---
base_model: sentence-transformers/paraphrase-mpnet-base-v2
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: can you confirm if your company's origin is india
- text: no i don't care for it
- text: what's the weather trend
- text: is this a scripted chat or a live one
- text: i am 45 years old
inference: true
---
# SetFit with sentence-transformers/paraphrase-mpnet-base-v2
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.
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.
## Model Details
### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 512 tokens
- **Number of Classes:** 30 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 |
|:---------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| sorry_greeting | - "I don't feel good today. If you could call me any other day, I can sneak out."
- "i'm feeling a bit out of sorts"
- "unfortunately i'm feeling pretty low"
|
| other | - 'As soon as possible.'
- 'My name is Al.'
- "You'll leave your naming number."
|
| not_decision_maker | - "my role doesn't involve making these decisions"
- 'I just brought my husband.'
- "I'm her PA."
|
| abusive | - 'Rob PD.'
- 'clunge'
- "No, the fuck I don't, y'all."
|
| answering_machine | - "you've reached stuart's voicemail please leave your message after the beep"
- 'Please leave a name and number. Please stay slowly. Use the kill message.'
- " from my phone, so text me and I'll get back with you ASAP."
|
| BUSY | - " If I don't answer, just try back or I'll use it. I'm busy."
- "No, I don't have a minute right now."
- "Right now I'm going to review that."
|
| language_barrier | - 'Julia?'
- 'Take care and goodbye. habla esa espa������ol'
- 'no understand speak slow please'
|
| interested | - 'Yes. Part B. Hmm. Okay.'
- 'Yes, we do. Hmm, okay.'
- 'Well, I have humanity. Okay. Great.'
|
| provide_age | - 'i am 62 years old'
- 'my year of birth is 82'
- 'Seventy-seven.'
|
| DNC | - 'No, take my name off your list.'
- 'can you quit ringing me i want you to add my number to your do not call system'
- "i don't buy stuff for people that call me on the phone"
|
| decline | - 'Really, at this moment, I do not.'
- ' All right, sorry.'
- "Not at this time, I don't. I'm in a hurry."
|
| complain_calls | - '15 times in the last month.'
- 'Somebody called me the other day for this.'
- 'You called again.'
|
| DNQ | - "i'm afraid i won't qualify"
- "this doesn't align with my qualifications"
- "No, I don't know. That's my doctor's order to qualify for what I'm supposed to take."
|
| affirmation | - 'oh yeah yes again'
- 'Maybe, yeah, maybe so.'
- 'I get that. I get that.'
|
| who_are_you | - 'identify yourself please'
- "You still ain't telling me who you are. What's in the map? Okay. I apologize."
- "what's the name you use in business"
|
| transfer_request | - 'i require assistance from your manager'
- 'i want to speak with your supervisor asap'
- 'put me through to someone higher up'
|
| Not_Interested | - "i'm not interested in making any decisions at this point"
- 'I have no idea sweetheart. Absolutely no cost.'
- "we're not interested in you we're not interested"
|
| calling_about | - 'What is this?'
- " Okay, why are you asking me all this if you're with Medicare?"
- 'why are you connecting with me'
|
| are_you_bot | - 'is this an ai powered chat'
- 'Is this a person?'
- 'are you a real person or just a script'
|
| GreetBack | - "hey i'm doing great how's your energy today"
- "Thank you so much for calling. This is Mark. I'm on the recorded line. How are you?"
- "Thanks for calling. My name is Denny and I record a line. How were you doing today? I live here. I've been told y'all hunt and pan."
|
| where_get_number | - 'before we start could you please reveal where my number is from'
- 'just a quick question where did you get my number'
- 'before we proceed could you tell me where my number came from'
|
| hold_a_sec | - 'Would you shut up for a minute?'
- 'Take care and get back.'
- 'A minute. All right.'
|
| already | - 'Gracias. I have everything, so tengo.'
- 'already agreed'
- "Mary Jane, that's all we know more because I already did it and I keep telling y'all, can y'all please read?"
|
| where_are_you_calling_from | - "could you disclose your company's physical presence"
- "what's the region of your company's headquarters"
- 'is pakistan the home country for your organization'
|
| scam | - 'scammers are persistent how do you protect against fraudulent activity'
- 'can you provide evidence that this is not a scam'
- "I think you're a joke. Hmm. So, I apologize."
|
| greetings | - 'good day hoping your day is full of accomplishments'
- 'Thank you!'
- 'Hi!'
|
| can_you_email | - 'could you please send an email with the instructions'
- 'can you send me an email confirmation'
- 'can you email me the invoice'
|
| callback | - 'Please call me back or leave a message. Bye bye.'
- ' This is Lorenzo Jackson. You try to call me, call me back as soon as possible. I get in touch with you. God bless you.'
- "No, darling. Right now I'm sick. I'm sorry. Call me tomorrow and I will feel better, but today I don't feel so good. Um, well."
|
| say_again | - 'Hello for the second time. Hello for the third time.'
- "I can't hear you, ma'am."
- "Sorry, I couldn't hear that."
|
| weather | - "what's the weather condition like right now"
- "what's the current weather forecast"
- "how's the weather on your side of town"
|
## 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 SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("m-aliabbas1/medicare_idrak_latest")
# Run inference
preds = model("i am 45 years old")
```
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count | 1 | 9.3317 | 364 |
| Label | Training Sample Count |
|:---------------------------|:----------------------|
| BUSY | 2495 |
| DNC | 1499 |
| DNQ | 159 |
| GreetBack | 320 |
| Not_Interested | 573 |
| abusive | 355 |
| affirmation | 824 |
| already | 302 |
| answering_machine | 5514 |
| are_you_bot | 272 |
| callback | 31 |
| calling_about | 244 |
| can_you_email | 146 |
| complain_calls | 268 |
| decline | 1237 |
| greetings | 543 |
| hold_a_sec | 159 |
| interested | 896 |
| language_barrier | 248 |
| not_decision_maker | 162 |
| other | 1283 |
| provide_age | 533 |
| say_again | 153 |
| scam | 158 |
| sorry_greeting | 177 |
| transfer_request | 78 |
| weather | 142 |
| where_are_you_calling_from | 312 |
| where_get_number | 122 |
| who_are_you | 393 |
### Training Hyperparameters
- batch_size: (16, 16)
- num_epochs: (1, 1)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 40
- body_learning_rate: (2e-05, 2e-05)
- head_learning_rate: 2e-05
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- 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 | 0.2813 | - |
| 0.0005 | 50 | 0.2466 | - |
| 0.0010 | 100 | 0.2432 | - |
| 0.0015 | 150 | 0.1665 | - |
| 0.0020 | 200 | 0.1979 | - |
| 0.0026 | 250 | 0.1664 | - |
| 0.0031 | 300 | 0.2676 | - |
| 0.0036 | 350 | 0.218 | - |
| 0.0041 | 400 | 0.2284 | - |
| 0.0046 | 450 | 0.1893 | - |
| 0.0051 | 500 | 0.2071 | - |
| 0.0056 | 550 | 0.1304 | - |
| 0.0061 | 600 | 0.1202 | - |
| 0.0066 | 650 | 0.139 | - |
| 0.0071 | 700 | 0.2605 | - |
| 0.0077 | 750 | 0.2025 | - |
| 0.0082 | 800 | 0.1141 | - |
| 0.0087 | 850 | 0.097 | - |
| 0.0092 | 900 | 0.1158 | - |
| 0.0097 | 950 | 0.1137 | - |
| 0.0102 | 1000 | 0.1226 | - |
| 0.0107 | 1050 | 0.0985 | - |
| 0.0112 | 1100 | 0.0781 | - |
| 0.0117 | 1150 | 0.1956 | - |
| 0.0122 | 1200 | 0.0866 | - |
| 0.0128 | 1250 | 0.1222 | - |
| 0.0133 | 1300 | 0.1563 | - |
| 0.0138 | 1350 | 0.0813 | - |
| 0.0143 | 1400 | 0.0643 | - |
| 0.0148 | 1450 | 0.1382 | - |
| 0.0153 | 1500 | 0.094 | - |
| 0.0158 | 1550 | 0.1124 | - |
| 0.0163 | 1600 | 0.0887 | - |
| 0.0168 | 1650 | 0.1233 | - |
| 0.0173 | 1700 | 0.1178 | - |
| 0.0179 | 1750 | 0.1022 | - |
| 0.0184 | 1800 | 0.0435 | - |
| 0.0189 | 1850 | 0.1273 | - |
| 0.0194 | 1900 | 0.1254 | - |
| 0.0199 | 1950 | 0.1385 | - |
| 0.0204 | 2000 | 0.0994 | - |
| 0.0209 | 2050 | 0.0987 | - |
| 0.0214 | 2100 | 0.079 | - |
| 0.0219 | 2150 | 0.0352 | - |
| 0.0225 | 2200 | 0.1447 | - |
| 0.0230 | 2250 | 0.1253 | - |
| 0.0235 | 2300 | 0.0193 | - |
| 0.0240 | 2350 | 0.0914 | - |
| 0.0245 | 2400 | 0.0403 | - |
| 0.0250 | 2450 | 0.1199 | - |
| 0.0255 | 2500 | 0.0695 | - |
| 0.0260 | 2550 | 0.0976 | - |
| 0.0265 | 2600 | 0.051 | - |
| 0.0270 | 2650 | 0.1489 | - |
| 0.0276 | 2700 | 0.0727 | - |
| 0.0281 | 2750 | 0.0558 | - |
| 0.0286 | 2800 | 0.119 | - |
| 0.0291 | 2850 | 0.0134 | - |
| 0.0296 | 2900 | 0.1579 | - |
| 0.0301 | 2950 | 0.0357 | - |
| 0.0306 | 3000 | 0.1397 | - |
| 0.0311 | 3050 | 0.0824 | - |
| 0.0316 | 3100 | 0.1161 | - |
| 0.0321 | 3150 | 0.1125 | - |
| 0.0327 | 3200 | 0.0735 | - |
| 0.0332 | 3250 | 0.0262 | - |
| 0.0337 | 3300 | 0.1225 | - |
| 0.0342 | 3350 | 0.0228 | - |
| 0.0347 | 3400 | 0.0784 | - |
| 0.0352 | 3450 | 0.1358 | - |
| 0.0357 | 3500 | 0.0677 | - |
| 0.0362 | 3550 | 0.0802 | - |
| 0.0367 | 3600 | 0.0616 | - |
| 0.0372 | 3650 | 0.0347 | - |
| 0.0378 | 3700 | 0.0856 | - |
| 0.0383 | 3750 | 0.0907 | - |
| 0.0388 | 3800 | 0.109 | - |
| 0.0393 | 3850 | 0.059 | - |
| 0.0398 | 3900 | 0.059 | - |
| 0.0403 | 3950 | 0.1141 | - |
| 0.0408 | 4000 | 0.0486 | - |
| 0.0413 | 4050 | 0.0852 | - |
| 0.0418 | 4100 | 0.0249 | - |
| 0.0424 | 4150 | 0.0528 | - |
| 0.0429 | 4200 | 0.0641 | - |
| 0.0434 | 4250 | 0.0636 | - |
| 0.0439 | 4300 | 0.0733 | - |
| 0.0444 | 4350 | 0.0392 | - |
| 0.0449 | 4400 | 0.0258 | - |
| 0.0454 | 4450 | 0.0358 | - |
| 0.0459 | 4500 | 0.0248 | - |
| 0.0464 | 4550 | 0.0156 | - |
| 0.0469 | 4600 | 0.0232 | - |
| 0.0475 | 4650 | 0.0626 | - |
| 0.0480 | 4700 | 0.0347 | - |
| 0.0485 | 4750 | 0.0766 | - |
| 0.0490 | 4800 | 0.0536 | - |
| 0.0495 | 4850 | 0.094 | - |
| 0.0500 | 4900 | 0.0036 | - |
| 0.0505 | 4950 | 0.1017 | - |
| 0.0510 | 5000 | 0.0363 | - |
| 0.0515 | 5050 | 0.0069 | - |
| 0.0520 | 5100 | 0.0749 | - |
| 0.0526 | 5150 | 0.0366 | - |
| 0.0531 | 5200 | 0.1138 | - |
| 0.0536 | 5250 | 0.1429 | - |
| 0.0541 | 5300 | 0.0721 | - |
| 0.0546 | 5350 | 0.0295 | - |
| 0.0551 | 5400 | 0.0148 | - |
| 0.0556 | 5450 | 0.0523 | - |
| 0.0561 | 5500 | 0.1155 | - |
| 0.0566 | 5550 | 0.0608 | - |
| 0.0571 | 5600 | 0.01 | - |
| 0.0577 | 5650 | 0.0429 | - |
| 0.0582 | 5700 | 0.0301 | - |
| 0.0587 | 5750 | 0.0311 | - |
| 0.0592 | 5800 | 0.0801 | - |
| 0.0597 | 5850 | 0.0019 | - |
| 0.0602 | 5900 | 0.0508 | - |
| 0.0607 | 5950 | 0.0224 | - |
| 0.0612 | 6000 | 0.0406 | - |
| 0.0617 | 6050 | 0.0171 | - |
| 0.0623 | 6100 | 0.0678 | - |
| 0.0628 | 6150 | 0.1032 | - |
| 0.0633 | 6200 | 0.1334 | - |
| 0.0638 | 6250 | 0.0853 | - |
| 0.0643 | 6300 | 0.041 | - |
| 0.0648 | 6350 | 0.1403 | - |
| 0.0653 | 6400 | 0.1012 | - |
| 0.0658 | 6450 | 0.0841 | - |
| 0.0663 | 6500 | 0.0557 | - |
| 0.0668 | 6550 | 0.0294 | - |
| 0.0674 | 6600 | 0.0442 | - |
| 0.0679 | 6650 | 0.0972 | - |
| 0.0684 | 6700 | 0.0472 | - |
| 0.0689 | 6750 | 0.0403 | - |
| 0.0694 | 6800 | 0.0408 | - |
| 0.0699 | 6850 | 0.0471 | - |
| 0.0704 | 6900 | 0.0563 | - |
| 0.0709 | 6950 | 0.0717 | - |
| 0.0714 | 7000 | 0.0793 | - |
| 0.0719 | 7050 | 0.0641 | - |
| 0.0725 | 7100 | 0.0437 | - |
| 0.0730 | 7150 | 0.0444 | - |
| 0.0735 | 7200 | 0.1164 | - |
| 0.0740 | 7250 | 0.0571 | - |
| 0.0745 | 7300 | 0.0681 | - |
| 0.0750 | 7350 | 0.0964 | - |
| 0.0755 | 7400 | 0.0759 | - |
| 0.0760 | 7450 | 0.1201 | - |
| 0.0765 | 7500 | 0.0356 | - |
| 0.0770 | 7550 | 0.0029 | - |
| 0.0776 | 7600 | 0.0245 | - |
| 0.0781 | 7650 | 0.1771 | - |
| 0.0786 | 7700 | 0.0125 | - |
| 0.0791 | 7750 | 0.0198 | - |
| 0.0796 | 7800 | 0.0919 | - |
| 0.0801 | 7850 | 0.0874 | - |
| 0.0806 | 7900 | 0.0684 | - |
| 0.0811 | 7950 | 0.0474 | - |
| 0.0816 | 8000 | 0.0538 | - |
| 0.0822 | 8050 | 0.0849 | - |
| 0.0827 | 8100 | 0.1238 | - |
| 0.0832 | 8150 | 0.0722 | - |
| 0.0837 | 8200 | 0.1569 | - |
| 0.0842 | 8250 | 0.0087 | - |
| 0.0847 | 8300 | 0.0253 | - |
| 0.0852 | 8350 | 0.0857 | - |
| 0.0857 | 8400 | 0.03 | - |
| 0.0862 | 8450 | 0.1015 | - |
| 0.0867 | 8500 | 0.0702 | - |
| 0.0873 | 8550 | 0.0933 | - |
| 0.0878 | 8600 | 0.1022 | - |
| 0.0883 | 8650 | 0.0612 | - |
| 0.0888 | 8700 | 0.0732 | - |
| 0.0893 | 8750 | 0.0632 | - |
| 0.0898 | 8800 | 0.0034 | - |
| 0.0903 | 8850 | 0.0308 | - |
| 0.0908 | 8900 | 0.0472 | - |
| 0.0913 | 8950 | 0.111 | - |
| 0.0918 | 9000 | 0.064 | - |
| 0.0924 | 9050 | 0.0694 | - |
| 0.0929 | 9100 | 0.0943 | - |
| 0.0934 | 9150 | 0.0895 | - |
| 0.0939 | 9200 | 0.1084 | - |
| 0.0944 | 9250 | 0.1828 | - |
| 0.0949 | 9300 | 0.0368 | - |
| 0.0954 | 9350 | 0.0469 | - |
| 0.0959 | 9400 | 0.0369 | - |
| 0.0964 | 9450 | 0.0105 | - |
| 0.0969 | 9500 | 0.0141 | - |
| 0.0975 | 9550 | 0.0574 | - |
| 0.0980 | 9600 | 0.144 | - |
| 0.0985 | 9650 | 0.0982 | - |
| 0.0990 | 9700 | 0.029 | - |
| 0.0995 | 9750 | 0.0973 | - |
| 0.1000 | 9800 | 0.0553 | - |
| 0.1005 | 9850 | 0.0366 | - |
| 0.1010 | 9900 | 0.0811 | - |
| 0.1015 | 9950 | 0.0075 | - |
| 0.1021 | 10000 | 0.0393 | - |
| 0.1026 | 10050 | 0.005 | - |
| 0.1031 | 10100 | 0.0212 | - |
| 0.1036 | 10150 | 0.0601 | - |
| 0.1041 | 10200 | 0.0132 | - |
| 0.1046 | 10250 | 0.0648 | - |
| 0.1051 | 10300 | 0.0341 | - |
| 0.1056 | 10350 | 0.032 | - |
| 0.1061 | 10400 | 0.0646 | - |
| 0.1066 | 10450 | 0.0783 | - |
| 0.1072 | 10500 | 0.009 | - |
| 0.1077 | 10550 | 0.0703 | - |
| 0.1082 | 10600 | 0.0079 | - |
| 0.1087 | 10650 | 0.0833 | - |
| 0.1092 | 10700 | 0.0588 | - |
| 0.1097 | 10750 | 0.044 | - |
| 0.1102 | 10800 | 0.0608 | - |
| 0.1107 | 10850 | 0.0175 | - |
| 0.1112 | 10900 | 0.1013 | - |
| 0.1117 | 10950 | 0.0652 | - |
| 0.1123 | 11000 | 0.0087 | - |
| 0.1128 | 11050 | 0.0813 | - |
| 0.1133 | 11100 | 0.0896 | - |
| 0.1138 | 11150 | 0.1036 | - |
| 0.1143 | 11200 | 0.1667 | - |
| 0.1148 | 11250 | 0.0547 | - |
| 0.1153 | 11300 | 0.1388 | - |
| 0.1158 | 11350 | 0.0202 | - |
| 0.1163 | 11400 | 0.0507 | - |
| 0.1168 | 11450 | 0.0149 | - |
| 0.1174 | 11500 | 0.0075 | - |
| 0.1179 | 11550 | 0.0371 | - |
| 0.1184 | 11600 | 0.0285 | - |
| 0.1189 | 11650 | 0.0798 | - |
| 0.1194 | 11700 | 0.055 | - |
| 0.1199 | 11750 | 0.0436 | - |
| 0.1204 | 11800 | 0.0066 | - |
| 0.1209 | 11850 | 0.0604 | - |
| 0.1214 | 11900 | 0.0603 | - |
| 0.1220 | 11950 | 0.0057 | - |
| 0.1225 | 12000 | 0.061 | - |
| 0.1230 | 12050 | 0.015 | - |
| 0.1235 | 12100 | 0.0851 | - |
| 0.1240 | 12150 | 0.0839 | - |
| 0.1245 | 12200 | 0.0281 | - |
| 0.1250 | 12250 | 0.0546 | - |
| 0.1255 | 12300 | 0.0051 | - |
| 0.1260 | 12350 | 0.0183 | - |
| 0.1265 | 12400 | 0.0451 | - |
| 0.1271 | 12450 | 0.0472 | - |
| 0.1276 | 12500 | 0.0079 | - |
| 0.1281 | 12550 | 0.0253 | - |
| 0.1286 | 12600 | 0.0884 | - |
| 0.1291 | 12650 | 0.0548 | - |
| 0.1296 | 12700 | 0.0856 | - |
| 0.1301 | 12750 | 0.0583 | - |
| 0.1306 | 12800 | 0.1027 | - |
| 0.1311 | 12850 | 0.0651 | - |
| 0.1316 | 12900 | 0.0295 | - |
| 0.1322 | 12950 | 0.0725 | - |
| 0.1327 | 13000 | 0.0287 | - |
| 0.1332 | 13050 | 0.0827 | - |
| 0.1337 | 13100 | 0.0719 | - |
| 0.1342 | 13150 | 0.0461 | - |
| 0.1347 | 13200 | 0.008 | - |
| 0.1352 | 13250 | 0.0699 | - |
| 0.1357 | 13300 | 0.0656 | - |
| 0.1362 | 13350 | 0.0718 | - |
| 0.1367 | 13400 | 0.0106 | - |
| 0.1373 | 13450 | 0.0816 | - |
| 0.1378 | 13500 | 0.0608 | - |
| 0.1383 | 13550 | 0.0086 | - |
| 0.1388 | 13600 | 0.0064 | - |
| 0.1393 | 13650 | 0.0173 | - |
| 0.1398 | 13700 | 0.01 | - |
| 0.1403 | 13750 | 0.0015 | - |
| 0.1408 | 13800 | 0.1132 | - |
| 0.1413 | 13850 | 0.1017 | - |
| 0.1419 | 13900 | 0.0035 | - |
| 0.1424 | 13950 | 0.0067 | - |
| 0.1429 | 14000 | 0.0605 | - |
| 0.1434 | 14050 | 0.1186 | - |
| 0.1439 | 14100 | 0.057 | - |
| 0.1444 | 14150 | 0.0032 | - |
| 0.1449 | 14200 | 0.0555 | - |
| 0.1454 | 14250 | 0.0997 | - |
| 0.1459 | 14300 | 0.012 | - |
| 0.1464 | 14350 | 0.0206 | - |
| 0.1470 | 14400 | 0.0807 | - |
| 0.1475 | 14450 | 0.0294 | - |
| 0.1480 | 14500 | 0.0306 | - |
| 0.1485 | 14550 | 0.0432 | - |
| 0.1490 | 14600 | 0.0914 | - |
| 0.1495 | 14650 | 0.002 | - |
| 0.1500 | 14700 | 0.0282 | - |
| 0.1505 | 14750 | 0.0146 | - |
| 0.1510 | 14800 | 0.0931 | - |
| 0.1515 | 14850 | 0.1337 | - |
| 0.1521 | 14900 | 0.0014 | - |
| 0.1526 | 14950 | 0.0207 | - |
| 0.1531 | 15000 | 0.0318 | - |
| 0.1536 | 15050 | 0.0525 | - |
| 0.1541 | 15100 | 0.0435 | - |
| 0.1546 | 15150 | 0.0645 | - |
| 0.1551 | 15200 | 0.0299 | - |
| 0.1556 | 15250 | 0.0119 | - |
| 0.1561 | 15300 | 0.0026 | - |
| 0.1566 | 15350 | 0.0165 | - |
| 0.1572 | 15400 | 0.0005 | - |
| 0.1577 | 15450 | 0.1426 | - |
| 0.1582 | 15500 | 0.105 | - |
| 0.1587 | 15550 | 0.0182 | - |
| 0.1592 | 15600 | 0.0283 | - |
| 0.1597 | 15650 | 0.0011 | - |
| 0.1602 | 15700 | 0.0655 | - |
| 0.1607 | 15750 | 0.0125 | - |
| 0.1612 | 15800 | 0.0365 | - |
| 0.1618 | 15850 | 0.0586 | - |
| 0.1623 | 15900 | 0.0059 | - |
| 0.1628 | 15950 | 0.0286 | - |
| 0.1633 | 16000 | 0.0184 | - |
| 0.1638 | 16050 | 0.101 | - |
| 0.1643 | 16100 | 0.0034 | - |
| 0.1648 | 16150 | 0.0104 | - |
| 0.1653 | 16200 | 0.176 | - |
| 0.1658 | 16250 | 0.0024 | - |
| 0.1663 | 16300 | 0.0463 | - |
| 0.1669 | 16350 | 0.0004 | - |
| 0.1674 | 16400 | 0.0315 | - |
| 0.1679 | 16450 | 0.001 | - |
| 0.1684 | 16500 | 0.0785 | - |
| 0.1689 | 16550 | 0.0787 | - |
| 0.1694 | 16600 | 0.0155 | - |
| 0.1699 | 16650 | 0.129 | - |
| 0.1704 | 16700 | 0.0026 | - |
| 0.1709 | 16750 | 0.0566 | - |
| 0.1714 | 16800 | 0.031 | - |
| 0.1720 | 16850 | 0.0045 | - |
| 0.1725 | 16900 | 0.0745 | - |
| 0.1730 | 16950 | 0.0037 | - |
| 0.1735 | 17000 | 0.0697 | - |
| 0.1740 | 17050 | 0.0039 | - |
| 0.1745 | 17100 | 0.0334 | - |
| 0.1750 | 17150 | 0.1064 | - |
| 0.1755 | 17200 | 0.0038 | - |
| 0.1760 | 17250 | 0.0016 | - |
| 0.1765 | 17300 | 0.023 | - |
| 0.1771 | 17350 | 0.1171 | - |
| 0.1776 | 17400 | 0.0614 | - |
| 0.1781 | 17450 | 0.0663 | - |
| 0.1786 | 17500 | 0.1004 | - |
| 0.1791 | 17550 | 0.024 | - |
| 0.1796 | 17600 | 0.012 | - |
| 0.1801 | 17650 | 0.0024 | - |
| 0.1806 | 17700 | 0.0056 | - |
| 0.1811 | 17750 | 0.0043 | - |
| 0.1817 | 17800 | 0.0359 | - |
| 0.1822 | 17850 | 0.0057 | - |
| 0.1827 | 17900 | 0.0016 | - |
| 0.1832 | 17950 | 0.003 | - |
| 0.1837 | 18000 | 0.1034 | - |
| 0.1842 | 18050 | 0.0293 | - |
| 0.1847 | 18100 | 0.0655 | - |
| 0.1852 | 18150 | 0.1195 | - |
| 0.1857 | 18200 | 0.0258 | - |
| 0.1862 | 18250 | 0.0068 | - |
| 0.1868 | 18300 | 0.0592 | - |
| 0.1873 | 18350 | 0.0534 | - |
| 0.1878 | 18400 | 0.014 | - |
| 0.1883 | 18450 | 0.0355 | - |
| 0.1888 | 18500 | 0.0116 | - |
| 0.1893 | 18550 | 0.0707 | - |
| 0.1898 | 18600 | 0.0018 | - |
| 0.1903 | 18650 | 0.1067 | - |
| 0.1908 | 18700 | 0.044 | - |
| 0.1913 | 18750 | 0.0588 | - |
| 0.1919 | 18800 | 0.0753 | - |
| 0.1924 | 18850 | 0.0102 | - |
| 0.1929 | 18900 | 0.0051 | - |
| 0.1934 | 18950 | 0.0653 | - |
| 0.1939 | 19000 | 0.0029 | - |
| 0.1944 | 19050 | 0.0437 | - |
| 0.1949 | 19100 | 0.0351 | - |
| 0.1954 | 19150 | 0.0023 | - |
| 0.1959 | 19200 | 0.0259 | - |
| 0.1964 | 19250 | 0.0005 | - |
| 0.1970 | 19300 | 0.0309 | - |
| 0.1975 | 19350 | 0.0558 | - |
| 0.1980 | 19400 | 0.0144 | - |
| 0.1985 | 19450 | 0.0068 | - |
| 0.1990 | 19500 | 0.0403 | - |
| 0.1995 | 19550 | 0.0008 | - |
| 0.2000 | 19600 | 0.0061 | - |
| 0.2005 | 19650 | 0.0023 | - |
| 0.2010 | 19700 | 0.0008 | - |
| 0.2016 | 19750 | 0.0026 | - |
| 0.2021 | 19800 | 0.0154 | - |
| 0.2026 | 19850 | 0.0886 | - |
| 0.2031 | 19900 | 0.0467 | - |
| 0.2036 | 19950 | 0.0215 | - |
| 0.2041 | 20000 | 0.0039 | - |
| 0.2046 | 20050 | 0.166 | - |
| 0.2051 | 20100 | 0.0075 | - |
| 0.2056 | 20150 | 0.0126 | - |
| 0.2061 | 20200 | 0.0768 | - |
| 0.2067 | 20250 | 0.0985 | - |
| 0.2072 | 20300 | 0.0017 | - |
| 0.2077 | 20350 | 0.0215 | - |
| 0.2082 | 20400 | 0.0037 | - |
| 0.2087 | 20450 | 0.0007 | - |
| 0.2092 | 20500 | 0.031 | - |
| 0.2097 | 20550 | 0.1001 | - |
| 0.2102 | 20600 | 0.0624 | - |
| 0.2107 | 20650 | 0.0005 | - |
| 0.2112 | 20700 | 0.0106 | - |
| 0.2118 | 20750 | 0.0008 | - |
| 0.2123 | 20800 | 0.006 | - |
| 0.2128 | 20850 | 0.0614 | - |
| 0.2133 | 20900 | 0.0598 | - |
| 0.2138 | 20950 | 0.0147 | - |
| 0.2143 | 21000 | 0.0244 | - |
| 0.2148 | 21050 | 0.0563 | - |
| 0.2153 | 21100 | 0.0057 | - |
| 0.2158 | 21150 | 0.0397 | - |
| 0.2163 | 21200 | 0.0012 | - |
| 0.2169 | 21250 | 0.0577 | - |
| 0.2174 | 21300 | 0.1323 | - |
| 0.2179 | 21350 | 0.0066 | - |
| 0.2184 | 21400 | 0.0043 | - |
| 0.2189 | 21450 | 0.0266 | - |
| 0.2194 | 21500 | 0.0015 | - |
| 0.2199 | 21550 | 0.0442 | - |
| 0.2204 | 21600 | 0.0035 | - |
| 0.2209 | 21650 | 0.0008 | - |
| 0.2215 | 21700 | 0.0004 | - |
| 0.2220 | 21750 | 0.092 | - |
| 0.2225 | 21800 | 0.0053 | - |
| 0.2230 | 21850 | 0.0101 | - |
| 0.2235 | 21900 | 0.0318 | - |
| 0.2240 | 21950 | 0.1498 | - |
| 0.2245 | 22000 | 0.0738 | - |
| 0.2250 | 22050 | 0.0258 | - |
| 0.2255 | 22100 | 0.0151 | - |
| 0.2260 | 22150 | 0.0049 | - |
| 0.2266 | 22200 | 0.0059 | - |
| 0.2271 | 22250 | 0.1219 | - |
| 0.2276 | 22300 | 0.0172 | - |
| 0.2281 | 22350 | 0.063 | - |
| 0.2286 | 22400 | 0.0048 | - |
| 0.2291 | 22450 | 0.0718 | - |
| 0.2296 | 22500 | 0.0133 | - |
| 0.2301 | 22550 | 0.002 | - |
| 0.2306 | 22600 | 0.0441 | - |
| 0.2311 | 22650 | 0.0603 | - |
| 0.2317 | 22700 | 0.0551 | - |
| 0.2322 | 22750 | 0.0017 | - |
| 0.2327 | 22800 | 0.01 | - |
| 0.2332 | 22850 | 0.0009 | - |
| 0.2337 | 22900 | 0.0522 | - |
| 0.2342 | 22950 | 0.0243 | - |
| 0.2347 | 23000 | 0.0034 | - |
| 0.2352 | 23050 | 0.0087 | - |
| 0.2357 | 23100 | 0.0009 | - |
| 0.2362 | 23150 | 0.008 | - |
| 0.2368 | 23200 | 0.0648 | - |
| 0.2373 | 23250 | 0.0529 | - |
| 0.2378 | 23300 | 0.0291 | - |
| 0.2383 | 23350 | 0.0986 | - |
| 0.2388 | 23400 | 0.0143 | - |
| 0.2393 | 23450 | 0.0056 | - |
| 0.2398 | 23500 | 0.0033 | - |
| 0.2403 | 23550 | 0.0594 | - |
| 0.2408 | 23600 | 0.0144 | - |
| 0.2414 | 23650 | 0.002 | - |
| 0.2419 | 23700 | 0.0009 | - |
| 0.2424 | 23750 | 0.1044 | - |
| 0.2429 | 23800 | 0.0058 | - |
| 0.2434 | 23850 | 0.0016 | - |
| 0.2439 | 23900 | 0.05 | - |
| 0.2444 | 23950 | 0.0004 | - |
| 0.2449 | 24000 | 0.0025 | - |
| 0.2454 | 24050 | 0.0694 | - |
| 0.2459 | 24100 | 0.0197 | - |
| 0.2465 | 24150 | 0.0617 | - |
| 0.2470 | 24200 | 0.0003 | - |
| 0.2475 | 24250 | 0.0007 | - |
| 0.2480 | 24300 | 0.0121 | - |
| 0.2485 | 24350 | 0.0565 | - |
| 0.2490 | 24400 | 0.0799 | - |
| 0.2495 | 24450 | 0.0106 | - |
| 0.2500 | 24500 | 0.0005 | - |
| 0.2505 | 24550 | 0.1098 | - |
| 0.2510 | 24600 | 0.0013 | - |
| 0.2516 | 24650 | 0.0029 | - |
| 0.2521 | 24700 | 0.073 | - |
| 0.2526 | 24750 | 0.0578 | - |
| 0.2531 | 24800 | 0.0431 | - |
| 0.2536 | 24850 | 0.0577 | - |
| 0.2541 | 24900 | 0.0032 | - |
| 0.2546 | 24950 | 0.0607 | - |
| 0.2551 | 25000 | 0.0614 | - |
| 0.2556 | 25050 | 0.0253 | - |
| 0.2561 | 25100 | 0.0158 | - |
| 0.2567 | 25150 | 0.0013 | - |
| 0.2572 | 25200 | 0.0516 | - |
| 0.2577 | 25250 | 0.0006 | - |
| 0.2582 | 25300 | 0.024 | - |
| 0.2587 | 25350 | 0.0029 | - |
| 0.2592 | 25400 | 0.0008 | - |
| 0.2597 | 25450 | 0.0037 | - |
| 0.2602 | 25500 | 0.0006 | - |
| 0.2607 | 25550 | 0.005 | - |
| 0.2613 | 25600 | 0.0029 | - |
| 0.2618 | 25650 | 0.0481 | - |
| 0.2623 | 25700 | 0.0017 | - |
| 0.2628 | 25750 | 0.0686 | - |
| 0.2633 | 25800 | 0.0038 | - |
| 0.2638 | 25850 | 0.0543 | - |
| 0.2643 | 25900 | 0.0021 | - |
| 0.2648 | 25950 | 0.0099 | - |
| 0.2653 | 26000 | 0.0723 | - |
| 0.2658 | 26050 | 0.0019 | - |
| 0.2664 | 26100 | 0.0001 | - |
| 0.2669 | 26150 | 0.001 | - |
| 0.2674 | 26200 | 0.0366 | - |
| 0.2679 | 26250 | 0.0007 | - |
| 0.2684 | 26300 | 0.0622 | - |
| 0.2689 | 26350 | 0.0722 | - |
| 0.2694 | 26400 | 0.0599 | - |
| 0.2699 | 26450 | 0.0323 | - |
| 0.2704 | 26500 | 0.0508 | - |
| 0.2709 | 26550 | 0.0011 | - |
| 0.2715 | 26600 | 0.0005 | - |
| 0.2720 | 26650 | 0.0008 | - |
| 0.2725 | 26700 | 0.0446 | - |
| 0.2730 | 26750 | 0.0008 | - |
| 0.2735 | 26800 | 0.0626 | - |
| 0.2740 | 26850 | 0.0321 | - |
| 0.2745 | 26900 | 0.0022 | - |
| 0.2750 | 26950 | 0.0067 | - |
| 0.2755 | 27000 | 0.0008 | - |
| 0.2760 | 27050 | 0.0011 | - |
| 0.2766 | 27100 | 0.0001 | - |
| 0.2771 | 27150 | 0.0903 | - |
| 0.2776 | 27200 | 0.0114 | - |
| 0.2781 | 27250 | 0.0049 | - |
| 0.2786 | 27300 | 0.0028 | - |
| 0.2791 | 27350 | 0.0025 | - |
| 0.2796 | 27400 | 0.0246 | - |
| 0.2801 | 27450 | 0.0014 | - |
| 0.2806 | 27500 | 0.031 | - |
| 0.2812 | 27550 | 0.0276 | - |
| 0.2817 | 27600 | 0.0074 | - |
| 0.2822 | 27650 | 0.0718 | - |
| 0.2827 | 27700 | 0.0534 | - |
| 0.2832 | 27750 | 0.058 | - |
| 0.2837 | 27800 | 0.0612 | - |
| 0.2842 | 27850 | 0.0001 | - |
| 0.2847 | 27900 | 0.0019 | - |
| 0.2852 | 27950 | 0.0005 | - |
| 0.2857 | 28000 | 0.0059 | - |
| 0.2863 | 28050 | 0.0101 | - |
| 0.2868 | 28100 | 0.0013 | - |
| 0.2873 | 28150 | 0.0029 | - |
| 0.2878 | 28200 | 0.0011 | - |
| 0.2883 | 28250 | 0.0409 | - |
| 0.2888 | 28300 | 0.0271 | - |
| 0.2893 | 28350 | 0.0006 | - |
| 0.2898 | 28400 | 0.0679 | - |
| 0.2903 | 28450 | 0.0019 | - |
| 0.2908 | 28500 | 0.0195 | - |
| 0.2914 | 28550 | 0.0005 | - |
| 0.2919 | 28600 | 0.0842 | - |
| 0.2924 | 28650 | 0.0137 | - |
| 0.2929 | 28700 | 0.0012 | - |
| 0.2934 | 28750 | 0.0651 | - |
| 0.2939 | 28800 | 0.0251 | - |
| 0.2944 | 28850 | 0.0229 | - |
| 0.2949 | 28900 | 0.0067 | - |
| 0.2954 | 28950 | 0.0075 | - |
| 0.2959 | 29000 | 0.0058 | - |
| 0.2965 | 29050 | 0.0089 | - |
| 0.2970 | 29100 | 0.0007 | - |
| 0.2975 | 29150 | 0.0002 | - |
| 0.2980 | 29200 | 0.004 | - |
| 0.2985 | 29250 | 0.0137 | - |
| 0.2990 | 29300 | 0.0033 | - |
| 0.2995 | 29350 | 0.0039 | - |
| 0.3000 | 29400 | 0.0622 | - |
| 0.3005 | 29450 | 0.0004 | - |
| 0.3011 | 29500 | 0.0003 | - |
| 0.3016 | 29550 | 0.0007 | - |
| 0.3021 | 29600 | 0.001 | - |
| 0.3026 | 29650 | 0.0004 | - |
| 0.3031 | 29700 | 0.0013 | - |
| 0.3036 | 29750 | 0.005 | - |
| 0.3041 | 29800 | 0.0267 | - |
| 0.3046 | 29850 | 0.0415 | - |
| 0.3051 | 29900 | 0.0001 | - |
| 0.3056 | 29950 | 0.0452 | - |
| 0.3062 | 30000 | 0.0004 | - |
| 0.3067 | 30050 | 0.0014 | - |
| 0.3072 | 30100 | 0.0007 | - |
| 0.3077 | 30150 | 0.0014 | - |
| 0.3082 | 30200 | 0.0381 | - |
| 0.3087 | 30250 | 0.0011 | - |
| 0.3092 | 30300 | 0.0208 | - |
| 0.3097 | 30350 | 0.0153 | - |
| 0.3102 | 30400 | 0.0011 | - |
| 0.3107 | 30450 | 0.0216 | - |
| 0.3113 | 30500 | 0.0019 | - |
| 0.3118 | 30550 | 0.0353 | - |
| 0.3123 | 30600 | 0.0023 | - |
| 0.3128 | 30650 | 0.1159 | - |
| 0.3133 | 30700 | 0.0156 | - |
| 0.3138 | 30750 | 0.0002 | - |
| 0.3143 | 30800 | 0.0131 | - |
| 0.3148 | 30850 | 0.0005 | - |
| 0.3153 | 30900 | 0.0008 | - |
| 0.3158 | 30950 | 0.0466 | - |
| 0.3164 | 31000 | 0.0086 | - |
| 0.3169 | 31050 | 0.0008 | - |
| 0.3174 | 31100 | 0.0455 | - |
| 0.3179 | 31150 | 0.0003 | - |
| 0.3184 | 31200 | 0.0007 | - |
| 0.3189 | 31250 | 0.0427 | - |
| 0.3194 | 31300 | 0.0534 | - |
| 0.3199 | 31350 | 0.0016 | - |
| 0.3204 | 31400 | 0.0013 | - |
| 0.3210 | 31450 | 0.0021 | - |
| 0.3215 | 31500 | 0.0605 | - |
| 0.3220 | 31550 | 0.0549 | - |
| 0.3225 | 31600 | 0.0005 | - |
| 0.3230 | 31650 | 0.0044 | - |
| 0.3235 | 31700 | 0.0306 | - |
| 0.3240 | 31750 | 0.0985 | - |
| 0.3245 | 31800 | 0.0258 | - |
| 0.3250 | 31850 | 0.0369 | - |
| 0.3255 | 31900 | 0.0004 | - |
| 0.3261 | 31950 | 0.0026 | - |
| 0.3266 | 32000 | 0.0013 | - |
| 0.3271 | 32050 | 0.0603 | - |
| 0.3276 | 32100 | 0.0004 | - |
| 0.3281 | 32150 | 0.0642 | - |
| 0.3286 | 32200 | 0.0024 | - |
| 0.3291 | 32250 | 0.0065 | - |
| 0.3296 | 32300 | 0.0024 | - |
| 0.3301 | 32350 | 0.0002 | - |
| 0.3306 | 32400 | 0.0029 | - |
| 0.3312 | 32450 | 0.0012 | - |
| 0.3317 | 32500 | 0.0178 | - |
| 0.3322 | 32550 | 0.0003 | - |
| 0.3327 | 32600 | 0.0123 | - |
| 0.3332 | 32650 | 0.0151 | - |
| 0.3337 | 32700 | 0.0136 | - |
| 0.3342 | 32750 | 0.0005 | - |
| 0.3347 | 32800 | 0.0015 | - |
| 0.3352 | 32850 | 0.0013 | - |
| 0.3357 | 32900 | 0.0036 | - |
| 0.3363 | 32950 | 0.0007 | - |
| 0.3368 | 33000 | 0.0629 | - |
| 0.3373 | 33050 | 0.0852 | - |
| 0.3378 | 33100 | 0.0013 | - |
| 0.3383 | 33150 | 0.0904 | - |
| 0.3388 | 33200 | 0.0031 | - |
| 0.3393 | 33250 | 0.0003 | - |
| 0.3398 | 33300 | 0.0081 | - |
| 0.3403 | 33350 | 0.0014 | - |
| 0.3409 | 33400 | 0.0009 | - |
| 0.3414 | 33450 | 0.0016 | - |
| 0.3419 | 33500 | 0.0012 | - |
| 0.3424 | 33550 | 0.0616 | - |
| 0.3429 | 33600 | 0.0001 | - |
| 0.3434 | 33650 | 0.0011 | - |
| 0.3439 | 33700 | 0.0004 | - |
| 0.3444 | 33750 | 0.0153 | - |
| 0.3449 | 33800 | 0.0003 | - |
| 0.3454 | 33850 | 0.0664 | - |
| 0.3460 | 33900 | 0.0042 | - |
| 0.3465 | 33950 | 0.0633 | - |
| 0.3470 | 34000 | 0.0007 | - |
| 0.3475 | 34050 | 0.0012 | - |
| 0.3480 | 34100 | 0.0004 | - |
| 0.3485 | 34150 | 0.0091 | - |
| 0.3490 | 34200 | 0.0013 | - |
| 0.3495 | 34250 | 0.0004 | - |
| 0.3500 | 34300 | 0.0605 | - |
| 0.3505 | 34350 | 0.0009 | - |
| 0.3511 | 34400 | 0.0001 | - |
| 0.3516 | 34450 | 0.0004 | - |
| 0.3521 | 34500 | 0.0029 | - |
| 0.3526 | 34550 | 0.0019 | - |
| 0.3531 | 34600 | 0.0086 | - |
| 0.3536 | 34650 | 0.0002 | - |
| 0.3541 | 34700 | 0.001 | - |
| 0.3546 | 34750 | 0.0016 | - |
| 0.3551 | 34800 | 0.0003 | - |
| 0.3556 | 34850 | 0.0018 | - |
| 0.3562 | 34900 | 0.0539 | - |
| 0.3567 | 34950 | 0.0002 | - |
| 0.3572 | 35000 | 0.0497 | - |
| 0.3577 | 35050 | 0.0004 | - |
| 0.3582 | 35100 | 0.0005 | - |
| 0.3587 | 35150 | 0.0001 | - |
| 0.3592 | 35200 | 0.0066 | - |
| 0.3597 | 35250 | 0.103 | - |
| 0.3602 | 35300 | 0.0008 | - |
| 0.3608 | 35350 | 0.0006 | - |
| 0.3613 | 35400 | 0.0005 | - |
| 0.3618 | 35450 | 0.0003 | - |
| 0.3623 | 35500 | 0.0006 | - |
| 0.3628 | 35550 | 0.0005 | - |
| 0.3633 | 35600 | 0.0199 | - |
| 0.3638 | 35650 | 0.0037 | - |
| 0.3643 | 35700 | 0.0631 | - |
| 0.3648 | 35750 | 0.0004 | - |
| 0.3653 | 35800 | 0.001 | - |
| 0.3659 | 35850 | 0.0612 | - |
| 0.3664 | 35900 | 0.0144 | - |
| 0.3669 | 35950 | 0.0086 | - |
| 0.3674 | 36000 | 0.0004 | - |
| 0.3679 | 36050 | 0.0076 | - |
| 0.3684 | 36100 | 0.0259 | - |
| 0.3689 | 36150 | 0.0023 | - |
| 0.3694 | 36200 | 0.0007 | - |
| 0.3699 | 36250 | 0.0012 | - |
| 0.3704 | 36300 | 0.0023 | - |
| 0.3710 | 36350 | 0.061 | - |
| 0.3715 | 36400 | 0.0008 | - |
| 0.3720 | 36450 | 0.0003 | - |
| 0.3725 | 36500 | 0.0003 | - |
| 0.3730 | 36550 | 0.0008 | - |
| 0.3735 | 36600 | 0.0689 | - |
| 0.3740 | 36650 | 0.0032 | - |
| 0.3745 | 36700 | 0.0056 | - |
| 0.3750 | 36750 | 0.0005 | - |
| 0.3755 | 36800 | 0.0004 | - |
| 0.3761 | 36850 | 0.0415 | - |
| 0.3766 | 36900 | 0.0006 | - |
| 0.3771 | 36950 | 0.0004 | - |
| 0.3776 | 37000 | 0.0002 | - |
| 0.3781 | 37050 | 0.0002 | - |
| 0.3786 | 37100 | 0.0003 | - |
| 0.3791 | 37150 | 0.0051 | - |
| 0.3796 | 37200 | 0.0058 | - |
| 0.3801 | 37250 | 0.0264 | - |
| 0.3807 | 37300 | 0.0126 | - |
| 0.3812 | 37350 | 0.0004 | - |
| 0.3817 | 37400 | 0.0215 | - |
| 0.3822 | 37450 | 0.0002 | - |
| 0.3827 | 37500 | 0.0002 | - |
| 0.3832 | 37550 | 0.0047 | - |
| 0.3837 | 37600 | 0.0113 | - |
| 0.3842 | 37650 | 0.0227 | - |
| 0.3847 | 37700 | 0.0083 | - |
| 0.3852 | 37750 | 0.0169 | - |
| 0.3858 | 37800 | 0.0006 | - |
| 0.3863 | 37850 | 0.0002 | - |
| 0.3868 | 37900 | 0.0004 | - |
| 0.3873 | 37950 | 0.0198 | - |
| 0.3878 | 38000 | 0.0004 | - |
| 0.3883 | 38050 | 0.0001 | - |
| 0.3888 | 38100 | 0.007 | - |
| 0.3893 | 38150 | 0.0014 | - |
| 0.3898 | 38200 | 0.0004 | - |
| 0.3903 | 38250 | 0.0005 | - |
| 0.3909 | 38300 | 0.0001 | - |
| 0.3914 | 38350 | 0.0042 | - |
| 0.3919 | 38400 | 0.0009 | - |
| 0.3924 | 38450 | 0.0009 | - |
| 0.3929 | 38500 | 0.0007 | - |
| 0.3934 | 38550 | 0.0002 | - |
| 0.3939 | 38600 | 0.0001 | - |
| 0.3944 | 38650 | 0.0005 | - |
| 0.3949 | 38700 | 0.0013 | - |
| 0.3954 | 38750 | 0.0152 | - |
| 0.3960 | 38800 | 0.0624 | - |
| 0.3965 | 38850 | 0.001 | - |
| 0.3970 | 38900 | 0.0002 | - |
| 0.3975 | 38950 | 0.0507 | - |
| 0.3980 | 39000 | 0.0581 | - |
| 0.3985 | 39050 | 0.0006 | - |
| 0.3990 | 39100 | 0.0004 | - |
| 0.3995 | 39150 | 0.0003 | - |
| 0.4000 | 39200 | 0.056 | - |
| 0.4006 | 39250 | 0.0017 | - |
| 0.4011 | 39300 | 0.0005 | - |
| 0.4016 | 39350 | 0.0065 | - |
| 0.4021 | 39400 | 0.0051 | - |
| 0.4026 | 39450 | 0.0003 | - |
| 0.4031 | 39500 | 0.0293 | - |
| 0.4036 | 39550 | 0.0021 | - |
| 0.4041 | 39600 | 0.0147 | - |
| 0.4046 | 39650 | 0.0075 | - |
| 0.4051 | 39700 | 0.0034 | - |
| 0.4057 | 39750 | 0.0142 | - |
| 0.4062 | 39800 | 0.0701 | - |
| 0.4067 | 39850 | 0.0009 | - |
| 0.4072 | 39900 | 0.0026 | - |
| 0.4077 | 39950 | 0.0099 | - |
| 0.4082 | 40000 | 0.0985 | - |
| 0.4087 | 40050 | 0.0008 | - |
| 0.4092 | 40100 | 0.0001 | - |
| 0.4097 | 40150 | 0.0001 | - |
| 0.4102 | 40200 | 0.0602 | - |
| 0.4108 | 40250 | 0.0005 | - |
| 0.4113 | 40300 | 0.0005 | - |
| 0.4118 | 40350 | 0.06 | - |
| 0.4123 | 40400 | 0.0006 | - |
| 0.4128 | 40450 | 0.0061 | - |
| 0.4133 | 40500 | 0.0004 | - |
| 0.4138 | 40550 | 0.0066 | - |
| 0.4143 | 40600 | 0.0011 | - |
| 0.4148 | 40650 | 0.0004 | - |
| 0.4153 | 40700 | 0.0603 | - |
| 0.4159 | 40750 | 0.0002 | - |
| 0.4164 | 40800 | 0.044 | - |
| 0.4169 | 40850 | 0.0075 | - |
| 0.4174 | 40900 | 0.0357 | - |
| 0.4179 | 40950 | 0.0187 | - |
| 0.4184 | 41000 | 0.0002 | - |
| 0.4189 | 41050 | 0.0007 | - |
| 0.4194 | 41100 | 0.0001 | - |
| 0.4199 | 41150 | 0.0026 | - |
| 0.4205 | 41200 | 0.0589 | - |
| 0.4210 | 41250 | 0.0001 | - |
| 0.4215 | 41300 | 0.0615 | - |
| 0.4220 | 41350 | 0.0001 | - |
| 0.4225 | 41400 | 0.0499 | - |
| 0.4230 | 41450 | 0.0013 | - |
| 0.4235 | 41500 | 0.0004 | - |
| 0.4240 | 41550 | 0.0003 | - |
| 0.4245 | 41600 | 0.0016 | - |
| 0.4250 | 41650 | 0.0003 | - |
| 0.4256 | 41700 | 0.0073 | - |
| 0.4261 | 41750 | 0.0021 | - |
| 0.4266 | 41800 | 0.0004 | - |
| 0.4271 | 41850 | 0.0025 | - |
| 0.4276 | 41900 | 0.0027 | - |
| 0.4281 | 41950 | 0.0003 | - |
| 0.4286 | 42000 | 0.0604 | - |
| 0.4291 | 42050 | 0.0003 | - |
| 0.4296 | 42100 | 0.0318 | - |
| 0.4301 | 42150 | 0.0001 | - |
| 0.4307 | 42200 | 0.0019 | - |
| 0.4312 | 42250 | 0.089 | - |
| 0.4317 | 42300 | 0.0002 | - |
| 0.4322 | 42350 | 0.0016 | - |
| 0.4327 | 42400 | 0.0098 | - |
| 0.4332 | 42450 | 0.0004 | - |
| 0.4337 | 42500 | 0.0008 | - |
| 0.4342 | 42550 | 0.0594 | - |
| 0.4347 | 42600 | 0.0008 | - |
| 0.4352 | 42650 | 0.0597 | - |
| 0.4358 | 42700 | 0.0101 | - |
| 0.4363 | 42750 | 0.001 | - |
| 0.4368 | 42800 | 0.0465 | - |
| 0.4373 | 42850 | 0.0141 | - |
| 0.4378 | 42900 | 0.0004 | - |
| 0.4383 | 42950 | 0.0002 | - |
| 0.4388 | 43000 | 0.0003 | - |
| 0.4393 | 43050 | 0.0002 | - |
| 0.4398 | 43100 | 0.0006 | - |
| 0.4404 | 43150 | 0.0008 | - |
| 0.4409 | 43200 | 0.0002 | - |
| 0.4414 | 43250 | 0.0136 | - |
| 0.4419 | 43300 | 0.0851 | - |
| 0.4424 | 43350 | 0.0001 | - |
| 0.4429 | 43400 | 0.0002 | - |
| 0.4434 | 43450 | 0.0006 | - |
| 0.4439 | 43500 | 0.0013 | - |
| 0.4444 | 43550 | 0.0403 | - |
| 0.4449 | 43600 | 0.0002 | - |
| 0.4455 | 43650 | 0.0002 | - |
| 0.4460 | 43700 | 0.0001 | - |
| 0.4465 | 43750 | 0.0216 | - |
| 0.4470 | 43800 | 0.0026 | - |
| 0.4475 | 43850 | 0.0013 | - |
| 0.4480 | 43900 | 0.0693 | - |
| 0.4485 | 43950 | 0.0002 | - |
| 0.4490 | 44000 | 0.0003 | - |
| 0.4495 | 44050 | 0.0087 | - |
| 0.4500 | 44100 | 0.0348 | - |
| 0.4506 | 44150 | 0.1277 | - |
| 0.4511 | 44200 | 0.0089 | - |
| 0.4516 | 44250 | 0.0002 | - |
| 0.4521 | 44300 | 0.0019 | - |
| 0.4526 | 44350 | 0.0803 | - |
| 0.4531 | 44400 | 0.0003 | - |
| 0.4536 | 44450 | 0.0635 | - |
| 0.4541 | 44500 | 0.0792 | - |
| 0.4546 | 44550 | 0.0006 | - |
| 0.4551 | 44600 | 0.0619 | - |
| 0.4557 | 44650 | 0.0125 | - |
| 0.4562 | 44700 | 0.0019 | - |
| 0.4567 | 44750 | 0.0002 | - |
| 0.4572 | 44800 | 0.037 | - |
| 0.4577 | 44850 | 0.0003 | - |
| 0.4582 | 44900 | 0.0007 | - |
| 0.4587 | 44950 | 0.0089 | - |
| 0.4592 | 45000 | 0.0025 | - |
| 0.4597 | 45050 | 0.0005 | - |
| 0.4603 | 45100 | 0.0002 | - |
| 0.4608 | 45150 | 0.0072 | - |
| 0.4613 | 45200 | 0.0003 | - |
| 0.4618 | 45250 | 0.0002 | - |
| 0.4623 | 45300 | 0.0002 | - |
| 0.4628 | 45350 | 0.0002 | - |
| 0.4633 | 45400 | 0.0009 | - |
| 0.4638 | 45450 | 0.0129 | - |
| 0.4643 | 45500 | 0.0005 | - |
| 0.4648 | 45550 | 0.0002 | - |
| 0.4654 | 45600 | 0.0021 | - |
| 0.4659 | 45650 | 0.0016 | - |
| 0.4664 | 45700 | 0.0006 | - |
| 0.4669 | 45750 | 0.0001 | - |
| 0.4674 | 45800 | 0.0586 | - |
| 0.4679 | 45850 | 0.0003 | - |
| 0.4684 | 45900 | 0.0464 | - |
| 0.4689 | 45950 | 0.0007 | - |
| 0.4694 | 46000 | 0.0002 | - |
| 0.4699 | 46050 | 0.0012 | - |
| 0.4705 | 46100 | 0.0059 | - |
| 0.4710 | 46150 | 0.0006 | - |
| 0.4715 | 46200 | 0.0004 | - |
| 0.4720 | 46250 | 0.0003 | - |
| 0.4725 | 46300 | 0.0008 | - |
| 0.4730 | 46350 | 0.0013 | - |
| 0.4735 | 46400 | 0.0296 | - |
| 0.4740 | 46450 | 0.0047 | - |
| 0.4745 | 46500 | 0.0014 | - |
| 0.4750 | 46550 | 0.008 | - |
| 0.4756 | 46600 | 0.0002 | - |
| 0.4761 | 46650 | 0.0004 | - |
| 0.4766 | 46700 | 0.0001 | - |
| 0.4771 | 46750 | 0.0001 | - |
| 0.4776 | 46800 | 0.0009 | - |
| 0.4781 | 46850 | 0.0233 | - |
| 0.4786 | 46900 | 0.008 | - |
| 0.4791 | 46950 | 0.002 | - |
| 0.4796 | 47000 | 0.061 | - |
| 0.4802 | 47050 | 0.0002 | - |
| 0.4807 | 47100 | 0.006 | - |
| 0.4812 | 47150 | 0.0004 | - |
| 0.4817 | 47200 | 0.0003 | - |
| 0.4822 | 47250 | 0.0001 | - |
| 0.4827 | 47300 | 0.0121 | - |
| 0.4832 | 47350 | 0.0001 | - |
| 0.4837 | 47400 | 0.094 | - |
| 0.4842 | 47450 | 0.0003 | - |
| 0.4847 | 47500 | 0.0004 | - |
| 0.4853 | 47550 | 0.0002 | - |
| 0.4858 | 47600 | 0.0015 | - |
| 0.4863 | 47650 | 0.0015 | - |
| 0.4868 | 47700 | 0.0002 | - |
| 0.4873 | 47750 | 0.0003 | - |
| 0.4878 | 47800 | 0.0001 | - |
| 0.4883 | 47850 | 0.0001 | - |
| 0.4888 | 47900 | 0.0555 | - |
| 0.4893 | 47950 | 0.0603 | - |
| 0.4898 | 48000 | 0.0001 | - |
| 0.4904 | 48050 | 0.0005 | - |
| 0.4909 | 48100 | 0.0025 | - |
| 0.4914 | 48150 | 0.0071 | - |
| 0.4919 | 48200 | 0.0629 | - |
| 0.4924 | 48250 | 0.0002 | - |
| 0.4929 | 48300 | 0.001 | - |
| 0.4934 | 48350 | 0.0006 | - |
| 0.4939 | 48400 | 0.0008 | - |
| 0.4944 | 48450 | 0.0004 | - |
| 0.4949 | 48500 | 0.0008 | - |
| 0.4955 | 48550 | 0.0002 | - |
| 0.4960 | 48600 | 0.0007 | - |
| 0.4965 | 48650 | 0.0006 | - |
| 0.4970 | 48700 | 0.0007 | - |
| 0.4975 | 48750 | 0.0007 | - |
| 0.4980 | 48800 | 0.0004 | - |
| 0.4985 | 48850 | 0.0004 | - |
| 0.4990 | 48900 | 0.0017 | - |
| 0.4995 | 48950 | 0.0053 | - |
| 0.5001 | 49000 | 0.0001 | - |
| 0.5006 | 49050 | 0.0036 | - |
| 0.5011 | 49100 | 0.0601 | - |
| 0.5016 | 49150 | 0.0001 | - |
| 0.5021 | 49200 | 0.0003 | - |
| 0.5026 | 49250 | 0.0555 | - |
| 0.5031 | 49300 | 0.0002 | - |
| 0.5036 | 49350 | 0.1242 | - |
| 0.5041 | 49400 | 0.0006 | - |
| 0.5046 | 49450 | 0.0001 | - |
| 0.5052 | 49500 | 0.0002 | - |
| 0.5057 | 49550 | 0.0019 | - |
| 0.5062 | 49600 | 0.0002 | - |
| 0.5067 | 49650 | 0.0001 | - |
| 0.5072 | 49700 | 0.001 | - |
| 0.5077 | 49750 | 0.0002 | - |
| 0.5082 | 49800 | 0.0007 | - |
| 0.5087 | 49850 | 0.0001 | - |
| 0.5092 | 49900 | 0.0006 | - |
| 0.5097 | 49950 | 0.0071 | - |
| 0.5103 | 50000 | 0.0617 | - |
| 0.5108 | 50050 | 0.0001 | - |
| 0.5113 | 50100 | 0.0005 | - |
| 0.5118 | 50150 | 0.02 | - |
| 0.5123 | 50200 | 0.0021 | - |
| 0.5128 | 50250 | 0.0002 | - |
| 0.5133 | 50300 | 0.0027 | - |
| 0.5138 | 50350 | 0.0006 | - |
| 0.5143 | 50400 | 0.0554 | - |
| 0.5148 | 50450 | 0.0023 | - |
| 0.5154 | 50500 | 0.0002 | - |
| 0.5159 | 50550 | 0.0005 | - |
| 0.5164 | 50600 | 0.0626 | - |
| 0.5169 | 50650 | 0.0109 | - |
| 0.5174 | 50700 | 0.0731 | - |
| 0.5179 | 50750 | 0.0396 | - |
| 0.5184 | 50800 | 0.0006 | - |
| 0.5189 | 50850 | 0.0012 | - |
| 0.5194 | 50900 | 0.0604 | - |
| 0.5200 | 50950 | 0.0005 | - |
| 0.5205 | 51000 | 0.067 | - |
| 0.5210 | 51050 | 0.0007 | - |
| 0.5215 | 51100 | 0.0001 | - |
| 0.5220 | 51150 | 0.0055 | - |
| 0.5225 | 51200 | 0.0003 | - |
| 0.5230 | 51250 | 0.0001 | - |
| 0.5235 | 51300 | 0.0001 | - |
| 0.5240 | 51350 | 0.0001 | - |
| 0.5245 | 51400 | 0.011 | - |
| 0.5251 | 51450 | 0.0002 | - |
| 0.5256 | 51500 | 0.0001 | - |
| 0.5261 | 51550 | 0.0001 | - |
| 0.5266 | 51600 | 0.0003 | - |
| 0.5271 | 51650 | 0.0002 | - |
| 0.5276 | 51700 | 0.001 | - |
| 0.5281 | 51750 | 0.0003 | - |
| 0.5286 | 51800 | 0.0656 | - |
| 0.5291 | 51850 | 0.0027 | - |
| 0.5296 | 51900 | 0.0001 | - |
| 0.5302 | 51950 | 0.0008 | - |
| 0.5307 | 52000 | 0.0001 | - |
| 0.5312 | 52050 | 0.0005 | - |
| 0.5317 | 52100 | 0.0001 | - |
| 0.5322 | 52150 | 0.0007 | - |
| 0.5327 | 52200 | 0.0001 | - |
| 0.5332 | 52250 | 0.0001 | - |
| 0.5337 | 52300 | 0.0002 | - |
| 0.5342 | 52350 | 0.0006 | - |
| 0.5347 | 52400 | 0.0076 | - |
| 0.5353 | 52450 | 0.0008 | - |
| 0.5358 | 52500 | 0.0004 | - |
| 0.5363 | 52550 | 0.0003 | - |
| 0.5368 | 52600 | 0.0443 | - |
| 0.5373 | 52650 | 0.0021 | - |
| 0.5378 | 52700 | 0.0585 | - |
| 0.5383 | 52750 | 0.0005 | - |
| 0.5388 | 52800 | 0.0015 | - |
| 0.5393 | 52850 | 0.0001 | - |
| 0.5399 | 52900 | 0.0001 | - |
| 0.5404 | 52950 | 0.061 | - |
| 0.5409 | 53000 | 0.0003 | - |
| 0.5414 | 53050 | 0.0011 | - |
| 0.5419 | 53100 | 0.0002 | - |
| 0.5424 | 53150 | 0.0002 | - |
| 0.5429 | 53200 | 0.0001 | - |
| 0.5434 | 53250 | 0.061 | - |
| 0.5439 | 53300 | 0.0005 | - |
| 0.5444 | 53350 | 0.0095 | - |
| 0.5450 | 53400 | 0.0013 | - |
| 0.5455 | 53450 | 0.0615 | - |
| 0.5460 | 53500 | 0.0118 | - |
| 0.5465 | 53550 | 0.0002 | - |
| 0.5470 | 53600 | 0.0001 | - |
| 0.5475 | 53650 | 0.002 | - |
| 0.5480 | 53700 | 0.0008 | - |
| 0.5485 | 53750 | 0.0001 | - |
| 0.5490 | 53800 | 0.0007 | - |
| 0.5495 | 53850 | 0.0068 | - |
| 0.5501 | 53900 | 0.0009 | - |
| 0.5506 | 53950 | 0.0001 | - |
| 0.5511 | 54000 | 0.0003 | - |
| 0.5516 | 54050 | 0.0001 | - |
| 0.5521 | 54100 | 0.0001 | - |
| 0.5526 | 54150 | 0.0002 | - |
| 0.5531 | 54200 | 0.0003 | - |
| 0.5536 | 54250 | 0.0121 | - |
| 0.5541 | 54300 | 0.0005 | - |
| 0.5546 | 54350 | 0.062 | - |
| 0.5552 | 54400 | 0.0003 | - |
| 0.5557 | 54450 | 0.0001 | - |
| 0.5562 | 54500 | 0.0621 | - |
| 0.5567 | 54550 | 0.0003 | - |
| 0.5572 | 54600 | 0.0015 | - |
| 0.5577 | 54650 | 0.0002 | - |
| 0.5582 | 54700 | 0.0005 | - |
| 0.5587 | 54750 | 0.0001 | - |
| 0.5592 | 54800 | 0.0002 | - |
| 0.5598 | 54850 | 0.106 | - |
| 0.5603 | 54900 | 0.0555 | - |
| 0.5608 | 54950 | 0.0001 | - |
| 0.5613 | 55000 | 0.0001 | - |
| 0.5618 | 55050 | 0.0011 | - |
| 0.5623 | 55100 | 0.0002 | - |
| 0.5628 | 55150 | 0.0002 | - |
| 0.5633 | 55200 | 0.0004 | - |
| 0.5638 | 55250 | 0.0005 | - |
| 0.5643 | 55300 | 0.0133 | - |
| 0.5649 | 55350 | 0.0001 | - |
| 0.5654 | 55400 | 0.0008 | - |
| 0.5659 | 55450 | 0.0004 | - |
| 0.5664 | 55500 | 0.0005 | - |
| 0.5669 | 55550 | 0.0605 | - |
| 0.5674 | 55600 | 0.0 | - |
| 0.5679 | 55650 | 0.0002 | - |
| 0.5684 | 55700 | 0.0003 | - |
| 0.5689 | 55750 | 0.0001 | - |
| 0.5694 | 55800 | 0.0001 | - |
| 0.5700 | 55850 | 0.0003 | - |
| 0.5705 | 55900 | 0.008 | - |
| 0.5710 | 55950 | 0.0002 | - |
| 0.5715 | 56000 | 0.0084 | - |
| 0.5720 | 56050 | 0.0 | - |
| 0.5725 | 56100 | 0.0076 | - |
| 0.5730 | 56150 | 0.0001 | - |
| 0.5735 | 56200 | 0.0003 | - |
| 0.5740 | 56250 | 0.0006 | - |
| 0.5745 | 56300 | 0.001 | - |
| 0.5751 | 56350 | 0.0309 | - |
| 0.5756 | 56400 | 0.1454 | - |
| 0.5761 | 56450 | 0.0005 | - |
| 0.5766 | 56500 | 0.0077 | - |
| 0.5771 | 56550 | 0.0056 | - |
| 0.5776 | 56600 | 0.0005 | - |
| 0.5781 | 56650 | 0.0001 | - |
| 0.5786 | 56700 | 0.0001 | - |
| 0.5791 | 56750 | 0.061 | - |
| 0.5797 | 56800 | 0.0007 | - |
| 0.5802 | 56850 | 0.0001 | - |
| 0.5807 | 56900 | 0.0 | - |
| 0.5812 | 56950 | 0.0016 | - |
| 0.5817 | 57000 | 0.0002 | - |
| 0.5822 | 57050 | 0.0539 | - |
| 0.5827 | 57100 | 0.0002 | - |
| 0.5832 | 57150 | 0.0001 | - |
| 0.5837 | 57200 | 0.0621 | - |
| 0.5842 | 57250 | 0.0001 | - |
| 0.5848 | 57300 | 0.0012 | - |
| 0.5853 | 57350 | 0.0001 | - |
| 0.5858 | 57400 | 0.0005 | - |
| 0.5863 | 57450 | 0.0571 | - |
| 0.5868 | 57500 | 0.001 | - |
| 0.5873 | 57550 | 0.0003 | - |
| 0.5878 | 57600 | 0.0002 | - |
| 0.5883 | 57650 | 0.0006 | - |
| 0.5888 | 57700 | 0.0017 | - |
| 0.5893 | 57750 | 0.0552 | - |
| 0.5899 | 57800 | 0.0004 | - |
| 0.5904 | 57850 | 0.0613 | - |
| 0.5909 | 57900 | 0.0013 | - |
| 0.5914 | 57950 | 0.0001 | - |
| 0.5919 | 58000 | 0.0 | - |
| 0.5924 | 58050 | 0.0002 | - |
| 0.5929 | 58100 | 0.0013 | - |
| 0.5934 | 58150 | 0.0497 | - |
| 0.5939 | 58200 | 0.0001 | - |
| 0.5944 | 58250 | 0.0011 | - |
| 0.5950 | 58300 | 0.0002 | - |
| 0.5955 | 58350 | 0.0553 | - |
| 0.5960 | 58400 | 0.0002 | - |
| 0.5965 | 58450 | 0.0025 | - |
| 0.5970 | 58500 | 0.0002 | - |
| 0.5975 | 58550 | 0.0004 | - |
| 0.5980 | 58600 | 0.0002 | - |
| 0.5985 | 58650 | 0.0031 | - |
| 0.5990 | 58700 | 0.0002 | - |
| 0.5996 | 58750 | 0.0004 | - |
| 0.6001 | 58800 | 0.0006 | - |
| 0.6006 | 58850 | 0.0003 | - |
| 0.6011 | 58900 | 0.0009 | - |
| 0.6016 | 58950 | 0.0013 | - |
| 0.6021 | 59000 | 0.0008 | - |
| 0.6026 | 59050 | 0.064 | - |
| 0.6031 | 59100 | 0.0005 | - |
| 0.6036 | 59150 | 0.0056 | - |
| 0.6041 | 59200 | 0.0044 | - |
| 0.6047 | 59250 | 0.0003 | - |
| 0.6052 | 59300 | 0.0042 | - |
| 0.6057 | 59350 | 0.0619 | - |
| 0.6062 | 59400 | 0.0002 | - |
| 0.6067 | 59450 | 0.0704 | - |
| 0.6072 | 59500 | 0.0206 | - |
| 0.6077 | 59550 | 0.0005 | - |
| 0.6082 | 59600 | 0.0073 | - |
| 0.6087 | 59650 | 0.0564 | - |
| 0.6092 | 59700 | 0.0003 | - |
| 0.6098 | 59750 | 0.0003 | - |
| 0.6103 | 59800 | 0.0001 | - |
| 0.6108 | 59850 | 0.0047 | - |
| 0.6113 | 59900 | 0.0027 | - |
| 0.6118 | 59950 | 0.0001 | - |
| 0.6123 | 60000 | 0.0616 | - |
| 0.6128 | 60050 | 0.0007 | - |
| 0.6133 | 60100 | 0.0002 | - |
| 0.6138 | 60150 | 0.0003 | - |
| 0.6143 | 60200 | 0.0053 | - |
| 0.6149 | 60250 | 0.0019 | - |
| 0.6154 | 60300 | 0.0055 | - |
| 0.6159 | 60350 | 0.0001 | - |
| 0.6164 | 60400 | 0.0002 | - |
| 0.6169 | 60450 | 0.0001 | - |
| 0.6174 | 60500 | 0.0006 | - |
| 0.6179 | 60550 | 0.0433 | - |
| 0.6184 | 60600 | 0.0006 | - |
| 0.6189 | 60650 | 0.0002 | - |
| 0.6195 | 60700 | 0.0007 | - |
| 0.6200 | 60750 | 0.0001 | - |
| 0.6205 | 60800 | 0.0 | - |
| 0.6210 | 60850 | 0.0618 | - |
| 0.6215 | 60900 | 0.0 | - |
| 0.6220 | 60950 | 0.0195 | - |
| 0.6225 | 61000 | 0.0012 | - |
| 0.6230 | 61050 | 0.0001 | - |
| 0.6235 | 61100 | 0.0636 | - |
| 0.6240 | 61150 | 0.0309 | - |
| 0.6246 | 61200 | 0.0 | - |
| 0.6251 | 61250 | 0.0003 | - |
| 0.6256 | 61300 | 0.0002 | - |
| 0.6261 | 61350 | 0.0492 | - |
| 0.6266 | 61400 | 0.0001 | - |
| 0.6271 | 61450 | 0.0003 | - |
| 0.6276 | 61500 | 0.0004 | - |
| 0.6281 | 61550 | 0.0006 | - |
| 0.6286 | 61600 | 0.0004 | - |
| 0.6291 | 61650 | 0.0006 | - |
| 0.6297 | 61700 | 0.0009 | - |
| 0.6302 | 61750 | 0.0002 | - |
| 0.6307 | 61800 | 0.0001 | - |
| 0.6312 | 61850 | 0.0002 | - |
| 0.6317 | 61900 | 0.0294 | - |
| 0.6322 | 61950 | 0.0006 | - |
| 0.6327 | 62000 | 0.0288 | - |
| 0.6332 | 62050 | 0.0001 | - |
| 0.6337 | 62100 | 0.0002 | - |
| 0.6342 | 62150 | 0.0001 | - |
| 0.6348 | 62200 | 0.0004 | - |
| 0.6353 | 62250 | 0.0001 | - |
| 0.6358 | 62300 | 0.0001 | - |
| 0.6363 | 62350 | 0.0612 | - |
| 0.6368 | 62400 | 0.0002 | - |
| 0.6373 | 62450 | 0.0018 | - |
| 0.6378 | 62500 | 0.0002 | - |
| 0.6383 | 62550 | 0.0004 | - |
| 0.6388 | 62600 | 0.0002 | - |
| 0.6394 | 62650 | 0.0002 | - |
| 0.6399 | 62700 | 0.0002 | - |
| 0.6404 | 62750 | 0.0365 | - |
| 0.6409 | 62800 | 0.0003 | - |
| 0.6414 | 62850 | 0.0268 | - |
| 0.6419 | 62900 | 0.0001 | - |
| 0.6424 | 62950 | 0.0001 | - |
| 0.6429 | 63000 | 0.0004 | - |
| 0.6434 | 63050 | 0.0003 | - |
| 0.6439 | 63100 | 0.0 | - |
| 0.6445 | 63150 | 0.0 | - |
| 0.6450 | 63200 | 0.0002 | - |
| 0.6455 | 63250 | 0.0002 | - |
| 0.6460 | 63300 | 0.0002 | - |
| 0.6465 | 63350 | 0.0001 | - |
| 0.6470 | 63400 | 0.0002 | - |
| 0.6475 | 63450 | 0.0001 | - |
| 0.6480 | 63500 | 0.0053 | - |
| 0.6485 | 63550 | 0.0001 | - |
| 0.6490 | 63600 | 0.0001 | - |
| 0.6496 | 63650 | 0.0002 | - |
| 0.6501 | 63700 | 0.0013 | - |
| 0.6506 | 63750 | 0.0001 | - |
| 0.6511 | 63800 | 0.0029 | - |
| 0.6516 | 63850 | 0.0189 | - |
| 0.6521 | 63900 | 0.0001 | - |
| 0.6526 | 63950 | 0.0002 | - |
| 0.6531 | 64000 | 0.0132 | - |
| 0.6536 | 64050 | 0.0001 | - |
| 0.6541 | 64100 | 0.0002 | - |
| 0.6547 | 64150 | 0.0003 | - |
| 0.6552 | 64200 | 0.0004 | - |
| 0.6557 | 64250 | 0.0002 | - |
| 0.6562 | 64300 | 0.0001 | - |
| 0.6567 | 64350 | 0.0003 | - |
| 0.6572 | 64400 | 0.0002 | - |
| 0.6577 | 64450 | 0.0224 | - |
| 0.6582 | 64500 | 0.0007 | - |
| 0.6587 | 64550 | 0.0002 | - |
| 0.6593 | 64600 | 0.005 | - |
| 0.6598 | 64650 | 0.0001 | - |
| 0.6603 | 64700 | 0.0001 | - |
| 0.6608 | 64750 | 0.0003 | - |
| 0.6613 | 64800 | 0.0051 | - |
| 0.6618 | 64850 | 0.001 | - |
| 0.6623 | 64900 | 0.0003 | - |
| 0.6628 | 64950 | 0.0002 | - |
| 0.6633 | 65000 | 0.0001 | - |
| 0.6638 | 65050 | 0.0004 | - |
| 0.6644 | 65100 | 0.0002 | - |
| 0.6649 | 65150 | 0.0002 | - |
| 0.6654 | 65200 | 0.0038 | - |
| 0.6659 | 65250 | 0.0001 | - |
| 0.6664 | 65300 | 0.0001 | - |
| 0.6669 | 65350 | 0.0002 | - |
| 0.6674 | 65400 | 0.0 | - |
| 0.6679 | 65450 | 0.0004 | - |
| 0.6684 | 65500 | 0.005 | - |
| 0.6689 | 65550 | 0.0003 | - |
| 0.6695 | 65600 | 0.0003 | - |
| 0.6700 | 65650 | 0.0003 | - |
| 0.6705 | 65700 | 0.023 | - |
| 0.6710 | 65750 | 0.0002 | - |
| 0.6715 | 65800 | 0.0017 | - |
| 0.6720 | 65850 | 0.0002 | - |
| 0.6725 | 65900 | 0.0004 | - |
| 0.6730 | 65950 | 0.0002 | - |
| 0.6735 | 66000 | 0.0 | - |
| 0.6740 | 66050 | 0.0002 | - |
| 0.6746 | 66100 | 0.0001 | - |
| 0.6751 | 66150 | 0.0002 | - |
| 0.6756 | 66200 | 0.0001 | - |
| 0.6761 | 66250 | 0.0002 | - |
| 0.6766 | 66300 | 0.0002 | - |
| 0.6771 | 66350 | 0.057 | - |
| 0.6776 | 66400 | 0.0003 | - |
| 0.6781 | 66450 | 0.0006 | - |
| 0.6786 | 66500 | 0.0019 | - |
| 0.6792 | 66550 | 0.0003 | - |
| 0.6797 | 66600 | 0.0009 | - |
| 0.6802 | 66650 | 0.0001 | - |
| 0.6807 | 66700 | 0.0003 | - |
| 0.6812 | 66750 | 0.0002 | - |
| 0.6817 | 66800 | 0.0 | - |
| 0.6822 | 66850 | 0.0002 | - |
| 0.6827 | 66900 | 0.0002 | - |
| 0.6832 | 66950 | 0.0001 | - |
| 0.6837 | 67000 | 0.0001 | - |
| 0.6843 | 67050 | 0.0001 | - |
| 0.6848 | 67100 | 0.0001 | - |
| 0.6853 | 67150 | 0.0002 | - |
| 0.6858 | 67200 | 0.0 | - |
| 0.6863 | 67250 | 0.0003 | - |
| 0.6868 | 67300 | 0.0001 | - |
| 0.6873 | 67350 | 0.048 | - |
| 0.6878 | 67400 | 0.0005 | - |
| 0.6883 | 67450 | 0.0004 | - |
| 0.6888 | 67500 | 0.0214 | - |
| 0.6894 | 67550 | 0.0004 | - |
| 0.6899 | 67600 | 0.0003 | - |
| 0.6904 | 67650 | 0.0002 | - |
| 0.6909 | 67700 | 0.0001 | - |
| 0.6914 | 67750 | 0.0009 | - |
| 0.6919 | 67800 | 0.0005 | - |
| 0.6924 | 67850 | 0.059 | - |
| 0.6929 | 67900 | 0.0001 | - |
| 0.6934 | 67950 | 0.0038 | - |
| 0.6939 | 68000 | 0.0334 | - |
| 0.6945 | 68050 | 0.0002 | - |
| 0.6950 | 68100 | 0.0421 | - |
| 0.6955 | 68150 | 0.0005 | - |
| 0.6960 | 68200 | 0.0612 | - |
| 0.6965 | 68250 | 0.0001 | - |
| 0.6970 | 68300 | 0.0002 | - |
| 0.6975 | 68350 | 0.0001 | - |
| 0.6980 | 68400 | 0.0001 | - |
| 0.6985 | 68450 | 0.0001 | - |
| 0.6991 | 68500 | 0.0005 | - |
| 0.6996 | 68550 | 0.0002 | - |
| 0.7001 | 68600 | 0.0006 | - |
| 0.7006 | 68650 | 0.0 | - |
| 0.7011 | 68700 | 0.0001 | - |
| 0.7016 | 68750 | 0.0621 | - |
| 0.7021 | 68800 | 0.0001 | - |
| 0.7026 | 68850 | 0.0001 | - |
| 0.7031 | 68900 | 0.0005 | - |
| 0.7036 | 68950 | 0.0216 | - |
| 0.7042 | 69000 | 0.0001 | - |
| 0.7047 | 69050 | 0.062 | - |
| 0.7052 | 69100 | 0.0001 | - |
| 0.7057 | 69150 | 0.0001 | - |
| 0.7062 | 69200 | 0.0001 | - |
| 0.7067 | 69250 | 0.0 | - |
| 0.7072 | 69300 | 0.0 | - |
| 0.7077 | 69350 | 0.0003 | - |
| 0.7082 | 69400 | 0.0025 | - |
| 0.7087 | 69450 | 0.0002 | - |
| 0.7093 | 69500 | 0.0034 | - |
| 0.7098 | 69550 | 0.0002 | - |
| 0.7103 | 69600 | 0.0001 | - |
| 0.7108 | 69650 | 0.0001 | - |
| 0.7113 | 69700 | 0.0001 | - |
| 0.7118 | 69750 | 0.0002 | - |
| 0.7123 | 69800 | 0.0001 | - |
| 0.7128 | 69850 | 0.0007 | - |
| 0.7133 | 69900 | 0.0001 | - |
| 0.7138 | 69950 | 0.0009 | - |
| 0.7144 | 70000 | 0.0008 | - |
| 0.7149 | 70050 | 0.0041 | - |
| 0.7154 | 70100 | 0.0137 | - |
| 0.7159 | 70150 | 0.0005 | - |
| 0.7164 | 70200 | 0.0008 | - |
| 0.7169 | 70250 | 0.0001 | - |
| 0.7174 | 70300 | 0.0005 | - |
| 0.7179 | 70350 | 0.0005 | - |
| 0.7184 | 70400 | 0.0042 | - |
| 0.7190 | 70450 | 0.0008 | - |
| 0.7195 | 70500 | 0.0001 | - |
| 0.7200 | 70550 | 0.0001 | - |
| 0.7205 | 70600 | 0.062 | - |
| 0.7210 | 70650 | 0.0288 | - |
| 0.7215 | 70700 | 0.0123 | - |
| 0.7220 | 70750 | 0.0003 | - |
| 0.7225 | 70800 | 0.0001 | - |
| 0.7230 | 70850 | 0.0001 | - |
| 0.7235 | 70900 | 0.0008 | - |
| 0.7241 | 70950 | 0.001 | - |
| 0.7246 | 71000 | 0.0 | - |
| 0.7251 | 71050 | 0.0001 | - |
| 0.7256 | 71100 | 0.0002 | - |
| 0.7261 | 71150 | 0.0001 | - |
| 0.7266 | 71200 | 0.0003 | - |
| 0.7271 | 71250 | 0.0003 | - |
| 0.7276 | 71300 | 0.0002 | - |
| 0.7281 | 71350 | 0.0003 | - |
| 0.7286 | 71400 | 0.0001 | - |
| 0.7292 | 71450 | 0.0001 | - |
| 0.7297 | 71500 | 0.0002 | - |
| 0.7302 | 71550 | 0.0013 | - |
| 0.7307 | 71600 | 0.0007 | - |
| 0.7312 | 71650 | 0.0001 | - |
| 0.7317 | 71700 | 0.0001 | - |
| 0.7322 | 71750 | 0.0306 | - |
| 0.7327 | 71800 | 0.0002 | - |
| 0.7332 | 71850 | 0.0001 | - |
| 0.7337 | 71900 | 0.0003 | - |
| 0.7343 | 71950 | 0.0001 | - |
| 0.7348 | 72000 | 0.0002 | - |
| 0.7353 | 72050 | 0.0001 | - |
| 0.7358 | 72100 | 0.0055 | - |
| 0.7363 | 72150 | 0.0001 | - |
| 0.7368 | 72200 | 0.0001 | - |
| 0.7373 | 72250 | 0.0001 | - |
| 0.7378 | 72300 | 0.0044 | - |
| 0.7383 | 72350 | 0.0002 | - |
| 0.7389 | 72400 | 0.0017 | - |
| 0.7394 | 72450 | 0.0209 | - |
| 0.7399 | 72500 | 0.0002 | - |
| 0.7404 | 72550 | 0.0005 | - |
| 0.7409 | 72600 | 0.0001 | - |
| 0.7414 | 72650 | 0.0002 | - |
| 0.7419 | 72700 | 0.0001 | - |
| 0.7424 | 72750 | 0.0001 | - |
| 0.7429 | 72800 | 0.0001 | - |
| 0.7434 | 72850 | 0.0576 | - |
| 0.7440 | 72900 | 0.0151 | - |
| 0.7445 | 72950 | 0.0001 | - |
| 0.7450 | 73000 | 0.0001 | - |
| 0.7455 | 73050 | 0.0002 | - |
| 0.7460 | 73100 | 0.0001 | - |
| 0.7465 | 73150 | 0.0002 | - |
| 0.7470 | 73200 | 0.0012 | - |
| 0.7475 | 73250 | 0.0179 | - |
| 0.7480 | 73300 | 0.0018 | - |
| 0.7485 | 73350 | 0.0005 | - |
| 0.7491 | 73400 | 0.0012 | - |
| 0.7496 | 73450 | 0.0001 | - |
| 0.7501 | 73500 | 0.0008 | - |
| 0.7506 | 73550 | 0.0001 | - |
| 0.7511 | 73600 | 0.0 | - |
| 0.7516 | 73650 | 0.0001 | - |
| 0.7521 | 73700 | 0.0001 | - |
| 0.7526 | 73750 | 0.0001 | - |
| 0.7531 | 73800 | 0.0011 | - |
| 0.7536 | 73850 | 0.0001 | - |
| 0.7542 | 73900 | 0.002 | - |
| 0.7547 | 73950 | 0.0138 | - |
| 0.7552 | 74000 | 0.0515 | - |
| 0.7557 | 74050 | 0.0001 | - |
| 0.7562 | 74100 | 0.0002 | - |
| 0.7567 | 74150 | 0.0001 | - |
| 0.7572 | 74200 | 0.0008 | - |
| 0.7577 | 74250 | 0.001 | - |
| 0.7582 | 74300 | 0.0001 | - |
| 0.7588 | 74350 | 0.0013 | - |
| 0.7593 | 74400 | 0.0001 | - |
| 0.7598 | 74450 | 0.0014 | - |
| 0.7603 | 74500 | 0.0001 | - |
| 0.7608 | 74550 | 0.0002 | - |
| 0.7613 | 74600 | 0.0001 | - |
| 0.7618 | 74650 | 0.0002 | - |
| 0.7623 | 74700 | 0.0001 | - |
| 0.7628 | 74750 | 0.0006 | - |
| 0.7633 | 74800 | 0.0001 | - |
| 0.7639 | 74850 | 0.0009 | - |
| 0.7644 | 74900 | 0.0001 | - |
| 0.7649 | 74950 | 0.0004 | - |
| 0.7654 | 75000 | 0.0001 | - |
| 0.7659 | 75050 | 0.0006 | - |
| 0.7664 | 75100 | 0.0067 | - |
| 0.7669 | 75150 | 0.0065 | - |
| 0.7674 | 75200 | 0.0001 | - |
| 0.7679 | 75250 | 0.0001 | - |
| 0.7684 | 75300 | 0.0002 | - |
| 0.7690 | 75350 | 0.0001 | - |
| 0.7695 | 75400 | 0.0001 | - |
| 0.7700 | 75450 | 0.0001 | - |
| 0.7705 | 75500 | 0.0001 | - |
| 0.7710 | 75550 | 0.0175 | - |
| 0.7715 | 75600 | 0.002 | - |
| 0.7720 | 75650 | 0.0001 | - |
| 0.7725 | 75700 | 0.0002 | - |
| 0.7730 | 75750 | 0.0002 | - |
| 0.7735 | 75800 | 0.0002 | - |
| 0.7741 | 75850 | 0.0003 | - |
| 0.7746 | 75900 | 0.001 | - |
| 0.7751 | 75950 | 0.0001 | - |
| 0.7756 | 76000 | 0.0001 | - |
| 0.7761 | 76050 | 0.0006 | - |
| 0.7766 | 76100 | 0.0006 | - |
| 0.7771 | 76150 | 0.0047 | - |
| 0.7776 | 76200 | 0.0001 | - |
| 0.7781 | 76250 | 0.0001 | - |
| 0.7787 | 76300 | 0.0001 | - |
| 0.7792 | 76350 | 0.0001 | - |
| 0.7797 | 76400 | 0.0004 | - |
| 0.7802 | 76450 | 0.0 | - |
| 0.7807 | 76500 | 0.0001 | - |
| 0.7812 | 76550 | 0.0508 | - |
| 0.7817 | 76600 | 0.0001 | - |
| 0.7822 | 76650 | 0.0197 | - |
| 0.7827 | 76700 | 0.0001 | - |
| 0.7832 | 76750 | 0.0001 | - |
| 0.7838 | 76800 | 0.0001 | - |
| 0.7843 | 76850 | 0.0012 | - |
| 0.7848 | 76900 | 0.0622 | - |
| 0.7853 | 76950 | 0.0001 | - |
| 0.7858 | 77000 | 0.0034 | - |
| 0.7863 | 77050 | 0.0002 | - |
| 0.7868 | 77100 | 0.0002 | - |
| 0.7873 | 77150 | 0.0001 | - |
| 0.7878 | 77200 | 0.0001 | - |
| 0.7883 | 77250 | 0.0001 | - |
| 0.7889 | 77300 | 0.0005 | - |
| 0.7894 | 77350 | 0.0603 | - |
| 0.7899 | 77400 | 0.0498 | - |
| 0.7904 | 77450 | 0.0002 | - |
| 0.7909 | 77500 | 0.0004 | - |
| 0.7914 | 77550 | 0.0001 | - |
| 0.7919 | 77600 | 0.0001 | - |
| 0.7924 | 77650 | 0.0001 | - |
| 0.7929 | 77700 | 0.0001 | - |
| 0.7934 | 77750 | 0.0002 | - |
| 0.7940 | 77800 | 0.0002 | - |
| 0.7945 | 77850 | 0.0002 | - |
| 0.7950 | 77900 | 0.0 | - |
| 0.7955 | 77950 | 0.0001 | - |
| 0.7960 | 78000 | 0.0004 | - |
| 0.7965 | 78050 | 0.0001 | - |
| 0.7970 | 78100 | 0.0015 | - |
| 0.7975 | 78150 | 0.0004 | - |
| 0.7980 | 78200 | 0.0001 | - |
| 0.7986 | 78250 | 0.0004 | - |
| 0.7991 | 78300 | 0.0011 | - |
| 0.7996 | 78350 | 0.0001 | - |
| 0.8001 | 78400 | 0.0001 | - |
| 0.8006 | 78450 | 0.0001 | - |
| 0.8011 | 78500 | 0.0001 | - |
| 0.8016 | 78550 | 0.0001 | - |
| 0.8021 | 78600 | 0.0001 | - |
| 0.8026 | 78650 | 0.0002 | - |
| 0.8031 | 78700 | 0.0001 | - |
| 0.8037 | 78750 | 0.0002 | - |
| 0.8042 | 78800 | 0.0001 | - |
| 0.8047 | 78850 | 0.0001 | - |
| 0.8052 | 78900 | 0.0001 | - |
| 0.8057 | 78950 | 0.0171 | - |
| 0.8062 | 79000 | 0.0002 | - |
| 0.8067 | 79050 | 0.0002 | - |
| 0.8072 | 79100 | 0.0001 | - |
| 0.8077 | 79150 | 0.0003 | - |
| 0.8082 | 79200 | 0.0007 | - |
| 0.8088 | 79250 | 0.0001 | - |
| 0.8093 | 79300 | 0.0001 | - |
| 0.8098 | 79350 | 0.0004 | - |
| 0.8103 | 79400 | 0.0013 | - |
| 0.8108 | 79450 | 0.0001 | - |
| 0.8113 | 79500 | 0.0001 | - |
| 0.8118 | 79550 | 0.0001 | - |
| 0.8123 | 79600 | 0.0001 | - |
| 0.8128 | 79650 | 0.0001 | - |
| 0.8133 | 79700 | 0.0 | - |
| 0.8139 | 79750 | 0.0073 | - |
| 0.8144 | 79800 | 0.0002 | - |
| 0.8149 | 79850 | 0.0001 | - |
| 0.8154 | 79900 | 0.0002 | - |
| 0.8159 | 79950 | 0.0001 | - |
| 0.8164 | 80000 | 0.0001 | - |
| 0.8169 | 80050 | 0.0006 | - |
| 0.8174 | 80100 | 0.0 | - |
| 0.8179 | 80150 | 0.0008 | - |
| 0.8185 | 80200 | 0.0002 | - |
| 0.8190 | 80250 | 0.0001 | - |
| 0.8195 | 80300 | 0.0002 | - |
| 0.8200 | 80350 | 0.0001 | - |
| 0.8205 | 80400 | 0.0003 | - |
| 0.8210 | 80450 | 0.0009 | - |
| 0.8215 | 80500 | 0.0001 | - |
| 0.8220 | 80550 | 0.0006 | - |
| 0.8225 | 80600 | 0.0001 | - |
| 0.8230 | 80650 | 0.0001 | - |
| 0.8236 | 80700 | 0.0006 | - |
| 0.8241 | 80750 | 0.0001 | - |
| 0.8246 | 80800 | 0.0001 | - |
| 0.8251 | 80850 | 0.0002 | - |
| 0.8256 | 80900 | 0.0001 | - |
| 0.8261 | 80950 | 0.0001 | - |
| 0.8266 | 81000 | 0.0001 | - |
| 0.8271 | 81050 | 0.0003 | - |
| 0.8276 | 81100 | 0.0477 | - |
| 0.8281 | 81150 | 0.0002 | - |
| 0.8287 | 81200 | 0.0001 | - |
| 0.8292 | 81250 | 0.0005 | - |
| 0.8297 | 81300 | 0.0002 | - |
| 0.8302 | 81350 | 0.0007 | - |
| 0.8307 | 81400 | 0.0001 | - |
| 0.8312 | 81450 | 0.0001 | - |
| 0.8317 | 81500 | 0.0001 | - |
| 0.8322 | 81550 | 0.0603 | - |
| 0.8327 | 81600 | 0.0001 | - |
| 0.8332 | 81650 | 0.0001 | - |
| 0.8338 | 81700 | 0.0 | - |
| 0.8343 | 81750 | 0.0001 | - |
| 0.8348 | 81800 | 0.0001 | - |
| 0.8353 | 81850 | 0.0 | - |
| 0.8358 | 81900 | 0.0002 | - |
| 0.8363 | 81950 | 0.0001 | - |
| 0.8368 | 82000 | 0.0001 | - |
| 0.8373 | 82050 | 0.0001 | - |
| 0.8378 | 82100 | 0.0 | - |
| 0.8384 | 82150 | 0.0001 | - |
| 0.8389 | 82200 | 0.0012 | - |
| 0.8394 | 82250 | 0.0008 | - |
| 0.8399 | 82300 | 0.0002 | - |
| 0.8404 | 82350 | 0.0546 | - |
| 0.8409 | 82400 | 0.0001 | - |
| 0.8414 | 82450 | 0.0003 | - |
| 0.8419 | 82500 | 0.0001 | - |
| 0.8424 | 82550 | 0.0007 | - |
| 0.8429 | 82600 | 0.0001 | - |
| 0.8435 | 82650 | 0.0001 | - |
| 0.8440 | 82700 | 0.0001 | - |
| 0.8445 | 82750 | 0.0001 | - |
| 0.8450 | 82800 | 0.0001 | - |
| 0.8455 | 82850 | 0.0005 | - |
| 0.8460 | 82900 | 0.0001 | - |
| 0.8465 | 82950 | 0.0001 | - |
| 0.8470 | 83000 | 0.0002 | - |
| 0.8475 | 83050 | 0.0 | - |
| 0.8480 | 83100 | 0.0001 | - |
| 0.8486 | 83150 | 0.0 | - |
| 0.8491 | 83200 | 0.0002 | - |
| 0.8496 | 83250 | 0.0003 | - |
| 0.8501 | 83300 | 0.0001 | - |
| 0.8506 | 83350 | 0.0 | - |
| 0.8511 | 83400 | 0.0 | - |
| 0.8516 | 83450 | 0.0001 | - |
| 0.8521 | 83500 | 0.0001 | - |
| 0.8526 | 83550 | 0.0006 | - |
| 0.8531 | 83600 | 0.0001 | - |
| 0.8537 | 83650 | 0.0 | - |
| 0.8542 | 83700 | 0.0577 | - |
| 0.8547 | 83750 | 0.0003 | - |
| 0.8552 | 83800 | 0.0001 | - |
| 0.8557 | 83850 | 0.002 | - |
| 0.8562 | 83900 | 0.0 | - |
| 0.8567 | 83950 | 0.0001 | - |
| 0.8572 | 84000 | 0.0001 | - |
| 0.8577 | 84050 | 0.0001 | - |
| 0.8583 | 84100 | 0.0001 | - |
| 0.8588 | 84150 | 0.0001 | - |
| 0.8593 | 84200 | 0.0001 | - |
| 0.8598 | 84250 | 0.0001 | - |
| 0.8603 | 84300 | 0.0001 | - |
| 0.8608 | 84350 | 0.0004 | - |
| 0.8613 | 84400 | 0.0003 | - |
| 0.8618 | 84450 | 0.0 | - |
| 0.8623 | 84500 | 0.0 | - |
| 0.8628 | 84550 | 0.0003 | - |
| 0.8634 | 84600 | 0.0312 | - |
| 0.8639 | 84650 | 0.0001 | - |
| 0.8644 | 84700 | 0.0001 | - |
| 0.8649 | 84750 | 0.0001 | - |
| 0.8654 | 84800 | 0.0003 | - |
| 0.8659 | 84850 | 0.0001 | - |
| 0.8664 | 84900 | 0.0001 | - |
| 0.8669 | 84950 | 0.0001 | - |
| 0.8674 | 85000 | 0.0 | - |
| 0.8679 | 85050 | 0.0001 | - |
| 0.8685 | 85100 | 0.0001 | - |
| 0.8690 | 85150 | 0.0001 | - |
| 0.8695 | 85200 | 0.0001 | - |
| 0.8700 | 85250 | 0.0001 | - |
| 0.8705 | 85300 | 0.0001 | - |
| 0.8710 | 85350 | 0.0001 | - |
| 0.8715 | 85400 | 0.0002 | - |
| 0.8720 | 85450 | 0.0001 | - |
| 0.8725 | 85500 | 0.0001 | - |
| 0.8730 | 85550 | 0.0082 | - |
| 0.8736 | 85600 | 0.0621 | - |
| 0.8741 | 85650 | 0.0001 | - |
| 0.8746 | 85700 | 0.0002 | - |
| 0.8751 | 85750 | 0.0001 | - |
| 0.8756 | 85800 | 0.0252 | - |
| 0.8761 | 85850 | 0.0001 | - |
| 0.8766 | 85900 | 0.0003 | - |
| 0.8771 | 85950 | 0.0001 | - |
| 0.8776 | 86000 | 0.0613 | - |
| 0.8782 | 86050 | 0.0001 | - |
| 0.8787 | 86100 | 0.0002 | - |
| 0.8792 | 86150 | 0.0001 | - |
| 0.8797 | 86200 | 0.0001 | - |
| 0.8802 | 86250 | 0.0005 | - |
| 0.8807 | 86300 | 0.0001 | - |
| 0.8812 | 86350 | 0.0002 | - |
| 0.8817 | 86400 | 0.0001 | - |
| 0.8822 | 86450 | 0.0001 | - |
| 0.8827 | 86500 | 0.0001 | - |
| 0.8833 | 86550 | 0.0002 | - |
| 0.8838 | 86600 | 0.0001 | - |
| 0.8843 | 86650 | 0.0001 | - |
| 0.8848 | 86700 | 0.0001 | - |
| 0.8853 | 86750 | 0.0079 | - |
| 0.8858 | 86800 | 0.0001 | - |
| 0.8863 | 86850 | 0.0001 | - |
| 0.8868 | 86900 | 0.0001 | - |
| 0.8873 | 86950 | 0.0001 | - |
| 0.8878 | 87000 | 0.0002 | - |
| 0.8884 | 87050 | 0.0001 | - |
| 0.8889 | 87100 | 0.0001 | - |
| 0.8894 | 87150 | 0.0592 | - |
| 0.8899 | 87200 | 0.0003 | - |
| 0.8904 | 87250 | 0.0001 | - |
| 0.8909 | 87300 | 0.0001 | - |
| 0.8914 | 87350 | 0.0001 | - |
| 0.8919 | 87400 | 0.0 | - |
| 0.8924 | 87450 | 0.0005 | - |
| 0.8929 | 87500 | 0.0 | - |
| 0.8935 | 87550 | 0.0015 | - |
| 0.8940 | 87600 | 0.0 | - |
| 0.8945 | 87650 | 0.0002 | - |
| 0.8950 | 87700 | 0.0 | - |
| 0.8955 | 87750 | 0.0001 | - |
| 0.8960 | 87800 | 0.0001 | - |
| 0.8965 | 87850 | 0.0 | - |
| 0.8970 | 87900 | 0.0001 | - |
| 0.8975 | 87950 | 0.0001 | - |
| 0.8981 | 88000 | 0.0002 | - |
| 0.8986 | 88050 | 0.0 | - |
| 0.8991 | 88100 | 0.0002 | - |
| 0.8996 | 88150 | 0.0021 | - |
| 0.9001 | 88200 | 0.0 | - |
| 0.9006 | 88250 | 0.0001 | - |
| 0.9011 | 88300 | 0.0056 | - |
| 0.9016 | 88350 | 0.0001 | - |
| 0.9021 | 88400 | 0.0003 | - |
| 0.9026 | 88450 | 0.062 | - |
| 0.9032 | 88500 | 0.0003 | - |
| 0.9037 | 88550 | 0.0005 | - |
| 0.9042 | 88600 | 0.0001 | - |
| 0.9047 | 88650 | 0.0 | - |
| 0.9052 | 88700 | 0.0001 | - |
| 0.9057 | 88750 | 0.0001 | - |
| 0.9062 | 88800 | 0.0001 | - |
| 0.9067 | 88850 | 0.0 | - |
| 0.9072 | 88900 | 0.0011 | - |
| 0.9077 | 88950 | 0.0175 | - |
| 0.9083 | 89000 | 0.0001 | - |
| 0.9088 | 89050 | 0.0002 | - |
| 0.9093 | 89100 | 0.0001 | - |
| 0.9098 | 89150 | 0.0001 | - |
| 0.9103 | 89200 | 0.0614 | - |
| 0.9108 | 89250 | 0.0038 | - |
| 0.9113 | 89300 | 0.0001 | - |
| 0.9118 | 89350 | 0.0 | - |
| 0.9123 | 89400 | 0.0003 | - |
| 0.9128 | 89450 | 0.0002 | - |
| 0.9134 | 89500 | 0.0001 | - |
| 0.9139 | 89550 | 0.0001 | - |
| 0.9144 | 89600 | 0.0 | - |
| 0.9149 | 89650 | 0.0 | - |
| 0.9154 | 89700 | 0.0011 | - |
| 0.9159 | 89750 | 0.0002 | - |
| 0.9164 | 89800 | 0.0001 | - |
| 0.9169 | 89850 | 0.0001 | - |
| 0.9174 | 89900 | 0.0001 | - |
| 0.9180 | 89950 | 0.0004 | - |
| 0.9185 | 90000 | 0.0001 | - |
| 0.9190 | 90050 | 0.0009 | - |
| 0.9195 | 90100 | 0.0003 | - |
| 0.9200 | 90150 | 0.0061 | - |
| 0.9205 | 90200 | 0.0001 | - |
| 0.9210 | 90250 | 0.0005 | - |
| 0.9215 | 90300 | 0.0001 | - |
| 0.9220 | 90350 | 0.0001 | - |
| 0.9225 | 90400 | 0.0002 | - |
| 0.9231 | 90450 | 0.0 | - |
| 0.9236 | 90500 | 0.0001 | - |
| 0.9241 | 90550 | 0.0002 | - |
| 0.9246 | 90600 | 0.0001 | - |
| 0.9251 | 90650 | 0.0003 | - |
| 0.9256 | 90700 | 0.0001 | - |
| 0.9261 | 90750 | 0.0 | - |
| 0.9266 | 90800 | 0.0001 | - |
| 0.9271 | 90850 | 0.0 | - |
| 0.9276 | 90900 | 0.0003 | - |
| 0.9282 | 90950 | 0.001 | - |
| 0.9287 | 91000 | 0.0001 | - |
| 0.9292 | 91050 | 0.0002 | - |
| 0.9297 | 91100 | 0.0001 | - |
| 0.9302 | 91150 | 0.0 | - |
| 0.9307 | 91200 | 0.0097 | - |
| 0.9312 | 91250 | 0.0 | - |
| 0.9317 | 91300 | 0.0 | - |
| 0.9322 | 91350 | 0.0001 | - |
| 0.9327 | 91400 | 0.0003 | - |
| 0.9333 | 91450 | 0.0001 | - |
| 0.9338 | 91500 | 0.0005 | - |
| 0.9343 | 91550 | 0.0001 | - |
| 0.9348 | 91600 | 0.0002 | - |
| 0.9353 | 91650 | 0.0 | - |
| 0.9358 | 91700 | 0.0 | - |
| 0.9363 | 91750 | 0.0 | - |
| 0.9368 | 91800 | 0.0001 | - |
| 0.9373 | 91850 | 0.0 | - |
| 0.9379 | 91900 | 0.0 | - |
| 0.9384 | 91950 | 0.0002 | - |
| 0.9389 | 92000 | 0.0006 | - |
| 0.9394 | 92050 | 0.0001 | - |
| 0.9399 | 92100 | 0.0001 | - |
| 0.9404 | 92150 | 0.0001 | - |
| 0.9409 | 92200 | 0.0001 | - |
| 0.9414 | 92250 | 0.0 | - |
| 0.9419 | 92300 | 0.0 | - |
| 0.9424 | 92350 | 0.0 | - |
| 0.9430 | 92400 | 0.0001 | - |
| 0.9435 | 92450 | 0.0002 | - |
| 0.9440 | 92500 | 0.0012 | - |
| 0.9445 | 92550 | 0.0001 | - |
| 0.9450 | 92600 | 0.0005 | - |
| 0.9455 | 92650 | 0.0001 | - |
| 0.9460 | 92700 | 0.0001 | - |
| 0.9465 | 92750 | 0.0013 | - |
| 0.9470 | 92800 | 0.0001 | - |
| 0.9475 | 92850 | 0.0001 | - |
| 0.9481 | 92900 | 0.0001 | - |
| 0.9486 | 92950 | 0.0001 | - |
| 0.9491 | 93000 | 0.0 | - |
| 0.9496 | 93050 | 0.0001 | - |
| 0.9501 | 93100 | 0.0002 | - |
| 0.9506 | 93150 | 0.0001 | - |
| 0.9511 | 93200 | 0.0619 | - |
| 0.9516 | 93250 | 0.0002 | - |
| 0.9521 | 93300 | 0.0 | - |
| 0.9526 | 93350 | 0.0 | - |
| 0.9532 | 93400 | 0.0001 | - |
| 0.9537 | 93450 | 0.0001 | - |
| 0.9542 | 93500 | 0.0001 | - |
| 0.9547 | 93550 | 0.0003 | - |
| 0.9552 | 93600 | 0.0002 | - |
| 0.9557 | 93650 | 0.0001 | - |
| 0.9562 | 93700 | 0.0001 | - |
| 0.9567 | 93750 | 0.0001 | - |
| 0.9572 | 93800 | 0.002 | - |
| 0.9578 | 93850 | 0.0 | - |
| 0.9583 | 93900 | 0.0212 | - |
| 0.9588 | 93950 | 0.0 | - |
| 0.9593 | 94000 | 0.0001 | - |
| 0.9598 | 94050 | 0.0001 | - |
| 0.9603 | 94100 | 0.0001 | - |
| 0.9608 | 94150 | 0.0001 | - |
| 0.9613 | 94200 | 0.0001 | - |
| 0.9618 | 94250 | 0.0001 | - |
| 0.9623 | 94300 | 0.0001 | - |
| 0.9629 | 94350 | 0.0001 | - |
| 0.9634 | 94400 | 0.0001 | - |
| 0.9639 | 94450 | 0.0001 | - |
| 0.9644 | 94500 | 0.0001 | - |
| 0.9649 | 94550 | 0.0001 | - |
| 0.9654 | 94600 | 0.0001 | - |
| 0.9659 | 94650 | 0.0001 | - |
| 0.9664 | 94700 | 0.0001 | - |
| 0.9669 | 94750 | 0.0019 | - |
| 0.9674 | 94800 | 0.0001 | - |
| 0.9680 | 94850 | 0.0 | - |
| 0.9685 | 94900 | 0.0001 | - |
| 0.9690 | 94950 | 0.0001 | - |
| 0.9695 | 95000 | 0.0001 | - |
| 0.9700 | 95050 | 0.0324 | - |
| 0.9705 | 95100 | 0.0001 | - |
| 0.9710 | 95150 | 0.0 | - |
| 0.9715 | 95200 | 0.0 | - |
| 0.9720 | 95250 | 0.0001 | - |
| 0.9725 | 95300 | 0.0 | - |
| 0.9731 | 95350 | 0.0 | - |
| 0.9736 | 95400 | 0.0603 | - |
| 0.9741 | 95450 | 0.0001 | - |
| 0.9746 | 95500 | 0.0 | - |
| 0.9751 | 95550 | 0.0 | - |
| 0.9756 | 95600 | 0.0001 | - |
| 0.9761 | 95650 | 0.0 | - |
| 0.9766 | 95700 | 0.0002 | - |
| 0.9771 | 95750 | 0.0373 | - |
| 0.9777 | 95800 | 0.0001 | - |
| 0.9782 | 95850 | 0.0001 | - |
| 0.9787 | 95900 | 0.0001 | - |
| 0.9792 | 95950 | 0.0001 | - |
| 0.9797 | 96000 | 0.0 | - |
| 0.9802 | 96050 | 0.0 | - |
| 0.9807 | 96100 | 0.0001 | - |
| 0.9812 | 96150 | 0.0 | - |
| 0.9817 | 96200 | 0.0004 | - |
| 0.9822 | 96250 | 0.0001 | - |
| 0.9828 | 96300 | 0.0001 | - |
| 0.9833 | 96350 | 0.0001 | - |
| 0.9838 | 96400 | 0.0001 | - |
| 0.9843 | 96450 | 0.0026 | - |
| 0.9848 | 96500 | 0.0629 | - |
| 0.9853 | 96550 | 0.0003 | - |
| 0.9858 | 96600 | 0.0001 | - |
| 0.9863 | 96650 | 0.0618 | - |
| 0.9868 | 96700 | 0.0 | - |
| 0.9873 | 96750 | 0.0001 | - |
| 0.9879 | 96800 | 0.0001 | - |
| 0.9884 | 96850 | 0.0 | - |
| 0.9889 | 96900 | 0.0001 | - |
| 0.9894 | 96950 | 0.0 | - |
| 0.9899 | 97000 | 0.0001 | - |
| 0.9904 | 97050 | 0.0001 | - |
| 0.9909 | 97100 | 0.0003 | - |
| 0.9914 | 97150 | 0.0372 | - |
| 0.9919 | 97200 | 0.0002 | - |
### Framework Versions
- Python: 3.10.14
- SetFit: 1.0.3
- Sentence Transformers: 3.0.1
- Transformers: 4.39.0
- PyTorch: 2.3.1+cu121
- Datasets: 2.20.0
- 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}
}
```