.0177 | - |
| 0.2999 | 32850 | 0.0075 | - |
| 0.3004 | 32900 | 0.0156 | - |
| 0.3009 | 32950 | 0.0159 | - |
| 0.3013 | 33000 | 0.008 | - |
| 0.3018 | 33050 | 0.0065 | - |
| 0.3022 | 33100 | 0.008 | - |
| 0.3027 | 33150 | 0.0 | - |
| 0.3031 | 33200 | 0.0 | - |
| 0.3036 | 33250 | 0.0207 | - |
| 0.3040 | 33300 | 0.0033 | - |
| 0.3045 | 33350 | 0.0038 | - |
| 0.3050 | 33400 | 0.0011 | - |
| 0.3054 | 33450 | 0.0095 | - |
| 0.3059 | 33500 | 0.0178 | - |
| 0.3063 | 33550 | 0.0069 | - |
| 0.3068 | 33600 | 0.0021 | - |
| 0.3072 | 33650 | 0.0147 | - |
| 0.3077 | 33700 | 0.0015 | - |
| 0.3082 | 33750 | 0.0 | - |
| 0.3086 | 33800 | 0.0032 | - |
| 0.3091 | 33850 | 0.0025 | - |
| 0.3095 | 33900 | 0.0125 | - |
| 0.3100 | 33950 | 0.0273 | - |
| 0.3104 | 34000 | 0.0128 | - |
| 0.3109 | 34050 | 0.0026 | - |
| 0.3114 | 34100 | 0.0034 | - |
| 0.3118 | 34150 | 0.0086 | - |
| 0.3123 | 34200 | 0.004 | - |
| 0.3127 | 34250 | 0.0076 | - |
| 0.3132 | 34300 | 0.0 | - |
| 0.3136 | 34350 | 0.0045 | - |
| 0.3141 | 34400 | 0.0104 | - |
| 0.3145 | 34450 | 0.0 | - |
| 0.3150 | 34500 | 0.0084 | - |
| 0.3155 | 34550 | 0.0075 | - |
| 0.3159 | 34600 | 0.0187 | - |
| 0.3164 | 34650 | 0.0 | - |
| 0.3168 | 34700 | 0.0 | - |
| 0.3173 | 34750 | 0.0 | - |
| 0.3177 | 34800 | 0.0107 | - |
| 0.3182 | 34850 | 0.0078 | - |
| 0.3187 | 34900 | 0.0015 | - |
| 0.3191 | 34950 | 0.0123 | - |
| 0.3196 | 35000 | 0.0023 | - |
| 0.3200 | 35050 | 0.0019 | - |
| 0.3205 | 35100 | 0.0081 | - |
| 0.3209 | 35150 | 0.0083 | - |
| 0.3214 | 35200 | 0.0066 | - |
| 0.3219 | 35250 | 0.0035 | - |
| 0.3223 | 35300 | 0.0019 | - |
| 0.3228 | 35350 | 0.0076 | - |
| 0.3232 | 35400 | 0.0176 | - |
| 0.3237 | 35450 | 0.0039 | - |
| 0.3241 | 35500 | 0.0085 | - |
| 0.3246 | 35550 | 0.0054 | - |
| 0.3250 | 35600 | 0.0079 | - |
| 0.3255 | 35650 | 0.0216 | - |
| 0.3260 | 35700 | 0.0058 | - |
| 0.3264 | 35750 | 0.0233 | - |
| 0.3269 | 35800 | 0.0027 | - |
| 0.3273 | 35850 | 0.0149 | - |
| 0.3278 | 35900 | 0.0311 | - |
| 0.3282 | 35950 | 0.0 | - |
| 0.3287 | 36000 | 0.0042 | - |
| 0.3292 | 36050 | 0.0059 | - |
| 0.3296 | 36100 | 0.0084 | - |
| 0.3301 | 36150 | 0.0093 | - |
| 0.3305 | 36200 | 0.0112 | - |
| 0.3310 | 36250 | 0.0087 | - |
| 0.3314 | 36300 | 0.0087 | - |
| 0.3319 | 36350 | 0.0077 | - |
| 0.3324 | 36400 | 0.009 | - |
| 0.3328 | 36450 | 0.0 | - |
| 0.3333 | 36500 | 0.005 | - |
| 0.3337 | 36550 | 0.0079 | - |
| 0.3342 | 36600 | 0.0081 | - |
| 0.3346 | 36650 | 0.002 | - |
| 0.3351 | 36700 | 0.0 | - |
| 0.3355 | 36750 | 0.0065 | - |
| 0.3360 | 36800 | 0.002 | - |
| 0.3365 | 36850 | 0.0 | - |
| 0.3369 | 36900 | 0.0085 | - |
| 0.3374 | 36950 | 0.0026 | - |
| 0.3378 | 37000 | 0.0177 | - |
| 0.3383 | 37050 | 0.0091 | - |
| 0.3387 | 37100 | 0.0017 | - |
| 0.3392 | 37150 | 0.0 | - |
| 0.3397 | 37200 | 0.0022 | - |
| 0.3401 | 37250 | 0.0078 | - |
| 0.3406 | 37300 | 0.0124 | - |
| 0.3410 | 37350 | 0.0084 | - |
| 0.3415 | 37400 | 0.0069 | - |
| 0.3419 | 37450 | 0.0008 | - |
| 0.3424 | 37500 | 0.0023 | - |
| 0.3429 | 37550 | 0.0159 | - |
| 0.3433 | 37600 | 0.0149 | - |
| 0.3438 | 37650 | 0.0008 | - |
| 0.3442 | 37700 | 0.0091 | - |
| 0.3447 | 37750 | 0.0091 | - |
| 0.3451 | 37800 | 0.0 | - |
| 0.3456 | 37850 | 0.0111 | - |
| 0.3460 | 37900 | 0.0 | - |
| 0.3465 | 37950 | 0.0083 | - |
| 0.3470 | 38000 | 0.0032 | - |
| 0.3474 | 38050 | 0.003 | - |
| 0.3479 | 38100 | 0.0144 | - |
| 0.3483 | 38150 | 0.0007 | - |
| 0.3488 | 38200 | 0.0083 | - |
| 0.3492 | 38250 | 0.0 | - |
| 0.3497 | 38300 | 0.0258 | - |
| 0.3502 | 38350 | 0.0343 | - |
| 0.3506 | 38400 | 0.0072 | - |
| 0.3511 | 38450 | 0.0082 | - |
| 0.3515 | 38500 | 0.0039 | - |
| 0.3520 | 38550 | 0.0008 | - |
| 0.3524 | 38600 | 0.0018 | - |
| 0.3529 | 38650 | 0.0006 | - |
| 0.3534 | 38700 | 0.0034 | - |
| 0.3538 | 38750 | 0.0015 | - |
| 0.3543 | 38800 | 0.0036 | - |
| 0.3547 | 38850 | 0.0061 | - |
| 0.3552 | 38900 | 0.0117 | - |
| 0.3556 | 38950 | 0.0016 | - |
| 0.3561 | 39000 | 0.0047 | - |
| 0.3565 | 39050 | 0.0049 | - |
| 0.3570 | 39100 | 0.0079 | - |
| 0.3575 | 39150 | 0.0085 | - |
| 0.3579 | 39200 | 0.0023 | - |
| 0.3584 | 39250 | 0.0094 | - |
| 0.3588 | 39300 | 0.0226 | - |
| 0.3593 | 39350 | 0.0042 | - |
| 0.3597 | 39400 | 0.0081 | - |
| 0.3602 | 39450 | 0.0038 | - |
| 0.3607 | 39500 | 0.0162 | - |
| 0.3611 | 39550 | 0.0 | - |
| 0.3616 | 39600 | 0.0041 | - |
| 0.3620 | 39650 | 0.0084 | - |
| 0.3625 | 39700 | 0.0 | - |
| 0.3629 | 39750 | 0.0094 | - |
| 0.3634 | 39800 | 0.0072 | - |
| 0.3639 | 39850 | 0.0046 | - |
| 0.3643 | 39900 | 0.0016 | - |
| 0.3648 | 39950 | 0.0 | - |
| 0.3652 | 40000 | 0.0054 | - |
| 0.3657 | 40050 | 0.0011 | - |
| 0.3661 | 40100 | 0.0077 | - |
| 0.3666 | 40150 | 0.0071 | - |
| 0.3670 | 40200 | 0.0057 | - |
| 0.3675 | 40250 | 0.0253 | - |
| 0.3680 | 40300 | 0.0 | - |
| 0.3684 | 40350 | 0.001 | - |
| 0.3689 | 40400 | 0.0056 | - |
| 0.3693 | 40450 | 0.0133 | - |
| 0.3698 | 40500 | 0.004 | - |
| 0.3702 | 40550 | 0.0 | - |
| 0.3707 | 40600 | 0.0082 | - |
| 0.3712 | 40650 | 0.0 | - |
| 0.3716 | 40700 | 0.0025 | - |
| 0.3721 | 40750 | 0.0013 | - |
| 0.3725 | 40800 | 0.0022 | - |
| 0.3730 | 40850 | 0.0018 | - |
| 0.3734 | 40900 | 0.0014 | - |
| 0.3739 | 40950 | 0.0087 | - |
| 0.3744 | 41000 | 0.0132 | - |
| 0.3748 | 41050 | 0.0155 | - |
| 0.3753 | 41100 | 0.0069 | - |
| 0.3757 | 41150 | 0.0201 | - |
| 0.3762 | 41200 | 0.0 | - |
| 0.3766 | 41250 | 0.008 | - |
| 0.3771 | 41300 | 0.0153 | - |
| 0.3775 | 41350 | 0.0006 | - |
| 0.3780 | 41400 | 0.0183 | - |
| 0.3785 | 41450 | 0.0 | - |
| 0.3789 | 41500 | 0.0236 | - |
| 0.3794 | 41550 | 0.0054 | - |
| 0.3798 | 41600 | 0.0084 | - |
| 0.3803 | 41650 | 0.0176 | - |
| 0.3807 | 41700 | 0.0 | - |
| 0.3812 | 41750 | 0.0109 | - |
| 0.3817 | 41800 | 0.0 | - |
| 0.3821 | 41850 | 0.0064 | - |
| 0.3826 | 41900 | 0.0024 | - |
| 0.3830 | 41950 | 0.0086 | - |
| 0.3835 | 42000 | 0.0178 | - |
| 0.3839 | 42050 | 0.0154 | - |
| 0.3844 | 42100 | 0.0 | - |
| 0.3849 | 42150 | 0.0081 | - |
| 0.3853 | 42200 | 0.0121 | - |
| 0.3858 | 42250 | 0.0084 | - |
| 0.3862 | 42300 | 0.0064 | - |
| 0.3867 | 42350 | 0.0044 | - |
| 0.3871 | 42400 | 0.0177 | - |
| 0.3876 | 42450 | 0.0106 | - |
| 0.3880 | 42500 | 0.0055 | - |
| 0.3885 | 42550 | 0.008 | - |
| 0.3890 | 42600 | 0.0104 | - |
| 0.3894 | 42650 | 0.0181 | - |
| 0.3899 | 42700 | 0.0393 | - |
| 0.3903 | 42750 | 0.0023 | - |
| 0.3908 | 42800 | 0.0036 | - |
| 0.3912 | 42850 | 0.0078 | - |
| 0.3917 | 42900 | 0.0077 | - |
| 0.3922 | 42950 | 0.0357 | - |
| 0.3926 | 43000 | 0.0021 | - |
| 0.3931 | 43050 | 0.0058 | - |
| 0.3935 | 43100 | 0.0367 | - |
| 0.3940 | 43150 | 0.0039 | - |
| 0.3944 | 43200 | 0.0 | - |
| 0.3949 | 43250 | 0.0026 | - |
| 0.3954 | 43300 | 0.0059 | - |
| 0.3958 | 43350 | 0.0012 | - |
| 0.3963 | 43400 | 0.0096 | - |
| 0.3967 | 43450 | 0.0125 | - |
| 0.3972 | 43500 | 0.0157 | - |
| 0.3976 | 43550 | 0.0098 | - |
| 0.3981 | 43600 | 0.0017 | - |
| 0.3986 | 43650 | 0.0221 | - |
| 0.3990 | 43700 | 0.0115 | - |
| 0.3995 | 43750 | 0.0121 | - |
| 0.3999 | 43800 | 0.0042 | - |
| 0.4004 | 43850 | 0.0007 | - |
| 0.4008 | 43900 | 0.0245 | - |
| 0.4013 | 43950 | 0.0019 | - |
| 0.4017 | 44000 | 0.0019 | - |
| 0.4022 | 44050 | 0.0223 | - |
| 0.4027 | 44100 | 0.0293 | - |
| 0.4031 | 44150 | 0.0311 | - |
| 0.4036 | 44200 | 0.0156 | - |
| 0.4040 | 44250 | 0.0156 | - |
| 0.4045 | 44300 | 0.0123 | - |
| 0.4049 | 44350 | 0.0201 | - |
| 0.4054 | 44400 | 0.0 | - |
| 0.4059 | 44450 | 0.0 | - |
| 0.4063 | 44500 | 0.0131 | - |
| 0.4068 | 44550 | 0.0 | - |
| 0.4072 | 44600 | 0.0156 | - |
| 0.4077 | 44650 | 0.0 | - |
| 0.4081 | 44700 | 0.042 | - |
| 0.4086 | 44750 | 0.0039 | - |
| 0.4091 | 44800 | 0.0217 | - |
| 0.4095 | 44850 | 0.0049 | - |
| 0.4100 | 44900 | 0.001 | - |
| 0.4104 | 44950 | 0.0 | - |
| 0.4109 | 45000 | 0.0122 | - |
| 0.4113 | 45050 | 0.0037 | - |
| 0.4118 | 45100 | 0.0059 | - |
| 0.4122 | 45150 | 0.0 | - |
| 0.4127 | 45200 | 0.0 | - |
| 0.4132 | 45250 | 0.018 | - |
| 0.4136 | 45300 | 0.0165 | - |
| 0.4141 | 45350 | 0.0315 | - |
| 0.4145 | 45400 | 0.0166 | - |
| 0.4150 | 45450 | 0.0346 | - |
| 0.4154 | 45500 | 0.0009 | - |
| 0.4159 | 45550 | 0.0 | - |
| 0.4164 | 45600 | 0.0037 | - |
| 0.4168 | 45650 | 0.0163 | - |
| 0.4173 | 45700 | 0.0 | - |
| 0.4177 | 45750 | 0.0311 | - |
| 0.4182 | 45800 | 0.0324 | - |
| 0.4186 | 45850 | 0.0028 | - |
| 0.4191 | 45900 | 0.0165 | - |
| 0.4196 | 45950 | 0.0183 | - |
| 0.4200 | 46000 | 0.0201 | - |
| 0.4205 | 46050 | 0.0038 | - |
| 0.4209 | 46100 | 0.0 | - |
| 0.4214 | 46150 | 0.0127 | - |
| 0.4218 | 46200 | 0.0105 | - |
| 0.4223 | 46250 | 0.0213 | - |
| 0.4227 | 46300 | 0.0022 | - |
| 0.4232 | 46350 | 0.0032 | - |
| 0.4237 | 46400 | 0.0105 | - |
| 0.4241 | 46450 | 0.0096 | - |
| 0.4246 | 46500 | 0.0024 | - |
| 0.4250 | 46550 | 0.0098 | - |
| 0.4255 | 46600 | 0.0069 | - |
| 0.4259 | 46650 | 0.0113 | - |
| 0.4264 | 46700 | 0.0016 | - |
| 0.4269 | 46750 | 0.0019 | - |
| 0.4273 | 46800 | 0.0 | - |
| 0.4278 | 46850 | 0.0001 | - |
| 0.4282 | 46900 | 0.0034 | - |
| 0.4287 | 46950 | 0.0012 | - |
| 0.4291 | 47000 | 0.0216 | - |
| 0.4296 | 47050 | 0.0077 | - |
| 0.4301 | 47100 | 0.0015 | - |
| 0.4305 | 47150 | 0.0018 | - |
| 0.4310 | 47200 | 0.0135 | - |
| 0.4314 | 47250 | 0.0039 | - |
| 0.4319 | 47300 | 0.0018 | - |
| 0.4323 | 47350 | 0.0155 | - |
| 0.4328 | 47400 | 0.0085 | - |
| 0.4332 | 47450 | 0.0 | - |
| 0.4337 | 47500 | 0.0042 | - |
| 0.4342 | 47550 | 0.0051 | - |
| 0.4346 | 47600 | 0.0016 | - |
| 0.4351 | 47650 | 0.0175 | - |
| 0.4355 | 47700 | 0.009 | - |
| 0.4360 | 47750 | 0.0049 | - |
| 0.4364 | 47800 | 0.0258 | - |
| 0.4369 | 47850 | 0.0 | - |
| 0.4374 | 47900 | 0.0022 | - |
| 0.4378 | 47950 | 0.0091 | - |
| 0.4383 | 48000 | 0.0013 | - |
| 0.4387 | 48050 | 0.0046 | - |
| 0.4392 | 48100 | 0.0 | - |
| 0.4396 | 48150 | 0.0016 | - |
| 0.4401 | 48200 | 0.0 | - |
| 0.4406 | 48250 | 0.0085 | - |
| 0.4410 | 48300 | 0.0071 | - |
| 0.4415 | 48350 | 0.0 | - |
| 0.4419 | 48400 | 0.0124 | - |
| 0.4424 | 48450 | 0.0 | - |
| 0.4428 | 48500 | 0.016 | - |
| 0.4433 | 48550 | 0.0 | - |
| 0.4437 | 48600 | 0.0094 | - |
| 0.4442 | 48650 | 0.0143 | - |
| 0.4447 | 48700 | 0.0044 | - |
| 0.4451 | 48750 | 0.0 | - |
| 0.4456 | 48800 | 0.0104 | - |
| 0.4460 | 48850 | 0.0 | - |
| 0.4465 | 48900 | 0.0 | - |
| 0.4469 | 48950 | 0.0135 | - |
| 0.4474 | 49000 | 0.0233 | - |
| 0.4479 | 49050 | 0.0017 | - |
| 0.4483 | 49100 | 0.0148 | - |
| 0.4488 | 49150 | 0.0064 | - |
| 0.4492 | 49200 | 0.0 | - |
| 0.4497 | 49250 | 0.0018 | - |
| 0.4501 | 49300 | 0.0061 | - |
| 0.4506 | 49350 | 0.0089 | - |
| 0.4511 | 49400 | 0.0017 | - |
| 0.4515 | 49450 | 0.017 | - |
| 0.4520 | 49500 | 0.0286 | - |
| 0.4524 | 49550 | 0.0043 | - |
| 0.4529 | 49600 | 0.0052 | - |
| 0.4533 | 49650 | 0.0071 | - |
| 0.4538 | 49700 | 0.0074 | - |
| 0.4542 | 49750 | 0.0017 | - |
| 0.4547 | 49800 | 0.0085 | - |
| 0.4552 | 49850 | 0.0087 | - |
| 0.4556 | 49900 | 0.1709 | - |
| 0.4561 | 49950 | 0.0 | - |
| 0.4565 | 50000 | 0.0036 | - |
| 0.4570 | 50050 | 0.0001 | - |
| 0.4574 | 50100 | 0.0001 | - |
| 0.4579 | 50150 | 0.0023 | - |
| 0.4584 | 50200 | 0.0156 | - |
| 0.4588 | 50250 | 0.0 | - |
| 0.4593 | 50300 | 0.0216 | - |
| 0.4597 | 50350 | 0.0269 | - |
| 0.4602 | 50400 | 0.0156 | - |
| 0.4606 | 50450 | 0.0202 | - |
| 0.4611 | 50500 | 0.002 | - |
| 0.4616 | 50550 | 0.0001 | - |
| 0.4620 | 50600 | 0.0058 | - |
| 0.4625 | 50650 | 0.0 | - |
| 0.4629 | 50700 | 0.0203 | - |
| 0.4634 | 50750 | 0.008 | - |
| 0.4638 | 50800 | 0.003 | - |
| 0.4643 | 50850 | 0.0166 | - |
| 0.4647 | 50900 | 0.0298 | - |
| 0.4652 | 50950 | 0.0001 | - |
| 0.4657 | 51000 | 0.0014 | - |
| 0.4661 | 51050 | 0.046 | - |
| 0.4666 | 51100 | 0.0311 | - |
| 0.4670 | 51150 | 0.0001 | - |
| 0.4675 | 51200 | 0.0001 | - |
| 0.4679 | 51250 | 0.0 | - |
| 0.4684 | 51300 | 0.0215 | - |
| 0.4689 | 51350 | 0.0311 | - |
| 0.4693 | 51400 | 0.0012 | - |
| 0.4698 | 51450 | 0.0406 | - |
| 0.4702 | 51500 | 0.0199 | - |
| 0.4707 | 51550 | 0.0415 | - |
| 0.4711 | 51600 | 0.0083 | - |
| 0.4716 | 51650 | 0.0035 | - |
| 0.4721 | 51700 | 0.0015 | - |
| 0.4725 | 51750 | 0.0235 | - |
| 0.4730 | 51800 | 0.0308 | - |
| 0.4734 | 51850 | 0.0 | - |
| 0.4739 | 51900 | 0.0 | - |
| 0.4743 | 51950 | 0.0096 | - |
| 0.4748 | 52000 | 0.0105 | - |
| 0.4752 | 52050 | 0.0127 | - |
| 0.4757 | 52100 | 0.0098 | - |
| 0.4762 | 52150 | 0.0239 | - |
| 0.4766 | 52200 | 0.0135 | - |
| 0.4771 | 52250 | 0.0156 | - |
| 0.4775 | 52300 | 0.007 | - |
| 0.4780 | 52350 | 0.0155 | - |
| 0.4784 | 52400 | 0.0311 | - |
| 0.4789 | 52450 | 0.0167 | - |
| 0.4794 | 52500 | 0.0054 | - |
| 0.4798 | 52550 | 0.0184 | - |
| 0.4803 | 52600 | 0.0 | - |
| 0.4807 | 52650 | 0.0064 | - |
| 0.4812 | 52700 | 0.0207 | - |
| 0.4816 | 52750 | 0.0191 | - |
| 0.4821 | 52800 | 0.0156 | - |
| 0.4826 | 52850 | 0.0 | - |
| 0.4830 | 52900 | 0.0 | - |
| 0.4835 | 52950 | 0.0213 | - |
| 0.4839 | 53000 | 0.0179 | - |
| 0.4844 | 53050 | 0.0088 | - |
| 0.4848 | 53100 | 0.0166 | - |
| 0.4853 | 53150 | 0.04 | - |
| 0.4857 | 53200 | 0.0177 | - |
| 0.4862 | 53250 | 0.0242 | - |
| 0.4867 | 53300 | 0.0 | - |
| 0.4871 | 53350 | 0.0169 | - |
| 0.4876 | 53400 | 0.0152 | - |
| 0.4880 | 53450 | 0.0164 | - |
| 0.4885 | 53500 | 0.0156 | - |
| 0.4889 | 53550 | 0.0318 | - |
| 0.4894 | 53600 | 0.001 | - |
| 0.4899 | 53650 | 0.002 | - |
| 0.4903 | 53700 | 0.0 | - |
| 0.4908 | 53750 | 0.0168 | - |
| 0.4912 | 53800 | 0.0315 | - |
| 0.4917 | 53850 | 0.0013 | - |
| 0.4921 | 53900 | 0.0086 | - |
| 0.4926 | 53950 | 0.0974 | - |
| 0.4931 | 54000 | 0.0 | - |
| 0.4935 | 54050 | 0.0025 | - |
| 0.4940 | 54100 | 0.0076 | - |
| 0.4944 | 54150 | 0.003 | - |
| 0.4949 | 54200 | 0.0174 | - |
| 0.4953 | 54250 | 0.0068 | - |
| 0.4958 | 54300 | 0.0092 | - |
| 0.4962 | 54350 | 0.0037 | - |
| 0.4967 | 54400 | 0.0029 | - |
| 0.4972 | 54450 | 0.0086 | - |
| 0.4976 | 54500 | 0.005 | - |
| 0.4981 | 54550 | 0.0021 | - |
| 0.4985 | 54600 | 0.0176 | - |
| 0.4990 | 54650 | 0.0023 | - |
| 0.4994 | 54700 | 0.0214 | - |
| 0.4999 | 54750 | 0.0012 | - |
| 0.5004 | 54800 | 0.0156 | - |
| 0.5008 | 54850 | 0.0102 | - |
| 0.5013 | 54900 | 0.0042 | - |
| 0.5017 | 54950 | 0.0124 | - |
| 0.5022 | 55000 | 0.0082 | - |
| 0.5026 | 55050 | 0.0261 | - |
| 0.5031 | 55100 | 0.0178 | - |
| 0.5036 | 55150 | 0.0023 | - |
| 0.5040 | 55200 | 0.0197 | - |
| 0.5045 | 55250 | 0.0202 | - |
| 0.5049 | 55300 | 0.0115 | - |
| 0.5054 | 55350 | 0.0024 | - |
| 0.5058 | 55400 | 0.0053 | - |
| 0.5063 | 55450 | 0.0173 | - |
| 0.5067 | 55500 | 0.0095 | - |
| 0.5072 | 55550 | 0.0052 | - |
| 0.5077 | 55600 | 0.0483 | - |
| 0.5081 | 55650 | 0.0021 | - |
| 0.5086 | 55700 | 0.0305 | - |
| 0.5090 | 55750 | 0.0935 | - |
| 0.5095 | 55800 | 0.0343 | - |
| 0.5099 | 55850 | 0.0528 | - |
| 0.5104 | 55900 | 0.0725 | - |
| 0.5109 | 55950 | 0.0526 | - |
| 0.5113 | 56000 | 0.0702 | - |
| 0.5118 | 56050 | 0.0937 | - |
| 0.5122 | 56100 | 0.0173 | - |
| 0.5127 | 56150 | 0.033 | - |
| 0.5131 | 56200 | 0.1266 | - |
| 0.5136 | 56250 | 0.0541 | - |
| 0.5141 | 56300 | 0.0297 | - |
| 0.5145 | 56350 | 0.0073 | - |
| 0.5150 | 56400 | 0.0521 | - |
| 0.5154 | 56450 | 0.0658 | - |
| 0.5159 | 56500 | 0.0427 | - |
| 0.5163 | 56550 | 0.0467 | - |
| 0.5168 | 56600 | 0.0321 | - |
| 0.5172 | 56650 | 0.0244 | - |
| 0.5177 | 56700 | 0.0015 | - |
| 0.5182 | 56750 | 0.0107 | - |
| 0.5186 | 56800 | 0.0156 | - |
| 0.5191 | 56850 | 0.0189 | - |
| 0.5195 | 56900 | 0.0105 | - |
| 0.5200 | 56950 | 0.002 | - |
| 0.5204 | 57000 | 0.0018 | - |
| 0.5209 | 57050 | 0.0029 | - |
| 0.5214 | 57100 | 0.0024 | - |
| 0.5218 | 57150 | 0.0141 | - |
| 0.5223 | 57200 | 0.0086 | - |
| 0.5227 | 57250 | 0.0063 | - |
| 0.5232 | 57300 | 0.0196 | - |
| 0.5236 | 57350 | 0.0156 | - |
| 0.5241 | 57400 | 0.0019 | - |
| 0.5246 | 57450 | 0.0 | - |
| 0.5250 | 57500 | 0.022 | - |
| 0.5255 | 57550 | 0.0164 | - |
| 0.5259 | 57600 | 0.014 | - |
| 0.5264 | 57650 | 0.0071 | - |
| 0.5268 | 57700 | 0.0082 | - |
| 0.5273 | 57750 | 0.0067 | - |
| 0.5277 | 57800 | 0.0032 | - |
| 0.5282 | 57850 | 0.0018 | - |
| 0.5287 | 57900 | 0.0122 | - |
| 0.5291 | 57950 | 0.0031 | - |
| 0.5296 | 58000 | 0.0053 | - |
| 0.5300 | 58050 | 0.0261 | - |
| 0.5305 | 58100 | 0.0022 | - |
| 0.5309 | 58150 | 0.0019 | - |
| 0.5314 | 58200 | 0.0193 | - |
| 0.5319 | 58250 | 0.0 | - |
| 0.5323 | 58300 | 0.0005 | - |
| 0.5328 | 58350 | 0.0017 | - |
| 0.5332 | 58400 | 0.0156 | - |
| 0.5337 | 58450 | 0.0025 | - |
| 0.5341 | 58500 | 0.0057 | - |
| 0.5346 | 58550 | 0.0031 | - |
| 0.5351 | 58600 | 0.0111 | - |
| 0.5355 | 58650 | 0.0 | - |
| 0.5360 | 58700 | 0.0072 | - |
| 0.5364 | 58750 | 0.0034 | - |
| 0.5369 | 58800 | 0.0131 | - |
| 0.5373 | 58850 | 0.0028 | - |
| 0.5378 | 58900 | 0.0243 | - |
| 0.5382 | 58950 | 0.0144 | - |
| 0.5387 | 59000 | 0.0 | - |
| 0.5392 | 59050 | 0.0209 | - |
| 0.5396 | 59100 | 0.0085 | - |
| 0.5401 | 59150 | 0.0025 | - |
| 0.5405 | 59200 | 0.005 | - |
| 0.5410 | 59250 | 0.0177 | - |
| 0.5414 | 59300 | 0.0253 | - |
| 0.5419 | 59350 | 0.0133 | - |
| 0.5424 | 59400 | 0.0024 | - |
| 0.5428 | 59450 | 0.0036 | - |
| 0.5433 | 59500 | 0.009 | - |
| 0.5437 | 59550 | 0.0276 | - |
| 0.5442 | 59600 | 0.0011 | - |
| 0.5446 | 59650 | 0.0056 | - |
| 0.5451 | 59700 | 0.0024 | - |
| 0.5456 | 59750 | 0.0121 | - |
| 0.5460 | 59800 | 0.0063 | - |
| 0.5465 | 59850 | 0.0 | - |
| 0.5469 | 59900 | 0.0083 | - |
| 0.5474 | 59950 | 0.0175 | - |
| 0.5478 | 60000 | 0.0213 | - |
| 0.5483 | 60050 | 0.0173 | - |
| 0.5487 | 60100 | 0.0105 | - |
| 0.5492 | 60150 | 0.0173 | - |
| 0.5497 | 60200 | 0.0119 | - |
| 0.5501 | 60250 | 0.005 | - |
| 0.5506 | 60300 | 0.0233 | - |
| 0.5510 | 60350 | 0.0101 | - |
| 0.5515 | 60400 | 0.0077 | - |
| 0.5519 | 60450 | 0.0172 | - |
| 0.5524 | 60500 | 0.0 | - |
| 0.5529 | 60550 | 0.0214 | - |
| 0.5533 | 60600 | 0.011 | - |
| 0.5538 | 60650 | 0.0114 | - |
| 0.5542 | 60700 | 0.0059 | - |
| 0.5547 | 60750 | 0.0045 | - |
| 0.5551 | 60800 | 0.0086 | - |
| 0.5556 | 60850 | 0.0075 | - |
| 0.5561 | 60900 | 0.0 | - |
| 0.5565 | 60950 | 0.0237 | - |
| 0.5570 | 61000 | 0.0114 | - |
| 0.5574 | 61050 | 0.0179 | - |
| 0.5579 | 61100 | 0.0 | - |
| 0.5583 | 61150 | 0.0061 | - |
| 0.5588 | 61200 | 0.0 | - |
| 0.5592 | 61250 | 0.005 | - |
| 0.5597 | 61300 | 0.0079 | - |
| 0.5602 | 61350 | 0.0006 | - |
| 0.5606 | 61400 | 0.0212 | - |
| 0.5611 | 61450 | 0.0084 | - |
| 0.5615 | 61500 | 0.031 | - |
| 0.5620 | 61550 | 0.0116 | - |
| 0.5624 | 61600 | 0.0 | - |
| 0.5629 | 61650 | 0.0117 | - |
| 0.5634 | 61700 | 0.005 | - |
| 0.5638 | 61750 | 0.0035 | - |
| 0.5643 | 61800 | 0.0041 | - |
| 0.5647 | 61850 | 0.0007 | - |
| 0.5652 | 61900 | 0.0175 | - |
| 0.5656 | 61950 | 0.0176 | - |
| 0.5661 | 62000 | 0.0103 | - |
| 0.5666 | 62050 | 0.0082 | - |
| 0.5670 | 62100 | 0.0156 | - |
| 0.5675 | 62150 | 0.0053 | - |
| 0.5679 | 62200 | 0.0228 | - |
| 0.5684 | 62250 | 0.0 | - |
| 0.5688 | 62300 | 0.0103 | - |
| 0.5693 | 62350 | 0.0161 | - |
| 0.5697 | 62400 | 0.0 | - |
| 0.5702 | 62450 | 0.0064 | - |
| 0.5707 | 62500 | 0.0058 | - |
| 0.5711 | 62550 | 0.0058 | - |
| 0.5716 | 62600 | 0.0 | - |
| 0.5720 | 62650 | 0.0037 | - |
| 0.5725 | 62700 | 0.0064 | - |
| 0.5729 | 62750 | 0.0217 | - |
| 0.5734 | 62800 | 0.0383 | - |
| 0.5739 | 62850 | 0.0084 | - |
| 0.5743 | 62900 | 0.0185 | - |
| 0.5748 | 62950 | 0.024 | - |
| 0.5752 | 63000 | 0.0027 | - |
| 0.5757 | 63050 | 0.0041 | - |
| 0.5761 | 63100 | 0.0131 | - |
| 0.5766 | 63150 | 0.0065 | - |
| 0.5771 | 63200 | 0.0024 | - |
| 0.5775 | 63250 | 0.0144 | - |
| 0.5780 | 63300 | 0.0035 | - |
| 0.5784 | 63350 | 0.0059 | - |
| 0.5789 | 63400 | 0.0251 | - |
| 0.5793 | 63450 | 0.0079 | - |
| 0.5798 | 63500 | 0.0018 | - |
| 0.5802 | 63550 | 0.0036 | - |
| 0.5807 | 63600 | 0.0 | - |
| 0.5812 | 63650 | 0.0023 | - |
| 0.5816 | 63700 | 0.0009 | - |
| 0.5821 | 63750 | 0.0123 | - |
| 0.5825 | 63800 | 0.0024 | - |
| 0.5830 | 63850 | 0.0108 | - |
| 0.5834 | 63900 | 0.0 | - |
| 0.5839 | 63950 | 0.0222 | - |
| 0.5844 | 64000 | 0.0059 | - |
| 0.5848 | 64050 | 0.0081 | - |
| 0.5853 | 64100 | 0.0157 | - |
| 0.5857 | 64150 | 0.001 | - |
| 0.5862 | 64200 | 0.009 | - |
| 0.5866 | 64250 | 0.0019 | - |
| 0.5871 | 64300 | 0.0 | - |
| 0.5876 | 64350 | 0.0086 | - |
| 0.5880 | 64400 | 0.004 | - |
| 0.5885 | 64450 | 0.0242 | - |
| 0.5889 | 64500 | 0.0009 | - |
| 0.5894 | 64550 | 0.0207 | - |
| 0.5898 | 64600 | 0.0156 | - |
| 0.5903 | 64650 | 0.0 | - |
| 0.5907 | 64700 | 0.0103 | - |
| 0.5912 | 64750 | 0.0025 | - |
| 0.5917 | 64800 | 0.0 | - |
| 0.5921 | 64850 | 0.0023 | - |
| 0.5926 | 64900 | 0.0007 | - |
| 0.5930 | 64950 | 0.0156 | - |
| 0.5935 | 65000 | 0.0026 | - |
| 0.5939 | 65050 | 0.0028 | - |
| 0.5944 | 65100 | 0.0237 | - |
| 0.5949 | 65150 | 0.0117 | - |
| 0.5953 | 65200 | 0.0 | - |
| 0.5958 | 65250 | 0.006 | - |
| 0.5962 | 65300 | 0.0001 | - |
| 0.5967 | 65350 | 0.0196 | - |
| 0.5971 | 65400 | 0.0 | - |
| 0.5976 | 65450 | 0.0 | - |
| 0.5981 | 65500 | 0.0 | - |
| 0.5985 | 65550 | 0.0 | - |
| 0.5990 | 65600 | 0.017 | - |
| 0.5994 | 65650 | 0.0006 | - |
| 0.5999 | 65700 | 0.0018 | - |
| 0.6003 | 65750 | 0.0028 | - |
| 0.6008 | 65800 | 0.0 | - |
| 0.6012 | 65850 | 0.0135 | - |
| 0.6017 | 65900 | 0.0063 | - |
| 0.6022 | 65950 | 0.0 | - |
| 0.6026 | 66000 | 0.0008 | - |
| 0.6031 | 66050 | 0.0027 | - |
| 0.6035 | 66100 | 0.0179 | - |
| 0.6040 | 66150 | 0.0083 | - |
| 0.6044 | 66200 | 0.0204 | - |
| 0.6049 | 66250 | 0.0209 | - |
| 0.6054 | 66300 | 0.0011 | - |
| 0.6058 | 66350 | 0.0386 | - |
| 0.6063 | 66400 | 0.0 | - |
| 0.6067 | 66450 | 0.006 | - |
| 0.6072 | 66500 | 0.0022 | - |
| 0.6076 | 66550 | 0.0059 | - |
| 0.6081 | 66600 | 0.0066 | - |
| 0.6086 | 66650 | 0.0 | - |
| 0.6090 | 66700 | 0.013 | - |
| 0.6095 | 66750 | 0.0067 | - |
| 0.6099 | 66800 | 0.0043 | - |
| 0.6104 | 66850 | 0.0231 | - |
| 0.6108 | 66900 | 0.0 | - |
| 0.6113 | 66950 | 0.0001 | - |
| 0.6117 | 67000 | 0.0008 | - |
| 0.6122 | 67050 | 0.0128 | - |
| 0.6127 | 67100 | 0.0073 | - |
| 0.6131 | 67150 | 0.0005 | - |
| 0.6136 | 67200 | 0.0087 | - |
| 0.6140 | 67250 | 0.0 | - |
| 0.6145 | 67300 | 0.0008 | - |
| 0.6149 | 67350 | 0.0066 | - |
| 0.6154 | 67400 | 0.0113 | - |
| 0.6159 | 67450 | 0.0027 | - |
| 0.6163 | 67500 | 0.0129 | - |
| 0.6168 | 67550 | 0.0097 | - |
| 0.6172 | 67600 | 0.0022 | - |
| 0.6177 | 67650 | 0.0179 | - |
| 0.6181 | 67700 | 0.0342 | - |
| 0.6186 | 67750 | 0.0161 | - |
| 0.6191 | 67800 | 0.001 | - |
| 0.6195 | 67850 | 0.0344 | - |
| 0.6200 | 67900 | 0.002 | - |
| 0.6204 | 67950 | 0.0435 | - |
| 0.6209 | 68000 | 0.0081 | - |
| 0.6213 | 68050 | 0.0 | - |
| 0.6218 | 68100 | 0.0022 | - |
| 0.6222 | 68150 | 0.0414 | - |
| 0.6227 | 68200 | 0.0052 | - |
| 0.6232 | 68250 | 0.0016 | - |
| 0.6236 | 68300 | 0.0019 | - |
| 0.6241 | 68350 | 0.0094 | - |
| 0.6245 | 68400 | 0.0027 | - |
| 0.6250 | 68450 | 0.0018 | - |
| 0.6254 | 68500 | 0.0112 | - |
| 0.6259 | 68550 | 0.0089 | - |
| 0.6264 | 68600 | 0.0016 | - |
| 0.6268 | 68650 | 0.0041 | - |
| 0.6273 | 68700 | 0.0018 | - |
| 0.6277 | 68750 | 0.002 | - |
| 0.6282 | 68800 | 0.004 | - |
| 0.6286 | 68850 | 0.0296 | - |
| 0.6291 | 68900 | 0.0094 | - |
| 0.6296 | 68950 | 0.0036 | - |
| 0.6300 | 69000 | 0.0007 | - |
| 0.6305 | 69050 | 0.0 | - |
| 0.6309 | 69100 | 0.0087 | - |
| 0.6314 | 69150 | 0.0045 | - |
| 0.6318 | 69200 | 0.0 | - |
| 0.6323 | 69250 | 0.0064 | - |
| 0.6327 | 69300 | 0.0 | - |
| 0.6332 | 69350 | 0.007 | - |
| 0.6337 | 69400 | 0.014 | - |
| 0.6341 | 69450 | 0.0 | - |
| 0.6346 | 69500 | 0.0 | - |
| 0.6350 | 69550 | 0.0 | - |
| 0.6355 | 69600 | 0.0117 | - |
| 0.6359 | 69650 | 0.0088 | - |
| 0.6364 | 69700 | 0.0136 | - |
| 0.6369 | 69750 | 0.0046 | - |
| 0.6373 | 69800 | 0.001 | - |
| 0.6378 | 69850 | 0.0183 | - |
| 0.6382 | 69900 | 0.0083 | - |
| 0.6387 | 69950 | 0.0128 | - |
| 0.6391 | 70000 | 0.0137 | - |
| 0.6396 | 70050 | 0.0 | - |
| 0.6401 | 70100 | 0.0082 | - |
| 0.6405 | 70150 | 0.0026 | - |
| 0.6410 | 70200 | 0.0063 | - |
| 0.6414 | 70250 | 0.0196 | - |
| 0.6419 | 70300 | 0.0047 | - |
| 0.6423 | 70350 | 0.0158 | - |
| 0.6428 | 70400 | 0.0 | - |
| 0.6432 | 70450 | 0.0052 | - |
| 0.6437 | 70500 | 0.0278 | - |
| 0.6442 | 70550 | 0.0054 | - |
| 0.6446 | 70600 | 0.0071 | - |
| 0.6451 | 70650 | 0.0072 | - |
| 0.6455 | 70700 | 0.0058 | - |
| 0.6460 | 70750 | 0.0 | - |
| 0.6464 | 70800 | 0.0261 | - |
| 0.6469 | 70850 | 0.0044 | - |
| 0.6474 | 70900 | 0.0134 | - |
| 0.6478 | 70950 | 0.0 | - |
| 0.6483 | 71000 | 0.0018 | - |
| 0.6487 | 71050 | 0.0381 | - |
| 0.6492 | 71100 | 0.0 | - |
| 0.6496 | 71150 | 0.0022 | - |
| 0.6501 | 71200 | 0.0058 | - |
| 0.6506 | 71250 | 0.0 | - |
| 0.6510 | 71300 | 0.0079 | - |
| 0.6515 | 71350 | 0.0193 | - |
| 0.6519 | 71400 | 0.0017 | - |
| 0.6524 | 71450 | 0.0 | - |
| 0.6528 | 71500 | 0.0 | - |
| 0.6533 | 71550 | 0.0135 | - |
| 0.6537 | 71600 | 0.0 | - |
| 0.6542 | 71650 | 0.0058 | - |
| 0.6547 | 71700 | 0.0092 | - |
| 0.6551 | 71750 | 0.0023 | - |
| 0.6556 | 71800 | 0.0247 | - |
| 0.6560 | 71850 | 0.0135 | - |
| 0.6565 | 71900 | 0.0107 | - |
| 0.6569 | 71950 | 0.0053 | - |
| 0.6574 | 72000 | 0.0065 | - |
| 0.6579 | 72050 | 0.0 | - |
| 0.6583 | 72100 | 0.0054 | - |
| 0.6588 | 72150 | 0.0025 | - |
| 0.6592 | 72200 | 0.0 | - |
| 0.6597 | 72250 | 0.0024 | - |
| 0.6601 | 72300 | 0.0166 | - |
| 0.6606 | 72350 | 0.0046 | - |
| 0.6611 | 72400 | 0.0055 | - |
| 0.6615 | 72450 | 0.002 | - |
| 0.6620 | 72500 | 0.0092 | - |
| 0.6624 | 72550 | 0.0026 | - |
| 0.6629 | 72600 | 0.0106 | - |
| 0.6633 | 72650 | 0.0094 | - |
| 0.6638 | 72700 | 0.0085 | - |
| 0.6643 | 72750 | 0.0195 | - |
| 0.6647 | 72800 | 0.0 | - |
| 0.6652 | 72850 | 0.0 | - |
| 0.6656 | 72900 | 0.0271 | - |
| 0.6661 | 72950 | 0.0047 | - |
| 0.6665 | 73000 | 0.0069 | - |
| 0.6670 | 73050 | 0.0133 | - |
| 0.6674 | 73100 | 0.0084 | - |
| 0.6679 | 73150 | 0.0068 | - |
| 0.6684 | 73200 | 0.006 | - |
| 0.6688 | 73250 | 0.0 | - |
| 0.6693 | 73300 | 0.0163 | - |
| 0.6697 | 73350 | 0.0146 | - |
| 0.6702 | 73400 | 0.0284 | - |
| 0.6706 | 73450 | 0.015 | - |
| 0.6711 | 73500 | 0.0 | - |
| 0.6716 | 73550 | 0.0213 | - |
| 0.6720 | 73600 | 0.0123 | - |
| 0.6725 | 73650 | 0.0128 | - |
| 0.6729 | 73700 | 0.0 | - |
| 0.6734 | 73750 | 0.0182 | - |
| 0.6738 | 73800 | 0.0008 | - |
| 0.6743 | 73850 | 0.0198 | - |
| 0.6748 | 73900 | 0.0065 | - |
| 0.6752 | 73950 | 0.0174 | - |
| 0.6757 | 74000 | 0.0155 | - |
| 0.6761 | 74050 | 0.0 | - |
| 0.6766 | 74100 | 0.0156 | - |
| 0.6770 | 74150 | 0.0155 | - |
| 0.6775 | 74200 | 0.026 | - |
| 0.6779 | 74250 | 0.0045 | - |
| 0.6784 | 74300 | 0.0063 | - |
| 0.6789 | 74350 | 0.002 | - |
| 0.6793 | 74400 | 0.013 | - |
| 0.6798 | 74450 | 0.0 | - |
| 0.6802 | 74500 | 0.0156 | - |
| 0.6807 | 74550 | 0.0113 | - |
| 0.6811 | 74600 | 0.0311 | - |
| 0.6816 | 74650 | 0.022 | - |
| 0.6821 | 74700 | 0.0168 | - |
| 0.6825 | 74750 | 0.0385 | - |
| 0.6830 | 74800 | 0.0071 | - |
| 0.6834 | 74850 | 0.0 | - |
| 0.6839 | 74900 | 0.0155 | - |
| 0.6843 | 74950 | 0.0007 | - |
| 0.6848 | 75000 | 0.0005 | - |
| 0.6853 | 75050 | 0.0156 | - |
| 0.6857 | 75100 | 0.042 | - |
| 0.6862 | 75150 | 0.0019 | - |
| 0.6866 | 75200 | 0.0 | - |
| 0.6871 | 75250 | 0.0092 | - |
| 0.6875 | 75300 | 0.0064 | - |
| 0.6880 | 75350 | 0.0 | - |
| 0.6884 | 75400 | 0.0156 | - |
| 0.6889 | 75450 | 0.0334 | - |
| 0.6894 | 75500 | 0.0037 | - |
| 0.6898 | 75550 | 0.038 | - |
| 0.6903 | 75600 | 0.002 | - |
| 0.6907 | 75650 | 0.0156 | - |
| 0.6912 | 75700 | 0.0009 | - |
| 0.6916 | 75750 | 0.0021 | - |
| 0.6921 | 75800 | 0.0142 | - |
| 0.6926 | 75850 | 0.0 | - |
| 0.6930 | 75900 | 0.0 | - |
| 0.6935 | 75950 | 0.0453 | - |
| 0.6939 | 76000 | 0.0 | - |
| 0.6944 | 76050 | 0.0016 | - |
| 0.6948 | 76100 | 0.0008 | - |
| 0.6953 | 76150 | 0.0311 | - |
| 0.6958 | 76200 | 0.0111 | - |
| 0.6962 | 76250 | 0.0473 | - |
| 0.6967 | 76300 | 0.0326 | - |
| 0.6971 | 76350 | 0.0021 | - |
| 0.6976 | 76400 | 0.0045 | - |
| 0.6980 | 76450 | 0.0069 | - |
| 0.6985 | 76500 | 0.0 | - |
| 0.6989 | 76550 | 0.0105 | - |
| 0.6994 | 76600 | 0.018 | - |
| 0.6999 | 76650 | 0.0 | - |
| 0.7003 | 76700 | 0.0054 | - |
| 0.7008 | 76750 | 0.0328 | - |
| 0.7012 | 76800 | 0.0311 | - |
| 0.7017 | 76850 | 0.0317 | - |
| 0.7021 | 76900 | 0.0023 | - |
| 0.7026 | 76950 | 0.0094 | - |
| 0.7031 | 77000 | 0.0012 | - |
| 0.7035 | 77050 | 0.0215 | - |
| 0.7040 | 77100 | 0.0023 | - |
| 0.7044 | 77150 | 0.0021 | - |
| 0.7049 | 77200 | 0.0157 | - |
| 0.7053 | 77250 | 0.0327 | - |
| 0.7058 | 77300 | 0.0198 | - |
| 0.7063 | 77350 | 0.0009 | - |
| 0.7067 | 77400 | 0.0 | - |
| 0.7072 | 77450 | 0.0155 | - |
| 0.7076 | 77500 | 0.0156 | - |
| 0.7081 | 77550 | 0.0 | - |
| 0.7085 | 77600 | 0.008 | - |
| 0.7090 | 77650 | 0.0206 | - |
| 0.7094 | 77700 | 0.0239 | - |
| 0.7099 | 77750 | 0.0 | - |
| 0.7104 | 77800 | 0.0025 | - |
| 0.7108 | 77850 | 0.0067 | - |
| 0.7113 | 77900 | 0.0157 | - |
| 0.7117 | 77950 | 0.0009 | - |
| 0.7122 | 78000 | 0.0 | - |
| 0.7126 | 78050 | 0.0156 | - |
| 0.7131 | 78100 | 0.0 | - |
| 0.7136 | 78150 | 0.0 | - |
| 0.7140 | 78200 | 0.0344 | - |
| 0.7145 | 78250 | 0.0 | - |
| 0.7149 | 78300 | 0.0064 | - |
| 0.7154 | 78350 | 0.0155 | - |
| 0.7158 | 78400 | 0.0165 | - |
| 0.7163 | 78450 | 0.0009 | - |
| 0.7168 | 78500 | 0.0024 | - |
| 0.7172 | 78550 | 0.0195 | - |
| 0.7177 | 78600 | 0.0109 | - |
| 0.7181 | 78650 | 0.0008 | - |
| 0.7186 | 78700 | 0.0258 | - |
| 0.7190 | 78750 | 0.0074 | - |
| 0.7195 | 78800 | 0.0 | - |
| 0.7199 | 78850 | 0.0008 | - |
| 0.7204 | 78900 | 0.0264 | - |
| 0.7209 | 78950 | 0.0242 | - |
| 0.7213 | 79000 | 0.001 | - |
| 0.7218 | 79050 | 0.0081 | - |
| 0.7222 | 79100 | 0.0156 | - |
| 0.7227 | 79150 | 0.0 | - |
| 0.7231 | 79200 | 0.0022 | - |
| 0.7236 | 79250 | 0.0318 | - |
| 0.7241 | 79300 | 0.013 | - |
| 0.7245 | 79350 | 0.0068 | - |
| 0.7250 | 79400 | 0.0177 | - |
| 0.7254 | 79450 | 0.0164 | - |
| 0.7259 | 79500 | 0.0063 | - |
| 0.7263 | 79550 | 0.0 | - |
| 0.7268 | 79600 | 0.0045 | - |
| 0.7273 | 79650 | 0.0066 | - |
| 0.7277 | 79700 | 0.0 | - |
| 0.7282 | 79750 | 0.0224 | - |
| 0.7286 | 79800 | 0.0066 | - |
| 0.7291 | 79850 | 0.0 | - |
| 0.7295 | 79900 | 0.0009 | - |
| 0.7300 | 79950 | 0.0048 | - |
| 0.7304 | 80000 | 0.0155 | - |
| 0.7309 | 80050 | 0.0 | - |
| 0.7314 | 80100 | 0.002 | - |
| 0.7318 | 80150 | 0.0165 | - |
| 0.7323 | 80200 | 0.0311 | - |
| 0.7327 | 80250 | 0.0112 | - |
| 0.7332 | 80300 | 0.0 | - |
| 0.7336 | 80350 | 0.009 | - |
| 0.7341 | 80400 | 0.0166 | - |
| 0.7346 | 80450 | 0.001 | - |
| 0.7350 | 80500 | 0.0311 | - |
| 0.7355 | 80550 | 0.0172 | - |
| 0.7359 | 80600 | 0.0007 | - |
| 0.7364 | 80650 | 0.0193 | - |
| 0.7368 | 80700 | 0.0007 | - |
| 0.7373 | 80750 | 0.0196 | - |
| 0.7378 | 80800 | 0.0311 | - |
| 0.7382 | 80850 | 0.0178 | - |
| 0.7387 | 80900 | 0.0079 | - |
| 0.7391 | 80950 | 0.0058 | - |
| 0.7396 | 81000 | 0.0311 | - |
| 0.7400 | 81050 | 0.007 | - |
| 0.7405 | 81100 | 0.0016 | - |
| 0.7409 | 81150 | 0.0321 | - |
| 0.7414 | 81200 | 0.0089 | - |
| 0.7419 | 81250 | 0.0 | - |
| 0.7423 | 81300 | 0.0 | - |
| 0.7428 | 81350 | 0.0078 | - |
| 0.7432 | 81400 | 0.0 | - |
| 0.7437 | 81450 | 0.0026 | - |
| 0.7441 | 81500 | 0.0 | - |
| 0.7446 | 81550 | 0.0 | - |
| 0.7451 | 81600 | 0.0069 | - |
| 0.7455 | 81650 | 0.0177 | - |
| 0.7460 | 81700 | 0.0097 | - |
| 0.7464 | 81750 | 0.008 | - |
| 0.7469 | 81800 | 0.0175 | - |
| 0.7473 | 81850 | 0.0 | - |
| 0.7478 | 81900 | 0.0171 | - |
| 0.7483 | 81950 | 0.0179 | - |
| 0.7487 | 82000 | 0.0219 | - |
| 0.7492 | 82050 | 0.0387 | - |
| 0.7496 | 82100 | 0.0156 | - |
| 0.7501 | 82150 | 0.0063 | - |
| 0.7505 | 82200 | 0.0 | - |
| 0.7510 | 82250 | 0.009 | - |
| 0.7514 | 82300 | 0.0 | - |
| 0.7519 | 82350 | 0.0156 | - |
| 0.7524 | 82400 | 0.0008 | - |
| 0.7528 | 82450 | 0.022 | - |
| 0.7533 | 82500 | 0.0056 | - |
| 0.7537 | 82550 | 0.0009 | - |
| 0.7542 | 82600 | 0.0164 | - |
| 0.7546 | 82650 | 0.001 | - |
| 0.7551 | 82700 | 0.001 | - |
| 0.7556 | 82750 | 0.0063 | - |
| 0.7560 | 82800 | 0.0157 | - |
| 0.7565 | 82850 | 0.025 | - |
| 0.7569 | 82900 | 0.0 | - |
| 0.7574 | 82950 | 0.0411 | - |
| 0.7578 | 83000 | 0.0 | - |
| 0.7583 | 83050 | 0.0467 | - |
| 0.7588 | 83100 | 0.0 | - |
| 0.7592 | 83150 | 0.0198 | - |
| 0.7597 | 83200 | 0.0322 | - |
| 0.7601 | 83250 | 0.0 | - |
| 0.7606 | 83300 | 0.008 | - |
| 0.7610 | 83350 | 0.0025 | - |
| 0.7615 | 83400 | 0.0178 | - |
| 0.7619 | 83450 | 0.0167 | - |
| 0.7624 | 83500 | 0.0032 | - |
| 0.7629 | 83550 | 0.0095 | - |
| 0.7633 | 83600 | 0.0368 | - |
| 0.7638 | 83650 | 0.0323 | - |
| 0.7642 | 83700 | 0.0239 | - |
| 0.7647 | 83750 | 0.0155 | - |
| 0.7651 | 83800 | 0.0216 | - |
| 0.7656 | 83850 | 0.002 | - |
| 0.7661 | 83900 | 0.0014 | - |
| 0.7665 | 83950 | 0.0346 | - |
| 0.7670 | 84000 | 0.019 | - |
| 0.7674 | 84050 | 0.0012 | - |
| 0.7679 | 84100 | 0.0 | - |
| 0.7683 | 84150 | 0.0067 | - |
| 0.7688 | 84200 | 0.0053 | - |
| 0.7693 | 84250 | 0.0 | - |
| 0.7697 | 84300 | 0.002 | - |
| 0.7702 | 84350 | 0.0204 | - |
| 0.7706 | 84400 | 0.0216 | - |
| 0.7711 | 84450 | 0.0169 | - |
| 0.7715 | 84500 | 0.0023 | - |
| 0.7720 | 84550 | 0.001 | - |
| 0.7724 | 84600 | 0.0332 | - |
| 0.7729 | 84650 | 0.0038 | - |
| 0.7734 | 84700 | 0.0155 | - |
| 0.7738 | 84750 | 0.0041 | - |
| 0.7743 | 84800 | 0.0 | - |
| 0.7747 | 84850 | 0.031 | - |
| 0.7752 | 84900 | 0.0182 | - |
| 0.7756 | 84950 | 0.0059 | - |
| 0.7761 | 85000 | 0.0051 | - |
| 0.7766 | 85050 | 0.0 | - |
| 0.7770 | 85100 | 0.001 | - |
| 0.7775 | 85150 | 0.0 | - |
| 0.7779 | 85200 | 0.0197 | - |
| 0.7784 | 85250 | 0.0177 | - |
| 0.7788 | 85300 | 0.0 | - |
| 0.7793 | 85350 | 0.0 | - |
| 0.7798 | 85400 | 0.0088 | - |
| 0.7802 | 85450 | 0.0156 | - |
| 0.7807 | 85500 | 0.0166 | - |
| 0.7811 | 85550 | 0.01 | - |
| 0.7816 | 85600 | 0.0244 | - |
| 0.7820 | 85650 | 0.0087 | - |
| 0.7825 | 85700 | 0.0156 | - |
| 0.7829 | 85750 | 0.0175 | - |
| 0.7834 | 85800 | 0.0018 | - |
| 0.7839 | 85850 | 0.0 | - |
| 0.7843 | 85900 | 0.018 | - |
| 0.7848 | 85950 | 0.0085 | - |
| 0.7852 | 86000 | 0.0268 | - |
| 0.7857 | 86050 | 0.0155 | - |
| 0.7861 | 86100 | 0.0194 | - |
| 0.7866 | 86150 | 0.0255 | - |
| 0.7871 | 86200 | 0.0 | - |
| 0.7875 | 86250 | 0.0071 | - |
| 0.7880 | 86300 | 0.0105 | - |
| 0.7884 | 86350 | 0.002 | - |
| 0.7889 | 86400 | 0.0 | - |
| 0.7893 | 86450 | 0.007 | - |
| 0.7898 | 86500 | 0.0155 | - |
| 0.7903 | 86550 | 0.001 | - |
| 0.7907 | 86600 | 0.0053 | - |
| 0.7912 | 86650 | 0.0184 | - |
| 0.7916 | 86700 | 0.0156 | - |
| 0.7921 | 86750 | 0.001 | - |
| 0.7925 | 86800 | 0.0057 | - |
| 0.7930 | 86850 | 0.004 | - |
| 0.7934 | 86900 | 0.0108 | - |
| 0.7939 | 86950 | 0.0 | - |
| 0.7944 | 87000 | 0.0024 | - |
| 0.7948 | 87050 | 0.0467 | - |
| 0.7953 | 87100 | 0.0156 | - |
| 0.7957 | 87150 | 0.0027 | - |
| 0.7962 | 87200 | 0.0166 | - |
| 0.7966 | 87250 | 0.0153 | - |
| 0.7971 | 87300 | 0.0166 | - |
| 0.7976 | 87350 | 0.0196 | - |
| 0.7980 | 87400 | 0.0244 | - |
| 0.7985 | 87450 | 0.0155 | - |
| 0.7989 | 87500 | 0.0009 | - |
| 0.7994 | 87550 | 0.0175 | - |
| 0.7998 | 87600 | 0.0156 | - |
| 0.8003 | 87650 | 0.0028 | - |
| 0.8008 | 87700 | 0.0037 | - |
| 0.8012 | 87750 | 0.0032 | - |
| 0.8017 | 87800 | 0.0224 | - |
| 0.8021 | 87850 | 0.0156 | - |
| 0.8026 | 87900 | 0.0 | - |
| 0.8030 | 87950 | 0.0182 | - |
| 0.8035 | 88000 | 0.0 | - |
| 0.8039 | 88050 | 0.0 | - |
| 0.8044 | 88100 | 0.0155 | - |
| 0.8049 | 88150 | 0.0177 | - |
| 0.8053 | 88200 | 0.0 | - |
| 0.8058 | 88250 | 0.0179 | - |
| 0.8062 | 88300 | 0.0079 | - |
| 0.8067 | 88350 | 0.0238 | - |
| 0.8071 | 88400 | 0.0009 | - |
| 0.8076 | 88450 | 0.0176 | - |
| 0.8081 | 88500 | 0.0043 | - |
| 0.8085 | 88550 | 0.0331 | - |
| 0.8090 | 88600 | 0.0177 | - |
| 0.8094 | 88650 | 0.0084 | - |
| 0.8099 | 88700 | 0.0073 | - |
| 0.8103 | 88750 | 0.0063 | - |
| 0.8108 | 88800 | 0.0 | - |
| 0.8113 | 88850 | 0.0021 | - |
| 0.8117 | 88900 | 0.002 | - |
| 0.8122 | 88950 | 0.0156 | - |
| 0.8126 | 89000 | 0.0103 | - |
| 0.8131 | 89050 | 0.0466 | - |
| 0.8135 | 89100 | 0.0 | - |
| 0.8140 | 89150 | 0.0338 | - |
| 0.8144 | 89200 | 0.0 | - |
| 0.8149 | 89250 | 0.0021 | - |
| 0.8154 | 89300 | 0.0007 | - |
| 0.8158 | 89350 | 0.0474 | - |
| 0.8163 | 89400 | 0.0136 | - |
| 0.8167 | 89450 | 0.004 | - |
| 0.8172 | 89500 | 0.0046 | - |
| 0.8176 | 89550 | 0.0237 | - |
| 0.8181 | 89600 | 0.0466 | - |
| 0.8186 | 89650 | 0.0155 | - |
| 0.8190 | 89700 | 0.0 | - |
| 0.8195 | 89750 | 0.0 | - |
| 0.8199 | 89800 | 0.0027 | - |
| 0.8204 | 89850 | 0.0221 | - |
| 0.8208 | 89900 | 0.0181 | - |
| 0.8213 | 89950 | 0.0143 | - |
| 0.8218 | 90000 | 0.0025 | - |
| 0.8222 | 90050 | 0.0321 | - |
| 0.8227 | 90100 | 0.0083 | - |
| 0.8231 | 90150 | 0.0049 | - |
| 0.8236 | 90200 | 0.0179 | - |
| 0.8240 | 90250 | 0.0024 | - |
| 0.8245 | 90300 | 0.0167 | - |
| 0.8249 | 90350 | 0.0155 | - |
| 0.8254 | 90400 | 0.0155 | - |
| 0.8259 | 90450 | 0.0 | - |
| 0.8263 | 90500 | 0.0263 | - |
| 0.8268 | 90550 | 0.0155 | - |
| 0.8272 | 90600 | 0.0233 | - |
| 0.8277 | 90650 | 0.0 | - |
| 0.8281 | 90700 | 0.0293 | - |
| 0.8286 | 90750 | 0.0213 | - |
| 0.8291 | 90800 | 0.0156 | - |
| 0.8295 | 90850 | 0.0369 | - |
| 0.8300 | 90900 | 0.036 | - |
| 0.8304 | 90950 | 0.0 | - |
| 0.8309 | 91000 | 0.0 | - |
| 0.8313 | 91050 | 0.0087 | - |
| 0.8318 | 91100 | 0.0 | - |
| 0.8323 | 91150 | 0.0214 | - |
| 0.8327 | 91200 | 0.0155 | - |
| 0.8332 | 91250 | 0.0 | - |
| 0.8336 | 91300 | 0.0 | - |
| 0.8341 | 91350 | 0.0163 | - |
| 0.8345 | 91400 | 0.0035 | - |
| 0.8350 | 91450 | 0.0026 | - |
| 0.8354 | 91500 | 0.0032 | - |
| 0.8359 | 91550 | 0.0303 | - |
| 0.8364 | 91600 | 0.0036 | - |
| 0.8368 | 91650 | 0.0078 | - |
| 0.8373 | 91700 | 0.0 | - |
| 0.8377 | 91750 | 0.0051 | - |
| 0.8382 | 91800 | 0.001 | - |
| 0.8386 | 91850 | 0.0144 | - |
| 0.8391 | 91900 | 0.0014 | - |
| 0.8396 | 91950 | 0.0227 | - |
| 0.8400 | 92000 | 0.0 | - |
| 0.8405 | 92050 | 0.0064 | - |
| 0.8409 | 92100 | 0.0195 | - |
| 0.8414 | 92150 | 0.0041 | - |
| 0.8418 | 92200 | 0.0 | - |
| 0.8423 | 92250 | 0.0085 | - |
| 0.8428 | 92300 | 0.0073 | - |
| 0.8432 | 92350 | 0.0023 | - |
| 0.8437 | 92400 | 0.012 | - |
| 0.8441 | 92450 | 0.0017 | - |
| 0.8446 | 92500 | 0.0106 | - |
| 0.8450 | 92550 | 0.009 | - |
| 0.8455 | 92600 | 0.0 | - |
| 0.8459 | 92650 | 0.0 | - |
| 0.8464 | 92700 | 0.001 | - |
| 0.8469 | 92750 | 0.0093 | - |
| 0.8473 | 92800 | 0.0064 | - |
| 0.8478 | 92850 | 0.0045 | - |
| 0.8482 | 92900 | 0.02 | - |
| 0.8487 | 92950 | 0.0009 | - |
| 0.8491 | 93000 | 0.0029 | - |
| 0.8496 | 93050 | 0.0115 | - |
| 0.8501 | 93100 | 0.0285 | - |
| 0.8505 | 93150 | 0.0149 | - |
| 0.8510 | 93200 | 0.002 | - |
| 0.8514 | 93250 | 0.0014 | - |
| 0.8519 | 93300 | 0.0066 | - |
| 0.8523 | 93350 | 0.0064 | - |
| 0.8528 | 93400 | 0.0327 | - |
| 0.8533 | 93450 | 0.02 | - |
| 0.8537 | 93500 | 0.0081 | - |
| 0.8542 | 93550 | 0.0068 | - |
| 0.8546 | 93600 | 0.018 | - |
| 0.8551 | 93650 | 0.0196 | - |
| 0.8555 | 93700 | 0.0126 | - |
| 0.8560 | 93750 | 0.0076 | - |
| 0.8564 | 93800 | 0.0 | - |
| 0.8569 | 93850 | 0.0112 | - |
| 0.8574 | 93900 | 0.0156 | - |
| 0.8578 | 93950 | 0.0127 | - |
| 0.8583 | 94000 | 0.0067 | - |
| 0.8587 | 94050 | 0.0078 | - |
| 0.8592 | 94100 | 0.0079 | - |
| 0.8596 | 94150 | 0.0059 | - |
| 0.8601 | 94200 | 0.0 | - |
| 0.8606 | 94250 | 0.0106 | - |
| 0.8610 | 94300 | 0.0047 | - |
| 0.8615 | 94350 | 0.0084 | - |
| 0.8619 | 94400 | 0.0122 | - |
| 0.8624 | 94450 | 0.0178 | - |
| 0.8628 | 94500 | 0.0038 | - |
| 0.8633 | 94550 | 0.0099 | - |
| 0.8638 | 94600 | 0.0051 | - |
| 0.8642 | 94650 | 0.0 | - |
| 0.8647 | 94700 | 0.004 | - |
| 0.8651 | 94750 | 0.0125 | - |
| 0.8656 | 94800 | 0.0031 | - |
| 0.8660 | 94850 | 0.0022 | - |
| 0.8665 | 94900 | 0.0207 | - |
| 0.8669 | 94950 | 0.0 | - |
| 0.8674 | 95000 | 0.004 | - |
| 0.8679 | 95050 | 0.0204 | - |
| 0.8683 | 95100 | 0.001 | - |
| 0.8688 | 95150 | 0.0227 | - |
| 0.8692 | 95200 | 0.0122 | - |
| 0.8697 | 95250 | 0.0019 | - |
| 0.8701 | 95300 | 0.0051 | - |
| 0.8706 | 95350 | 0.0067 | - |
| 0.8711 | 95400 | 0.0023 | - |
| 0.8715 | 95450 | 0.0111 | - |
| 0.8720 | 95500 | 0.0079 | - |
| 0.8724 | 95550 | 0.0132 | - |
| 0.8729 | 95600 | 0.0043 | - |
| 0.8733 | 95650 | 0.0 | - |
| 0.8738 | 95700 | 0.0 | - |
| 0.8743 | 95750 | 0.0134 | - |
| 0.8747 | 95800 | 0.004 | - |
| 0.8752 | 95850 | 0.0154 | - |
| 0.8756 | 95900 | 0.0107 | - |
| 0.8761 | 95950 | 0.0161 | - |
| 0.8765 | 96000 | 0.0 | - |
| 0.8770 | 96050 | 0.0092 | - |
| 0.8774 | 96100 | 0.0197 | - |
| 0.8779 | 96150 | 0.0064 | - |
| 0.8784 | 96200 | 0.0147 | - |
| 0.8788 | 96250 | 0.0207 | - |
| 0.8793 | 96300 | 0.015 | - |
| 0.8797 | 96350 | 0.0071 | - |
| 0.8802 | 96400 | 0.0286 | - |
| 0.8806 | 96450 | 0.0016 | - |
| 0.8811 | 96500 | 0.0043 | - |
| 0.8816 | 96550 | 0.0293 | - |
| 0.8820 | 96600 | 0.003 | - |
| 0.8825 | 96650 | 0.0076 | - |
| 0.8829 | 96700 | 0.0126 | - |
| 0.8834 | 96750 | 0.0176 | - |
| 0.8838 | 96800 | 0.002 | - |
| 0.8843 | 96850 | 0.0145 | - |
| 0.8848 | 96900 | 0.0141 | - |
| 0.8852 | 96950 | 0.0 | - |
| 0.8857 | 97000 | 0.0051 | - |
| 0.8861 | 97050 | 0.0228 | - |
| 0.8866 | 97100 | 0.0013 | - |
| 0.8870 | 97150 | 0.0171 | - |
| 0.8875 | 97200 | 0.0061 | - |
| 0.8879 | 97250 | 0.0137 | - |
| 0.8884 | 97300 | 0.0133 | - |
| 0.8889 | 97350 | 0.0104 | - |
| 0.8893 | 97400 | 0.0019 | - |
| 0.8898 | 97450 | 0.0 | - |
| 0.8902 | 97500 | 0.0067 | - |
| 0.8907 | 97550 | 0.0073 | - |
| 0.8911 | 97600 | 0.0114 | - |
| 0.8916 | 97650 | 0.0083 | - |
| 0.8921 | 97700 | 0.0014 | - |
| 0.8925 | 97750 | 0.0 | - |
| 0.8930 | 97800 | 0.004 | - |
| 0.8934 | 97850 | 0.001 | - |
| 0.8939 | 97900 | 0.0 | - |
| 0.8943 | 97950 | 0.0077 | - |
| 0.8948 | 98000 | 0.0008 | - |
| 0.8953 | 98050 | 0.0041 | - |
| 0.8957 | 98100 | 0.0035 | - |
| 0.8962 | 98150 | 0.0168 | - |
| 0.8966 | 98200 | 0.0082 | - |
| 0.8971 | 98250 | 0.0078 | - |
| 0.8975 | 98300 | 0.0011 | - |
| 0.8980 | 98350 | 0.0125 | - |
| 0.8984 | 98400 | 0.0038 | - |
| 0.8989 | 98450 | 0.0258 | - |
| 0.8994 | 98500 | 0.0 | - |
| 0.8998 | 98550 | 0.0102 | - |
| 0.9003 | 98600 | 0.0016 | - |
| 0.9007 | 98650 | 0.0055 | - |
| 0.9012 | 98700 | 0.0068 | - |
| 0.9016 | 98750 | 0.0058 | - |
| 0.9021 | 98800 | 0.0078 | - |
| 0.9026 | 98850 | 0.0159 | - |
| 0.9030 | 98900 | 0.0 | - |
| 0.9035 | 98950 | 0.0113 | - |
| 0.9039 | 99000 | 0.0122 | - |
| 0.9044 | 99050 | 0.0086 | - |
| 0.9048 | 99100 | 0.0224 | - |
| 0.9053 | 99150 | 0.0032 | - |
| 0.9058 | 99200 | 0.006 | - |
| 0.9062 | 99250 | 0.0145 | - |
| 0.9067 | 99300 | 0.0044 | - |
| 0.9071 | 99350 | 0.0158 | - |
| 0.9076 | 99400 | 0.0044 | - |
| 0.9080 | 99450 | 0.0018 | - |
| 0.9085 | 99500 | 0.0009 | - |
| 0.9089 | 99550 | 0.002 | - |
| 0.9094 | 99600 | 0.0117 | - |
| 0.9099 | 99650 | 0.0021 | - |
| 0.9103 | 99700 | 0.0107 | - |
| 0.9108 | 99750 | 0.0144 | - |
| 0.9112 | 99800 | 0.0009 | - |
| 0.9117 | 99850 | 0.0028 | - |
| 0.9121 | 99900 | 0.0034 | - |
| 0.9126 | 99950 | 0.0 | - |
| 0.9131 | 100000 | 0.0074 | - |
| 0.9135 | 100050 | 0.0181 | - |
| 0.9140 | 100100 | 0.0086 | - |
| 0.9144 | 100150 | 0.0065 | - |
| 0.9149 | 100200 | 0.0007 | - |
| 0.9153 | 100250 | 0.0019 | - |
| 0.9158 | 100300 | 0.0423 | - |
| 0.9163 | 100350 | 0.0056 | - |
| 0.9167 | 100400 | 0.007 | - |
| 0.9172 | 100450 | 0.0006 | - |
| 0.9176 | 100500 | 0.0026 | - |
| 0.9181 | 100550 | 0.0124 | - |
| 0.9185 | 100600 | 0.0028 | - |
| 0.9190 | 100650 | 0.0007 | - |
| 0.9194 | 100700 | 0.0 | - |
| 0.9199 | 100750 | 0.0078 | - |
| 0.9204 | 100800 | 0.0104 | - |
| 0.9208 | 100850 | 0.0 | - |
| 0.9213 | 100900 | 0.0108 | - |
| 0.9217 | 100950 | 0.0 | - |
| 0.9222 | 101000 | 0.0099 | - |
| 0.9226 | 101050 | 0.0077 | - |
| 0.9231 | 101100 | 0.0089 | - |
| 0.9236 | 101150 | 0.0104 | - |
| 0.9240 | 101200 | 0.0127 | - |
| 0.9245 | 101250 | 0.0341 | - |
| 0.9249 | 101300 | 0.0148 | - |
| 0.9254 | 101350 | 0.0119 | - |
| 0.9258 | 101400 | 0.0029 | - |
| 0.9263 | 101450 | 0.0164 | - |
| 0.9268 | 101500 | 0.016 | - |
| 0.9272 | 101550 | 0.0072 | - |
| 0.9277 | 101600 | 0.0024 | - |
| 0.9281 | 101650 | 0.0122 | - |
| 0.9286 | 101700 | 0.0 | - |
| 0.9290 | 101750 | 0.0058 | - |
| 0.9295 | 101800 | 0.0064 | - |
| 0.9300 | 101850 | 0.0035 | - |
| 0.9304 | 101900 | 0.0007 | - |
| 0.9309 | 101950 | 0.0 | - |
| 0.9313 | 102000 | 0.0239 | - |
| 0.9318 | 102050 | 0.0143 | - |
| 0.9322 | 102100 | 0.0059 | - |
| 0.9327 | 102150 | 0.0054 | - |
| 0.9331 | 102200 | 0.0262 | - |
| 0.9336 | 102250 | 0.0035 | - |
| 0.9341 | 102300 | 0.0023 | - |
| 0.9345 | 102350 | 0.009 | - |
| 0.9350 | 102400 | 0.0119 | - |
| 0.9354 | 102450 | 0.0158 | - |
| 0.9359 | 102500 | 0.0195 | - |
| 0.9363 | 102550 | 0.0041 | - |
| 0.9368 | 102600 | 0.0178 | - |
| 0.9373 | 102650 | 0.0118 | - |
| 0.9377 | 102700 | 0.0033 | - |
| 0.9382 | 102750 | 0.0 | - |
| 0.9386 | 102800 | 0.0232 | - |
| 0.9391 | 102850 | 0.0117 | - |
| 0.9395 | 102900 | 0.0017 | - |
| 0.9400 | 102950 | 0.0427 | - |
| 0.9405 | 103000 | 0.0 | - |
| 0.9409 | 103050 | 0.0078 | - |
| 0.9414 | 103100 | 0.0 | - |
| 0.9418 | 103150 | 0.0022 | - |
| 0.9423 | 103200 | 0.0107 | - |
| 0.9427 | 103250 | 0.0 | - |
| 0.9432 | 103300 | 0.0 | - |
| 0.9436 | 103350 | 0.0078 | - |
| 0.9441 | 103400 | 0.0033 | - |
| 0.9446 | 103450 | 0.0168 | - |
| 0.9450 | 103500 | 0.0093 | - |
| 0.9455 | 103550 | 0.0022 | - |
| 0.9459 | 103600 | 0.0 | - |
| 0.9464 | 103650 | 0.0021 | - |
| 0.9468 | 103700 | 0.0162 | - |
| 0.9473 | 103750 | 0.0033 | - |
| 0.9478 | 103800 | 0.0084 | - |
| 0.9482 | 103850 | 0.0069 | - |
| 0.9487 | 103900 | 0.0065 | - |
| 0.9491 | 103950 | 0.0261 | - |
| 0.9496 | 104000 | 0.0072 | - |
| 0.9500 | 104050 | 0.0 | - |
| 0.9505 | 104100 | 0.0115 | - |
| 0.9510 | 104150 | 0.0 | - |
| 0.9514 | 104200 | 0.0066 | - |
| 0.9519 | 104250 | 0.0128 | - |
| 0.9523 | 104300 | 0.0 | - |
| 0.9528 | 104350 | 0.0019 | - |
| 0.9532 | 104400 | 0.0 | - |
| 0.9537 | 104450 | 0.0028 | - |
| 0.9541 | 104500 | 0.0084 | - |
| 0.9546 | 104550 | 0.0 | - |
| 0.9551 | 104600 | 0.0133 | - |
| 0.9555 | 104650 | 0.0021 | - |
| 0.9560 | 104700 | 0.0106 | - |
| 0.9564 | 104750 | 0.002 | - |
| 0.9569 | 104800 | 0.0 | - |
| 0.9573 | 104850 | 0.0095 | - |
| 0.9578 | 104900 | 0.0239 | - |
| 0.9583 | 104950 | 0.0013 | - |
| 0.9587 | 105000 | 0.0043 | - |
| 0.9592 | 105050 | 0.0081 | - |
| 0.9596 | 105100 | 0.0298 | - |
| 0.9601 | 105150 | 0.0081 | - |
| 0.9605 | 105200 | 0.0045 | - |
| 0.9610 | 105250 | 0.0206 | - |
| 0.9615 | 105300 | 0.0035 | - |
| 0.9619 | 105350 | 0.0176 | - |
| 0.9624 | 105400 | 0.0 | - |
| 0.9628 | 105450 | 0.0 | - |
| 0.9633 | 105500 | 0.0007 | - |
| 0.9637 | 105550 | 0.011 | - |
| 0.9642 | 105600 | 0.002 | - |
| 0.9646 | 105650 | 0.0 | - |
| 0.9651 | 105700 | 0.0217 | - |
| 0.9656 | 105750 | 0.0 | - |
| 0.9660 | 105800 | 0.0148 | - |
| 0.9665 | 105850 | 0.0065 | - |
| 0.9669 | 105900 | 0.0116 | - |
| 0.9674 | 105950 | 0.0219 | - |
| 0.9678 | 106000 | 0.011 | - |
| 0.9683 | 106050 | 0.0183 | - |
| 0.9688 | 106100 | 0.0125 | - |
| 0.9692 | 106150 | 0.002 | - |
| 0.9697 | 106200 | 0.0065 | - |
| 0.9701 | 106250 | 0.009 | - |
| 0.9706 | 106300 | 0.0114 | - |
| 0.9710 | 106350 | 0.0007 | - |
| 0.9715 | 106400 | 0.0104 | - |
| 0.9720 | 106450 | 0.0 | - |
| 0.9724 | 106500 | 0.0047 | - |
| 0.9729 | 106550 | 0.0111 | - |
| 0.9733 | 106600 | 0.0138 | - |
| 0.9738 | 106650 | 0.0148 | - |
| 0.9742 | 106700 | 0.0065 | - |
| 0.9747 | 106750 | 0.0262 | - |
| 0.9751 | 106800 | 0.0021 | - |
| 0.9756 | 106850 | 0.002 | - |
| 0.9761 | 106900 | 0.0 | - |
| 0.9765 | 106950 | 0.0 | - |
| 0.9770 | 107000 | 0.0028 | - |
| 0.9774 | 107050 | 0.0085 | - |
| 0.9779 | 107100 | 0.0 | - |
| 0.9783 | 107150 | 0.0083 | - |
| 0.9788 | 107200 | 0.0003 | - |
| 0.9793 | 107250 | 0.0082 | - |
| 0.9797 | 107300 | 0.0 | - |
| 0.9802 | 107350 | 0.0007 | - |
| 0.9806 | 107400 | 0.0021 | - |
| 0.9811 | 107450 | 0.0112 | - |
| 0.9815 | 107500 | 0.0 | - |
| 0.9820 | 107550 | 0.0118 | - |
| 0.9825 | 107600 | 0.0224 | - |
| 0.9829 | 107650 | 0.0104 | - |
| 0.9834 | 107700 | 0.0129 | - |
| 0.9838 | 107750 | 0.0045 | - |
| 0.9843 | 107800 | 0.0027 | - |
| 0.9847 | 107850 | 0.0083 | - |
| 0.9852 | 107900 | 0.0097 | - |
| 0.9856 | 107950 | 0.0023 | - |
| 0.9861 | 108000 | 0.0063 | - |
| 0.9866 | 108050 | 0.0099 | - |
| 0.9870 | 108100 | 0.0063 | - |
| 0.9875 | 108150 | 0.0116 | - |
| 0.9879 | 108200 | 0.0101 | - |
| 0.9884 | 108250 | 0.0146 | - |
| 0.9888 | 108300 | 0.0065 | - |
| 0.9893 | 108350 | 0.0119 | - |
| 0.9898 | 108400 | 0.0008 | - |
| 0.9902 | 108450 | 0.0039 | - |
| 0.9907 | 108500 | 0.0226 | - |
| 0.9911 | 108550 | 0.0073 | - |
| 0.9916 | 108600 | 0.0014 | - |
| 0.9920 | 108650 | 0.0 | - |
| 0.9925 | 108700 | 0.0025 | - |
| 0.9930 | 108750 | 0.0109 | - |
| 0.9934 | 108800 | 0.007 | - |
| 0.9939 | 108850 | 0.0014 | - |
| 0.9943 | 108900 | 0.0062 | - |
| 0.9948 | 108950 | 0.0084 | - |
| 0.9952 | 109000 | 0.0062 | - |
| 0.9957 | 109050 | 0.0007 | - |
| 0.9961 | 109100 | 0.0058 | - |
| 0.9966 | 109150 | 0.0062 | - |
| 0.9971 | 109200 | 0.0043 | - |
| 0.9975 | 109250 | 0.002 | - |
| 0.9980 | 109300 | 0.0035 | - |
| 0.9984 | 109350 | 0.0084 | - |
| 0.9989 | 109400 | 0.0024 | - |
| 0.9993 | 109450 | 0.0083 | - |
| 0.9998 | 109500 | 0.0 | - |
### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.3
- Sentence Transformers: 3.0.1
- spaCy: 3.7.4
- Transformers: 4.36.2
- PyTorch: 2.3.0+cu121
- Datasets: 2.19.2
- Tokenizers: 0.15.2
## Citation
### BibTeX
```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}
}
```